refactor: extract shared evaluateCompatibility conflict pipeline

Both analyzePackageConflicts and checkNodeCompatibility built a
ConflictDetail[] from the same six leaf checks via a duplicated
push-if-truthy sequence. Extract that orchestration into a pure
evaluateCompatibility(input, env) helper in conflictUtils; each call site
keeps its own banned/pending derivation (the two enums differ) and passes
normalized booleans in.

checkNodeCompatibility consumers now see warnings in the canonical order
(comfyui_version, frontend_version, os, accelerator, banned, pending);
every consumer filters by conflict type, so this is cosmetic only.

.claude/settings.json

@@ -0,0 +1,86 @@
+{
+  "hooks": {
+    "PreToolUse": [
+      {
+        "matcher": "Bash",
+        "hooks": [
+          {
+            "type": "command",
+            "if": "Bash(tsc *)",
+            "command": "echo 'Use `pnpm typecheck` instead of running tsc directly.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(vue-tsc *)",
+            "command": "echo 'Use `pnpm typecheck` instead of running vue-tsc directly.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx tsc *)",
+            "command": "echo 'Use `pnpm typecheck` instead of running tsc via npx.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(pnpx tsc *)",
+            "command": "echo 'Use `pnpm typecheck` instead of running tsc via pnpx.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(pnpm exec tsc *)",
+            "command": "echo 'Use `pnpm typecheck` instead of `pnpm exec tsc`.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx vitest *)",
+            "command": "echo 'Use `pnpm test:unit` (or `pnpm test:unit <path>`) instead of npx vitest.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(pnpx vitest *)",
+            "command": "echo 'Use `pnpm test:unit` (or `pnpm test:unit <path>`) instead of pnpx vitest.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx eslint *)",
+            "command": "echo 'Use `pnpm lint` or `pnpm lint:fix` instead of npx eslint.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(pnpx eslint *)",
+            "command": "echo 'Use `pnpm lint` or `pnpm lint:fix` instead of pnpx eslint.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx prettier *)",
+            "command": "echo 'This project uses oxfmt, not prettier. Use `pnpm format` or `pnpm format:check`.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(pnpx prettier *)",
+            "command": "echo 'This project uses oxfmt, not prettier. Use `pnpm format` or `pnpm format:check`.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx oxlint *)",
+            "command": "echo 'Use `pnpm oxlint` instead of npx oxlint.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx stylelint *)",
+            "command": "echo 'Use `pnpm stylelint` instead of npx stylelint.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(npx knip *)",
+            "command": "echo 'Use `pnpm knip` instead of npx knip.' >&2 && exit 2"
+          },
+          {
+            "type": "command",
+            "if": "Bash(pnpx knip *)",
+            "command": "echo 'Use `pnpm knip` instead of pnpx knip.' >&2 && exit 2"
+          }
+        ]
+      }
+    ]
+  }
+}

.coderabbit.yaml

@@ -63,14 +63,3 @@ reviews:
           Pass if none of these patterns are found in the diff.
 
           When warning, reference the specific ADR by number and link to `docs/adr/` for context. Frame findings as directional guidance since ADR 0003 and 0008 are in Proposed status.
-
-  path_instructions:
-    - path: '**/*.test.ts'
-      instructions: |
-        Treat `.agents/checks/test-quality.md`, `docs/testing/README.md`, and `docs/guidance/vitest.md` as required review context for every changed Vitest test file.
-    - path: 'src/lib/litegraph/**/*.test.ts'
-      instructions: |
-        Treat `.agents/checks/test-quality.md`, `docs/testing/README.md`, `docs/guidance/vitest.md`, and `docs/testing/litegraph-testing.md` as required review context for every changed litegraph Vitest test file.
-    - path: '{browser_tests,apps/website/e2e}/**/*.spec.ts'
-      instructions: |
-        Treat `.agents/checks/test-quality.md`, `docs/testing/README.md`, and `docs/guidance/playwright.md` as required review context for every changed Playwright test file.

.github/workflows/backport-auto-merge.yaml

@@ -1,197 +0,0 @@
----
-name: Backport Auto-Merge
-
-# Completes the merge of backport PRs once they are approved and their required
-# checks pass.
-#
-# Background: pr-backport.yaml opens each backport PR (labelled `backport`) and
-# calls `gh pr merge --auto`, which relies on the repo-level "Allow auto-merge"
-# setting. That setting is off, so `--auto` is a silent no-op and backport PRs
-# sit unmerged until a human clicks merge. This workflow performs the merge
-# directly (a plain `gh pr merge --squash`, which does not depend on that
-# setting) once GitHub itself reports the PR as ready to merge.
-#
-# Safety: branch protection on core/** and cloud/** is the hard gate — it
-# unconditionally requires an approval + the required status checks and cannot
-# be bypassed, and GitHub's merge API re-enforces it at merge time. This
-# workflow can only ever complete a merge that already satisfies those rules;
-# the eligibility check below only avoids pointless merge attempts.
-#
-# The merge uses PR_GH_TOKEN (not the default GITHUB_TOKEN) on purpose: a merge
-# performed by the default token does not emit events that trigger other
-# workflows, which would silently starve cloud-backport-tag.yaml (it runs on the
-# backport PR's `pull_request: closed` event to create the release tag).
-
-on:
-  # Fires when someone approves — if the required checks are already green, the
-  # PR merges immediately.
-  pull_request_review:
-    types: [submitted]
-  # Primary catch for the "approved first, checks went green later" case, plus a
-  # general backstop. A `check_suite`/`workflow_run` trigger would react faster to
-  # checks completing, but GitHub suppresses `check_suite` events for its own
-  # Actions suites (so it wouldn't fire for this repo's CI), and `workflow_run` is
-  # a secrets-bearing "dangerous" trigger we don't want on a public repo for a
-  # non-latency-critical task. Backports wait hours today, so a short sweep is a
-  # large improvement and needs neither.
-  schedule:
-    - cron: '*/15 * * * *'
-
-# Only constrains the default github.token (used for read-only PR lookups below).
-# It does NOT constrain PR_GH_TOKEN, whose authority is fixed by its own scopes.
-permissions:
-  contents: read # read-only; required for gh api / gh pr list to resolve candidates
-  pull-requests: read # read-only; required for gh pr view eligibility checks
-
-# Serialize runs that act on the same PR (review events keyed by PR number; all
-# scheduled sweeps share one key). Cross-key overlaps are still possible but
-# harmless: the merge loop treats an already-merged PR as success (idempotent).
-concurrency:
-  group: backport-auto-merge-${{ github.event.pull_request.number || 'sweep' }}
-  cancel-in-progress: false
-
-jobs:
-  merge:
-    name: Merge eligible backport PRs
-    # Skip review events that can't possibly make a PR mergeable — non-approval
-    # reviews, or reviews on non-backport PRs (most reviews in the repo) — before
-    # spending any API call. Schedule sweeps always proceed. The per-PR
-    # eligibility checks in the job still re-verify the label and decision from
-    # live state.
-    if: github.event_name != 'pull_request_review' || (github.event.review.state == 'approved' && contains(github.event.pull_request.labels.*.name, 'backport'))
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read # read-only PR/commit lookups via the default token
-      pull-requests: read # read-only PR metadata via the default token
-    steps:
-      - name: Collect candidate backport PRs
-        id: candidates
-        env:
-          GH_TOKEN: ${{ github.token }}
-          GH_REPO: ${{ github.repository }}
-          EVENT_NAME: ${{ github.event_name }}
-          PR_FROM_REVIEW: ${{ github.event.pull_request.number }}
-        run: |
-          set -euo pipefail
-          numbers=""
-          case "$EVENT_NAME" in
-            pull_request_review)
-              numbers="$PR_FROM_REVIEW"
-              ;;
-            schedule)
-              # Sweep every open backport PR.
-              numbers=$(gh pr list --repo "$GH_REPO" --state open --label backport \
-                --limit 100 --json number --jq '.[].number')
-              ;;
-          esac
-          # De-duplicate and emit space-separated, digit-only tokens.
-          numbers=$(echo "$numbers" | tr ' ' '\n' | grep -E '^[0-9]+$' | sort -u | tr '\n' ' ' || true)
-          echo "numbers=${numbers}" >> "$GITHUB_OUTPUT"
-          echo "Candidate PRs: '${numbers:-<none>}'"
-
-      - name: Merge eligible backport PRs
-        if: steps.candidates.outputs.numbers != ''
-        env:
-          GH_REPO: ${{ github.repository }}
-          # Read with the default token; merge with PR_GH_TOKEN so the merge emits
-          # the events that downstream workflows (cloud-backport-tag.yaml) rely on.
-          READ_TOKEN: ${{ github.token }}
-          MERGE_TOKEN: ${{ secrets.PR_GH_TOKEN }}
-          CANDIDATES: ${{ steps.candidates.outputs.numbers }}
-        run: |
-          set -euo pipefail
-
-          is_merged() {
-            [ "$(GH_TOKEN="$READ_TOKEN" gh pr view "$1" --repo "$GH_REPO" --json merged --jq '.merged' 2>/dev/null || echo false)" = "true" ]
-          }
-
-          for pr in $CANDIDATES; do
-            echo "::group::PR #${pr}"
-
-            info=$(GH_TOKEN="$READ_TOKEN" gh pr view "$pr" --repo "$GH_REPO" \
-              --json number,state,isDraft,labels,baseRefName,reviewDecision,mergeStateStatus 2>/dev/null || echo '')
-            if [ -z "$info" ]; then
-              echo "Could not read PR #${pr} — skipping."; echo "::endgroup::"; continue
-            fi
-
-            state=$(echo "$info" | jq -r '.state')
-            is_draft=$(echo "$info" | jq -r '.isDraft')
-            is_backport=$(echo "$info" | jq -r '[.labels[].name] | any(. == "backport")')
-            base=$(echo "$info" | jq -r '.baseRefName')
-            review=$(echo "$info" | jq -r '.reviewDecision')
-            merge_state=$(echo "$info" | jq -r '.mergeStateStatus')
-
-            # Only ever act on open, non-draft, backport-labelled PRs targeting a
-            # protected release branch.
-            if [ "$state" != "OPEN" ] || [ "$is_draft" != "false" ] || [ "$is_backport" != "true" ]; then
-              echo "Not an actionable backport PR (state=$state draft=$is_draft backport=$is_backport) — skipping."
-              echo "::endgroup::"; continue
-            fi
-            case "$base" in
-              cloud/*|core/*) : ;;
-              *) echo "Base '$base' is not a release branch — skipping."; echo "::endgroup::"; continue ;;
-            esac
-
-            # Ready = approved AND GitHub says it's mergeable with required checks green.
-            #   CLEAN    = approved, all required checks green, mergeable, no conflict.
-            #   UNSTABLE = same, but a NON-required check is pending/failing — GitHub
-            #              still allows the merge, so we do too (matches what a human
-            #              clicking "Squash and merge" can do; required checks are the
-            #              only merge gate per the ruleset). Requiring CLEAN alone would
-            #              stick forever behind flaky/slow non-required checks.
-            # Any other state (BLOCKED/DIRTY/BEHIND/UNKNOWN/...) => not ready; re-checked
-            # by a later event or the next sweep.
-            if [ "$review" != "APPROVED" ] || { [ "$merge_state" != "CLEAN" ] && [ "$merge_state" != "UNSTABLE" ]; }; then
-              echo "Not yet ready (reviewDecision=$review mergeStateStatus=$merge_state) — will re-check later."
-              echo "::endgroup::"; continue
-            fi
-
-            echo "PR #${pr} is ready — attempting squash merge."
-            attempt=0
-            max=3
-            merged=false
-            while [ "$attempt" -lt "$max" ]; do
-              attempt=$((attempt + 1))
-              # A concurrent run (or a human) may have merged it already.
-              if is_merged "$pr"; then merged=true; break; fi
-              if out=$(GH_TOKEN="$MERGE_TOKEN" gh pr merge "$pr" --repo "$GH_REPO" --squash 2>&1); then
-                merged=true; break
-              fi
-              echo "Merge attempt ${attempt}/${max} failed: ${out}"
-              # No sleep after the final attempt.
-              [ "$attempt" -lt "$max" ] && sleep $((attempt * 15))
-            done
-
-            # Final reconciliation: a failed merge command may just mean a concurrent
-            # run won the race — don't post a false failure if the PR is in fact merged.
-            if [ "$merged" != "true" ] && is_merged "$pr"; then merged=true; fi
-
-            if [ "$merged" = "true" ]; then
-              echo "PR #${pr} merged."
-            else
-              echo "::warning::PR #${pr} looked ready but did not merge after ${max} attempts."
-              # Avoid spamming a persistently-stuck PR: only re-warn if the last
-              # warning (identified by its marker) is more than an hour old.
-              marker='<!-- backport-auto-merge:merge-failed -->'
-              # `gh api --paginate` emits one JSON array per page; `--jq` would run
-              # per page (missing the true latest across pages), so slurp all pages
-              # into one array first and filter with a separate jq pass.
-              last_warned=$(GH_TOKEN="$READ_TOKEN" gh api "repos/${GH_REPO}/issues/${pr}/comments" --paginate 2>/dev/null \
-                | jq -s "[.[][] | select(.body | contains(\"${marker}\"))] | sort_by(.created_at) | last | .created_at // empty") || last_warned=''
-              stale=true
-              if [ -n "$last_warned" ]; then
-                last_epoch=$(date -d "$last_warned" +%s 2>/dev/null || echo 0)
-                now_epoch=$(date -u +%s)
-                [ $((now_epoch - last_epoch)) -lt 3600 ] && stale=false
-              fi
-              if [ "$stale" = "true" ]; then
-                body=$(printf '%s\n\n%s' \
-                  "This backport PR is approved and its required checks are green, but automatic merge failed after ${max} attempts. Please merge manually or investigate (possible branch-protection mismatch)." \
-                  "$marker")
-                GH_TOKEN="$MERGE_TOKEN" gh pr comment "$pr" --repo "$GH_REPO" --body "$body" || true
-              else
-                echo "Already warned within the last hour — skipping duplicate comment."
-              fi
-            fi
-            echo "::endgroup::"
-          done

.github/workflows/ci-dist-telemetry-scan.yaml

@@ -134,27 +134,6 @@ jobs:
           fi
           echo '✅ No Customer.io references found'
 
-      - name: Scan dist for Syft telemetry references
-        run: |
-          set -euo pipefail
-          echo '🔍 Scanning for Syft references...'
-          if rg --no-ignore -n \
-            -g '*.html' \
-            -g '*.js' \
-            -e '(?i)syft' \
-            -e '(?i)sy-d\.io' \
-            dist; then
-            echo '❌ ERROR: Syft references found in dist assets!'
-            echo 'Syft must be properly tree-shaken from OSS builds.'
-            echo ''
-            echo 'To fix this:'
-            echo '1. Use the TelemetryProvider pattern (see src/platform/telemetry/)'
-            echo '2. Call telemetry via useTelemetry() hook'
-            echo '3. Use conditional dynamic imports behind isCloud checks'
-            exit 1
-          fi
-          echo '✅ No Syft references found'
-
       - name: Scan dist for Cloudflare Turnstile sitekey references
         run: |
           set -euo pipefail

.github/workflows/ci-tests-e2e-coverage.yaml

@@ -121,7 +121,7 @@ jobs:
             --title "ComfyUI E2E Coverage" \
             --no-function-coverage \
             --precision 1 \
-            --ignore-errors source,unmapped \
+            --ignore-errors source,unmapped,range \
             --synthesize-missing
 
       - name: Upload HTML report artifact

.github/workflows/ci-tests-e2e.yaml

@@ -73,8 +73,8 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        shardIndex: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]
-        shardTotal: [16]
+        shardIndex: [1, 2, 3, 4, 5, 6, 7, 8]
+        shardTotal: [8]
     steps:
       - name: Checkout repository
         uses: actions/checkout@v6
@@ -93,7 +93,7 @@ jobs:
       # Run sharded tests (browsers pre-installed in container)
       - name: Run Playwright tests (Shard ${{ matrix.shardIndex }}/${{ matrix.shardTotal }})
         id: playwright
-        run: pnpm exec playwright test --project=chromium --shard=${{ matrix.shardIndex }}/${{ matrix.shardTotal }}
+        run: pnpm exec playwright test --project=chromium --shard=${{ matrix.shardIndex }}/${{ matrix.shardTotal }} --reporter=blob
         env:
           PLAYWRIGHT_BLOB_OUTPUT_DIR: ./blob-report
           COLLECT_COVERAGE: 'true'
@@ -150,7 +150,7 @@ jobs:
       # Run tests (browsers pre-installed in container)
       - name: Run Playwright tests (${{ matrix.browser }})
         id: playwright
-        run: pnpm exec playwright test --project=${{ matrix.browser }}
+        run: pnpm exec playwright test --project=${{ matrix.browser }} --reporter=blob
         env:
           PLAYWRIGHT_BLOB_OUTPUT_DIR: ./blob-report
 

.github/workflows/ci-tests-storybook.yaml

@@ -95,7 +95,6 @@ jobs:
     if: |
       github.event_name == 'workflow_dispatch'
       || (github.event_name == 'pull_request'
-          && github.event.pull_request.head.repo.fork == false
           && startsWith(github.head_ref, 'version-bump-')
           && (needs.changes.outputs.storybook-changes == 'true'
               || needs.changes.outputs.app-frontend-changes == 'true'

.github/workflows/ci-tests-unit.yaml

@@ -55,3 +55,6 @@ jobs:
           flags: unit
           token: ${{ secrets.CODECOV_TOKEN }}
           fail_ci_if_error: false
+
+      - name: Enforce critical coverage gate
+        run: pnpm test:coverage:critical

.github/workflows/ci-vercel-website-preview.yaml

@@ -30,7 +30,7 @@ concurrency:
 
 jobs:
   deploy-preview:
-    if: github.event_name == 'pull_request' && github.event.pull_request.head.repo.fork == false
+    if: github.event_name == 'pull_request'
     runs-on: ubuntu-latest
     permissions:
       contents: read

.github/workflows/ci-website-build.yaml

@@ -40,6 +40,3 @@ jobs:
           WEBSITE_ASHBY_API_KEY: ${{ secrets.WEBSITE_ASHBY_API_KEY }}
           WEBSITE_ASHBY_JOB_BOARD_NAME: ${{ secrets.WEBSITE_ASHBY_JOB_BOARD_NAME }}
         run: pnpm --filter @comfyorg/website build
-
-      - name: Validate JSON-LD structured data
-        run: pnpm --filter @comfyorg/website validate:jsonld

.github/workflows/ci-website-e2e.yaml

@@ -67,15 +67,7 @@ jobs:
 
       - name: Deploy report to Cloudflare
         id: deploy
-        if: >-
-          ${{
-            always() &&
-            !cancelled() &&
-            (
-              github.event_name != 'pull_request' ||
-              github.event.pull_request.head.repo.fork == false
-            )
-          }}
+        if: always() && !cancelled()
         env:
           CLOUDFLARE_API_TOKEN: ${{ secrets.CLOUDFLARE_API_TOKEN }}
           CLOUDFLARE_ACCOUNT_ID: ${{ secrets.CLOUDFLARE_ACCOUNT_ID }}

.github/workflows/cla.yml

@@ -6,7 +6,6 @@ on:
   pull_request_target:
     types: [opened, synchronize, closed]
   merge_group:
-    types: [checks_requested]
 
 permissions:
   actions: write
@@ -18,47 +17,13 @@ jobs:
   cla-assistant:
     runs-on: ubuntu-latest
     steps:
-      - name: CLA already verified before merge queue
-        if: github.event_name == 'merge_group'
-        run: echo "CLA is checked on the pull request before it enters merge queue."
-
-      # The CLA action normally requires every commit author in a PR to sign.
-      # We only want the PR author to sign, so we allowlist all other committers
-      # by computing them from the PR's commits and excluding the PR author.
-      - name: Build author-only allowlist
-        id: allowlist
-        if: >
-          github.event_name == 'pull_request_target' ||
-          (github.event_name == 'issue_comment' && github.event.issue.pull_request && (
-            github.event.comment.body == 'recheck' ||
-            github.event.comment.body == 'I have read and agree to the Contributor License Agreement'
-          ))
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ github.event.pull_request.number || github.event.issue.number }}
-          PR_AUTHOR: ${{ github.event.pull_request.user.login || github.event.issue.user.login }}
-          BASE_ALLOWLIST: action@github.com,actions-user,ampagent,claude,comfy-pr-bot,GitHub Action,github-actions,github-actions[bot],Glary Bot,Glary-Bot,*[bot]
-        # For each commit emit the GitHub login when the author/committer email resolves to a GitHub account
-        # otherwise fall back to the raw git name.
-        run: |
-          others=$(gh api "repos/${{ github.repository }}/pulls/${PR_NUMBER}/commits" --paginate \
-            --jq '.[] | (.author.login // .commit.author.name // empty), (.committer.login // .commit.committer.name // empty)' \
-            | sort -u | grep -vix "${PR_AUTHOR}" | paste -sd, -)
-          if [ -n "$others" ]; then
-            echo "allowlist=${BASE_ALLOWLIST},${others}" >> "$GITHUB_OUTPUT"
-          else
-            echo "allowlist=${BASE_ALLOWLIST}" >> "$GITHUB_OUTPUT"
-          fi
-
       - name: CLA Assistant
         # Run on PR events, on "recheck" comment, or when someone posts the exact signing phrase.
         # IMPORTANT: this phrase must match `custom-pr-sign-comment` below.
         if: >
           github.event_name == 'pull_request_target' ||
-          (github.event_name == 'issue_comment' && github.event.issue.pull_request && (
-            github.event.comment.body == 'recheck' ||
-            github.event.comment.body == 'I have read and agree to the Contributor License Agreement'
-          ))
+          github.event.comment.body == 'recheck' ||
+          github.event.comment.body == 'I have read and agree to the Contributor License Agreement'
         uses: contributor-assistant/github-action@ca4a40a7d1004f18d9960b404b97e5f30a505a08 # v2.6.1
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -74,10 +39,9 @@ jobs:
           path-to-signatures: signatures/cla.json
           branch: main
 
-          # Only the PR author must sign: bots plus every non-author committer
-          # are allowlisted via the "Build author-only allowlist" step above.
+          # Allowlist bots so they don't need to sign (optional, comma-separated).
           # *[bot] is a catch-all for any GitHub App bot account.
-          allowlist: ${{ steps.allowlist.outputs.allowlist }}
+          allowlist: action@github.com,actions-user,ampagent,claude,comfy-pr-bot,GitHub Action,github-actions,Glary Bot,Glary-Bot,*[bot]
 
           # Custom PR comment messages
           custom-notsigned-prcomment: |

.github/workflows/cloud-dispatch-build.yaml

@@ -32,13 +32,12 @@ jobs:
     if: >
       github.repository == 'Comfy-Org/ComfyUI_frontend' &&
       (github.event_name != 'pull_request' ||
-       (github.event.pull_request.head.repo.fork == false &&
-        ((github.event.action == 'labeled' &&
-          contains(fromJSON('["preview","preview-cpu","preview-gpu"]'), github.event.label.name)) ||
-         (github.event.action == 'synchronize' &&
-          (contains(github.event.pull_request.labels.*.name, 'preview') ||
-           contains(github.event.pull_request.labels.*.name, 'preview-cpu') ||
-           contains(github.event.pull_request.labels.*.name, 'preview-gpu'))))))
+       (github.event.action == 'labeled' &&
+        contains(fromJSON('["preview","preview-cpu","preview-gpu"]'), github.event.label.name)) ||
+       (github.event.action == 'synchronize' &&
+        (contains(github.event.pull_request.labels.*.name, 'preview') ||
+         contains(github.event.pull_request.labels.*.name, 'preview-cpu') ||
+         contains(github.event.pull_request.labels.*.name, 'preview-gpu'))))
     runs-on: ubuntu-latest
     steps:
       - name: Build client payload

.github/workflows/cloud-dispatch-cleanup.yaml

@@ -21,7 +21,6 @@ jobs:
     # - Preview label specifically removed
     if: >
       github.repository == 'Comfy-Org/ComfyUI_frontend' &&
-      github.event.pull_request.head.repo.fork == false &&
       ((github.event.action == 'closed' &&
         (contains(github.event.pull_request.labels.*.name, 'preview') ||
          contains(github.event.pull_request.labels.*.name, 'preview-cpu') ||

.github/workflows/pr-backport.yaml

@@ -278,49 +278,32 @@ jobs:
               continue
             fi
 
-            # Create backport branch. A failure here (e.g. dirty state left
-            # by a prior target) must not abort the loop and skip remaining
-            # targets, so fall back to a clean checkout and record the error.
-            if ! git checkout -B "${BACKPORT_BRANCH}" "origin/${TARGET_BRANCH}"; then
-              echo "::error::Failed to create branch ${BACKPORT_BRANCH} for ${TARGET_BRANCH}"
-              FAILED="${FAILED}${TARGET_BRANCH}:branch-create-failed "
-              git checkout main || git checkout -f main
-              echo "::endgroup::"
-              continue
-            fi
+            # Create backport branch
+            git checkout -b "${BACKPORT_BRANCH}" "origin/${TARGET_BRANCH}"
 
             # Try cherry-pick
             if git cherry-pick "${MERGE_COMMIT}"; then
               if [ "$REMOTE_BACKPORT_EXISTS" = true ]; then
-                PUSH_CMD=(git push --force-with-lease origin "${BACKPORT_BRANCH}")
+                git push --force-with-lease origin "${BACKPORT_BRANCH}"
               else
-                PUSH_CMD=(git push origin "${BACKPORT_BRANCH}")
+                git push origin "${BACKPORT_BRANCH}"
               fi
-
-              # A push failure for one target must not abort the loop and
-              # prevent remaining targets from being attempted.
-              if "${PUSH_CMD[@]}"; then
-                echo "${BACKPORT_BRANCH}" >> "$CREATED_BRANCHES_FILE"
-                SUCCESS="${SUCCESS}${TARGET_BRANCH}:${BACKPORT_BRANCH} "
-                echo "Successfully created backport branch: ${BACKPORT_BRANCH}"
-              else
-                echo "::error::Failed to push ${BACKPORT_BRANCH} for ${TARGET_BRANCH}"
-                FAILED="${FAILED}${TARGET_BRANCH}:push-failed "
-              fi
-
+              echo "${BACKPORT_BRANCH}" >> "$CREATED_BRANCHES_FILE"
+              SUCCESS="${SUCCESS}${TARGET_BRANCH}:${BACKPORT_BRANCH} "
+              echo "Successfully created backport branch: ${BACKPORT_BRANCH}"
               # Return to main (keep the branch, we need it for PR)
-              git checkout main || git checkout -f main
+              git checkout main
             else
               # Get conflict info
               CONFLICTS=$(git diff --name-only --diff-filter=U | tr '\n' ',')
-              git cherry-pick --abort || true
+              git cherry-pick --abort
 
               echo "::error::Cherry-pick failed due to conflicts"
               FAILED="${FAILED}${TARGET_BRANCH}:conflicts:${CONFLICTS} "
 
               # Clean up the failed branch
-              git checkout main || git checkout -f main
-              git branch -D "${BACKPORT_BRANCH}" || true
+              git checkout main
+              git branch -D "${BACKPORT_BRANCH}"
             fi
 
             echo "::endgroup::"
@@ -401,10 +384,6 @@ jobs:
 
             **Reason:** Merge conflicts detected during cherry-pick of `${MERGE_COMMIT_SHORT}`
 
-            The auto-backport could not be completed automatically. Please backport
-            manually onto branch `${BACKPORT_BRANCH}` (from `origin/${target}`) and
-            open a PR to `${target}`.
-
             <details>
             <summary>📄 Conflicting files</summary>
 
@@ -437,37 +416,19 @@ jobs:
             MERGE_COMMIT=$(jq -r '.pull_request.merge_commit_sha' "$GITHUB_EVENT_PATH")
           fi
 
-          # Post a comment without letting a single failed `gh pr comment` (e.g.
-          # a locked issue, as happened for PR #13359, or a transient API error)
-          # abort the step under `set -e` and swallow the remaining failures.
-          post_comment() {
-            local body="$1"
-            local context="$2"
-            if ! gh pr comment "${PR_NUMBER}" --body "${body}"; then
-              echo "::warning::Could not comment on PR #${PR_NUMBER} about ${context}. Manual backport required."
-            fi
-          }
-
           for failure in ${{ steps.backport.outputs.failed }}; do
             IFS=':' read -r target reason conflicts <<< "${failure}"
 
-            SAFE_TARGET=$(echo "$target" | tr '/' '-')
-            BACKPORT_BRANCH="backport-${PR_NUMBER}-to-${SAFE_TARGET}"
-
             if [ "${reason}" = "branch-missing" ]; then
-              post_comment "@${PR_AUTHOR} Backport failed: Branch \`${target}\` does not exist" "missing branch ${target}"
+              gh pr comment "${PR_NUMBER}" --body "@${PR_AUTHOR} Backport failed: Branch \`${target}\` does not exist"
 
             elif [ "${reason}" = "already-exists" ]; then
-              post_comment "@${PR_AUTHOR} Commit \`${MERGE_COMMIT}\` already exists on branch \`${target}\`. No backport needed." "already-backported ${target}"
-
-            elif [ "${reason}" = "branch-create-failed" ]; then
-              gh pr comment "${PR_NUMBER}" --body "@${PR_AUTHOR} Backport to \`${target}\` failed: could not create the backport branch. Please retry or backport manually."
-
-            elif [ "${reason}" = "push-failed" ]; then
-              gh pr comment "${PR_NUMBER}" --body "@${PR_AUTHOR} Backport to \`${target}\` cherry-picked cleanly but the push failed. Please retry or push the backport branch manually."
+              gh pr comment "${PR_NUMBER}" --body "@${PR_AUTHOR} Commit \`${MERGE_COMMIT}\` already exists on branch \`${target}\`. No backport needed."
 
             elif [ "${reason}" = "conflicts" ]; then
               CONFLICTS_INLINE=$(echo "${conflicts}" | tr ',' ' ')
+              SAFE_TARGET=$(echo "$target" | tr '/' '-')
+              BACKPORT_BRANCH="backport-${PR_NUMBER}-to-${SAFE_TARGET}"
               PR_URL="${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}/pull/${PR_NUMBER}"
 
               export PR_NUMBER PR_URL MERGE_COMMIT target BACKPORT_BRANCH CONFLICTS_INLINE
@@ -483,10 +444,10 @@ jobs:
               CONFLICTS_BLOCK=$(echo "${conflicts}" | tr ',' '\n')
               MERGE_COMMIT_SHORT="${MERGE_COMMIT:0:7}"
 
-              export target MERGE_COMMIT_SHORT BACKPORT_BRANCH CONFLICTS_BLOCK AGENT_PROMPT PR_AUTHOR
-              COMMENT_BODY=$(envsubst '${target} ${MERGE_COMMIT_SHORT} ${BACKPORT_BRANCH} ${CONFLICTS_BLOCK} ${AGENT_PROMPT} ${PR_AUTHOR}' <<<"$COMMENT_BODY_TEMPLATE")
+              export target MERGE_COMMIT_SHORT CONFLICTS_BLOCK AGENT_PROMPT PR_AUTHOR
+              COMMENT_BODY=$(envsubst '${target} ${MERGE_COMMIT_SHORT} ${CONFLICTS_BLOCK} ${AGENT_PROMPT} ${PR_AUTHOR}' <<<"$COMMENT_BODY_TEMPLATE")
 
-              post_comment "${COMMENT_BODY}" "cherry-pick conflict on ${target} (backport manually onto ${BACKPORT_BRANCH})"
+              gh pr comment "${PR_NUMBER}" --body "${COMMENT_BODY}"
             fi
           done
 

.github/workflows/pr-cursor-review.yaml

@@ -29,7 +29,7 @@ jobs:
     # SHA-pinned per zizmor `unpinned-uses: hash-pin`. Bump this SHA to pick up
     # upstream changes; keep `workflows_ref` matching so prompts/scripts load
     # from the same commit as the workflow definition.
-    uses: Comfy-Org/github-workflows/.github/workflows/cursor-review.yml@df507e6bae179c567ad3849370f99dae588985dc # github-workflows main (df507e6)
+    uses: Comfy-Org/github-workflows/.github/workflows/cursor-review.yml@047ca48febe3a6647608ed2e0c4331b491cb9d6a # github-workflows#9
     with:
       # Overriding diff_excludes replaces the reusable default wholesale, so
       # this restates the generated/vendored defaults and adds this repo's heavy
@@ -48,7 +48,7 @@ jobs:
         :!**/*-snapshots/**
         :!src/workbench/extensions/manager/types/generatedManagerTypes.ts
       # Load the prompts/scripts from the same ref as `uses:`.
-      workflows_ref: df507e6bae179c567ad3849370f99dae588985dc
+      workflows_ref: 047ca48febe3a6647608ed2e0c4331b491cb9d6a
     secrets:
       CURSOR_API_KEY: ${{ secrets.CURSOR_API_KEY }}
       # Optional — enables start/complete Slack DMs to the triggerer.

.github/workflows/release-biweekly-comfyui.yaml

@@ -23,10 +23,6 @@ on:
         required: false
         default: 'Comfy-Org/ComfyUI'
         type: string
-      target_branch:
-        description: 'Optional: force a specific release branch, e.g. core/1.47 or core/2.0. Overrides the pin-derived target — use to skip a dead minor or do an out-of-cadence / major release.'
-        required: false
-        type: string
 
 jobs:
   check-release-week:
@@ -53,15 +49,12 @@ jobs:
           fi
 
       - name: Summary
-        env:
-          TARGET_BRANCH_OVERRIDE: ${{ inputs.target_branch }}
         run: |
           echo "## Release Check" >> $GITHUB_STEP_SUMMARY
           echo "" >> $GITHUB_STEP_SUMMARY
           echo "- Is release week: ${{ steps.check.outputs.is_release_week }}" >> $GITHUB_STEP_SUMMARY
           echo "- Manual trigger: ${{ github.event_name == 'workflow_dispatch' }}" >> $GITHUB_STEP_SUMMARY
           echo "- Release type: ${{ inputs.release_type || 'minor (scheduled)' }}" >> $GITHUB_STEP_SUMMARY
-          echo "- Target branch override: ${TARGET_BRANCH_OVERRIDE:-(none — pin-derived)}" >> $GITHUB_STEP_SUMMARY
 
   resolve-version:
     needs: check-release-week
@@ -110,7 +103,6 @@ jobs:
         working-directory: frontend
         env:
           RELEASE_TYPE: ${{ inputs.release_type || 'minor' }}
-          TARGET_BRANCH: ${{ inputs.target_branch }}
         run: |
           set -euo pipefail
 

apps/website/astro.config.ts

@@ -10,13 +10,11 @@ const PAYMENT_STATUSES = ['success', 'failed'] as const
 const LOCALE_PREFIXES = LOCALES.map((locale) =>
   locale === DEFAULT_LOCALE ? '' : `/${locale}`
 )
-const SITEMAP_EXCLUDED_PATHNAMES = new Set([
-  ...LOCALE_PREFIXES.flatMap((prefix) =>
+const SITEMAP_EXCLUDED_PATHNAMES = new Set(
+  LOCALE_PREFIXES.flatMap((prefix) =>
     PAYMENT_STATUSES.map((status) => `${prefix}/payment/${status}`)
-  ),
-  ...LOCALE_PREFIXES.map((prefix) => `${prefix}/individual-submission`),
-  ...LOCALE_PREFIXES.map((prefix) => `${prefix}/booking-confirmation`)
-])
+  )
+)
 
 function isExcludedFromSitemap(page: string): boolean {
   const pathname = new URL(page).pathname.replace(/\/$/, '')

apps/website/e2e/affiliates.spec.ts

@@ -76,14 +76,10 @@ test.describe('Affiliates landing — desktop interactions', () => {
       return match?.textContent ?? null
     })
     expect(faqJsonLd, 'FAQ JSON-LD script').not.toBeNull()
-    const graph = JSON.parse(faqJsonLd!)['@graph'] as {
-      '@type': string
-      mainEntity?: unknown[]
-    }[]
-    const faqPage = graph.find((node) => node['@type'] === 'FAQPage')
-    expect(faqPage, 'FAQPage node in @graph').toBeDefined()
-    expect(Array.isArray(faqPage!.mainEntity)).toBe(true)
-    expect(faqPage!.mainEntity!.length).toBe(FAQ_COUNT)
+    const parsed = JSON.parse(faqJsonLd!)
+    expect(parsed['@type']).toBe('FAQPage')
+    expect(Array.isArray(parsed.mainEntity)).toBe(true)
+    expect(parsed.mainEntity.length).toBe(FAQ_COUNT)
   })
 
   test('Apply Now CTA opens the application form in a new tab', async ({

apps/website/e2e/brand.spec.ts

@@ -1,51 +0,0 @@
-import { expect } from '@playwright/test'
-
-import { BRAND_ASSETS_ZIP, BRAND_GUIDELINES_PDF } from '../src/data/brandAssets'
-import { test } from './fixtures/blockExternalMedia'
-
-test.describe('Brand portal @smoke', () => {
-  test.beforeEach(async ({ page }) => {
-    await page.goto('/brand')
-  })
-
-  test('renders each brand guideline section', async ({ page }) => {
-    await expect(
-      page.getByRole('heading', { level: 1, name: 'Create with ComfyUI' })
-    ).toBeVisible()
-    await expect(
-      page.getByRole('heading', { name: 'One mark, many dimensions.' })
-    ).toBeVisible()
-    await expect(
-      page.getByRole('heading', { name: 'Every color earns its place.' })
-    ).toBeVisible()
-    await expect(
-      page.getByRole('heading', { name: 'Precise, never cute.' })
-    ).toBeVisible()
-    await expect(
-      page.getByRole('heading', { name: 'Trademark guidelines.' })
-    ).toBeVisible()
-  })
-
-  test('shows all four marks', async ({ page }) => {
-    const logos = page.locator('#logos')
-    for (const name of [
-      'Core Logo',
-      'Logomark',
-      'Icon',
-      'Amplified Logomark'
-    ]) {
-      await expect(logos.getByText(name, { exact: true })).toBeVisible()
-    }
-  })
-
-  test('the hero ctas open the gated guidelines and the logo bundle', async ({
-    page
-  }) => {
-    await expect(
-      page.getByRole('link', { name: 'View brand guidelines' })
-    ).toHaveAttribute('href', BRAND_GUIDELINES_PDF)
-    await expect(
-      page.getByRole('link', { name: 'Download logos' })
-    ).toHaveAttribute('href', BRAND_ASSETS_ZIP)
-  })
-})

apps/website/e2e/careers.spec.ts

@@ -8,7 +8,7 @@ test.describe('Careers page @smoke', () => {
   })
 
   test('has correct title', async ({ page }) => {
-    await expect(page).toHaveTitle('Careers - Comfy')
+    await expect(page).toHaveTitle('Careers — Comfy')
   })
 
   test('Roles section heading is visible', async ({ page }) => {
@@ -72,7 +72,7 @@ test.describe('Careers page role links', () => {
 test.describe('Careers page (zh-CN) @smoke', () => {
   test('renders localized heading and roles', async ({ page }) => {
     await page.goto('/zh-CN/careers')
-    await expect(page).toHaveTitle('招聘 - Comfy')
+    await expect(page).toHaveTitle('招聘 — Comfy')
     await expect(
       page.getByRole('heading', { name: '职位', level: 2 })
     ).toBeVisible()

apps/website/e2e/cloud-nodes.spec.ts

@@ -9,7 +9,7 @@ test.describe('Cloud nodes page @smoke', () => {
 
   test('has correct title', async ({ page }) => {
     await expect(page).toHaveTitle(
-      'Custom-node packs on Comfy Cloud - supported by default'
+      'Custom-node packs on Comfy Cloud — supported by default'
     )
   })
 

apps/website/e2e/cloud.spec.ts

@@ -8,7 +8,7 @@ test.describe('Cloud page @smoke', () => {
   })
 
   test('has correct title', async ({ page }) => {
-    await expect(page).toHaveTitle('Comfy Cloud - AI in the Cloud')
+    await expect(page).toHaveTitle('Comfy Cloud — AI in the Cloud')
   })
 
   test('HeroSection heading and subtitle are visible', async ({ page }) => {
@@ -40,7 +40,7 @@ test.describe('Cloud page @smoke', () => {
     }
   })
 
-  test('AIModelsSection heading and 6 model cards are visible', async ({
+  test('AIModelsSection heading and 5 model cards are visible', async ({
     page
   }) => {
     const heading = page.getByRole('heading', { name: /leading AI models/i })
@@ -49,7 +49,7 @@ test.describe('Cloud page @smoke', () => {
     const section = heading.locator('xpath=ancestor::section')
     const grid = section.locator('.grid')
     const modelCards = grid.locator('a[href="https://comfy.org/workflows"]')
-    await expect(modelCards).toHaveCount(6)
+    await expect(modelCards).toHaveCount(5)
   })
 
   test('AIModelsSection CTA links to workflows', async ({ page }) => {

apps/website/e2e/customers-detail.spec.ts

@@ -70,4 +70,39 @@ test.describe('Customer story detail @smoke', () => {
       '/customers/series-entertainment'
     )
   })
+
+  test('renders a Creative Campus story with its education blocks', async ({
+    page
+  }) => {
+    await page.goto('/customers/xindi-zhang')
+
+    await expect(
+      page.getByRole('heading', {
+        level: 1,
+        name: /The tool that expands my art/i
+      })
+    ).toBeVisible()
+
+    const nav = page.getByRole('navigation', { name: 'Category filter' })
+    await expect(nav.getByRole('button', { name: 'INTRO' })).toBeVisible()
+    await expect(nav.getByRole('button', { name: 'AT A GLANCE' })).toBeVisible()
+
+    // At a glance block (AtAGlance component) with its spec rows.
+    await expect(
+      page.getByRole('heading', { name: 'At a glance' })
+    ).toBeVisible()
+    await expect(page.getByText('Program', { exact: true })).toBeVisible()
+
+    // Workflow download button (Download component).
+    await expect(
+      page.getByRole('link', {
+        name: /Download Xindi's style transfer workflow/i
+      })
+    ).toBeVisible()
+
+    // Shared education call to action (EducationCta component).
+    await expect(
+      page.getByRole('link', { name: /Explore the Education Program/i })
+    ).toBeVisible()
+  })
 })

apps/website/e2e/download.spec.ts

@@ -16,7 +16,7 @@ test.describe('Download page @smoke', () => {
 
   test('has correct title', async ({ page }) => {
     await expect(page).toHaveTitle(
-      'Download Comfy Desktop - Run AI on Your Hardware'
+      'Download Comfy Desktop — Run AI on Your Hardware'
     )
   })
 

apps/website/e2e/homepage.spec.ts

@@ -17,7 +17,7 @@ test.describe('Homepage @smoke', () => {
   })
 
   test('has correct title', async ({ page }) => {
-    await expect(page).toHaveTitle('Comfy - Professional Control of Visual AI')
+    await expect(page).toHaveTitle('Comfy — Professional Control of Visual AI')
   })
 
   test('HeroSection heading is visible', async ({ page }) => {

apps/website/e2e/learning.spec.ts

@@ -1,158 +0,0 @@
-import { expect } from '@playwright/test'
-
-import { learningTutorials } from '../src/data/learningTutorials'
-import { t } from '../src/i18n/translations'
-import { test } from './fixtures/blockExternalMedia'
-
-const tutorialButtonName = (title: string, locale: 'en' | 'zh-CN') =>
-  `${t('learning.tutorials.titlePrefix', locale)} ${title}`
-
-test.describe('Learning page @smoke', () => {
-  test.beforeEach(async ({ page }) => {
-    await page.goto('/learning')
-  })
-
-  test('has correct title', async ({ page }) => {
-    await expect(page).toHaveTitle('Learning - Comfy')
-  })
-
-  test('hero headline references ComfyUI', async ({ page }) => {
-    const heading = page.getByRole('heading', { level: 1 })
-    await expect(heading).toBeVisible()
-    await expect(heading).toContainText(t('learning.heroTitle.before', 'en'))
-    await expect(heading).toContainText('ComfyUI')
-    await expect(heading).toContainText(t('learning.heroTitle.line2', 'en'))
-  })
-
-  test('featured workflow section shows title and author', async ({ page }) => {
-    await expect(
-      page.getByRole('heading', {
-        name: t('learning.featured.title', 'en'),
-        level: 2
-      })
-    ).toBeVisible()
-    await expect(
-      page.getByText(t('learning.featured.author', 'en'))
-    ).toBeVisible()
-  })
-
-  test('renders every tutorial from the data source', async ({ page }) => {
-    await expect(
-      page.getByRole('heading', {
-        name: t('learning.tutorials.heading', 'en'),
-        level: 2
-      })
-    ).toBeVisible()
-
-    for (const tutorial of learningTutorials) {
-      await expect(
-        page.getByRole('button', {
-          name: tutorialButtonName(tutorial.title.en, 'en')
-        })
-      ).toBeVisible()
-    }
-  })
-
-  test('tutorials with a workflow link expose an external Try Workflow link', async ({
-    page
-  }) => {
-    const linkedTutorials = learningTutorials.filter(
-      (tutorial) => tutorial.href
-    )
-    const workflowLinks = page.getByRole('link', {
-      name: t('cta.tryWorkflow', 'en')
-    })
-    const hrefs = await workflowLinks.evaluateAll((links) =>
-      links.map((link) => link.getAttribute('href'))
-    )
-    for (const tutorial of linkedTutorials) {
-      expect(hrefs).toContain(tutorial.href)
-    }
-  })
-
-  test('call to action links to contact sales', async ({ page }) => {
-    await expect(
-      page.getByRole('heading', {
-        name: t('learning.cta.heading', 'en'),
-        level: 2
-      })
-    ).toBeVisible()
-    await expect(
-      page.getByRole('link', { name: t('learning.cta.contactSales', 'en') })
-    ).toHaveAttribute('href', '/contact')
-  })
-})
-
-test.describe('Learning tutorial dialog', () => {
-  test('opens a tutorial video and dismisses via the close button', async ({
-    page
-  }) => {
-    const [firstTutorial] = learningTutorials
-    await page.goto('/learning')
-
-    const openButton = page.getByRole('button', {
-      name: tutorialButtonName(firstTutorial.title.en, 'en')
-    })
-    await openButton.scrollIntoViewIfNeeded()
-
-    const dialog = page.getByRole('dialog', { name: firstTutorial.title.en })
-    // TutorialsSection is hydrated via `client:visible`; retry the click until
-    // Vue responds by opening the dialog.
-    await expect(async () => {
-      await openButton.click()
-      await expect(dialog).toBeVisible({ timeout: 1_000 })
-    }).toPass({ timeout: 10_000 })
-
-    await expect(
-      dialog.getByRole('heading', { level: 2, name: firstTutorial.title.en })
-    ).toBeVisible()
-
-    await dialog
-      .getByRole('button', { name: t('gallery.detail.close', 'en') })
-      .click()
-    await expect(dialog).toBeHidden()
-  })
-
-  test('dismisses the dialog with the Escape key', async ({ page }) => {
-    const [firstTutorial] = learningTutorials
-    await page.goto('/learning')
-
-    const openButton = page.getByRole('button', {
-      name: tutorialButtonName(firstTutorial.title.en, 'en')
-    })
-    await openButton.scrollIntoViewIfNeeded()
-
-    const dialog = page.getByRole('dialog', { name: firstTutorial.title.en })
-    await expect(async () => {
-      await openButton.click()
-      await expect(dialog).toBeVisible({ timeout: 1_000 })
-    }).toPass({ timeout: 10_000 })
-
-    await page.keyboard.press('Escape')
-    await expect(dialog).toBeHidden()
-  })
-})
-
-test.describe('Learning page (zh-CN) @smoke', () => {
-  test('renders localized title, headings, and tutorials', async ({ page }) => {
-    await page.goto('/zh-CN/learning')
-
-    await expect(page).toHaveTitle('学习 - Comfy')
-    await expect(page.getByRole('heading', { level: 1 })).toContainText(
-      /[一-鿿]/
-    )
-    await expect(
-      page.getByRole('heading', {
-        name: t('learning.tutorials.heading', 'zh-CN'),
-        level: 2
-      })
-    ).toBeVisible()
-
-    const [firstTutorial] = learningTutorials
-    await expect(
-      page.getByRole('button', {
-        name: tutorialButtonName(firstTutorial.title['zh-CN'], 'zh-CN')
-      })
-    ).toBeVisible()
-  })
-})

apps/website/e2e/mcp.spec.ts

@@ -1,112 +0,0 @@
-import { expect } from '@playwright/test'
-
-import { test } from './fixtures/blockExternalMedia'
-
-const MCP_ENDPOINT = 'https://cloud.comfy.org/mcp'
-
-test.describe('MCP page @smoke', () => {
-  test.beforeEach(async ({ page }) => {
-    await page.goto('/mcp')
-  })
-
-  test('hero and how-it-works INSTALL MCP CTAs anchor to setup', async ({
-    page
-  }) => {
-    const installLinks = page.getByRole('link', { name: 'INSTALL MCP' })
-    await expect(installLinks).toHaveCount(2)
-    for (const link of await installLinks.all()) {
-      await expect(link).toHaveAttribute('href', '#setup')
-    }
-  })
-
-  test('setup section shows both install options', async ({ page }) => {
-    const setup = page.locator('#setup')
-    await setup.scrollIntoViewIfNeeded()
-    await expect(
-      setup.getByRole('heading', {
-        name: 'Ask your agent to install Comfy MCP'
-      })
-    ).toBeVisible()
-    await expect(
-      setup.getByRole('heading', { name: 'Install manually' })
-    ).toBeVisible()
-    await expect(setup.getByText(MCP_ENDPOINT, { exact: true })).toBeVisible()
-  })
-
-  test('client tabs swap install instructions', async ({ page }) => {
-    const setup = page.locator('#setup')
-    await setup.scrollIntoViewIfNeeded()
-    const activePanel = setup.locator('[role="tabpanel"][data-state="active"]')
-
-    // Claude Code is the default tab and carries the CLI command
-    await expect(
-      setup.getByRole('tab', { name: 'Claude Code' })
-    ).toHaveAttribute('data-state', 'active')
-    await expect(activePanel).toContainText(
-      `claude mcp add --transport http comfy-cloud ${MCP_ENDPOINT}`
-    )
-
-    await setup.getByRole('tab', { name: 'Claude Desktop' }).click()
-    await expect(activePanel).toContainText('Add custom connector')
-
-    await setup.getByRole('tab', { name: 'Cursor' }).click()
-    await expect(activePanel).toContainText('X-API-Key')
-    await expect(
-      activePanel.getByRole('link', { name: 'platform.comfy.org' })
-    ).toHaveAttribute('href', 'https://platform.comfy.org/profile/api-keys')
-
-    await setup.getByRole('tab', { name: 'Codex' }).click()
-    await expect(activePanel).toContainText(
-      `codex mcp add comfy-cloud --url ${MCP_ENDPOINT}`
-    )
-  })
-
-  test('skills plugin link lives in the agent option card', async ({
-    page
-  }) => {
-    const setup = page.locator('#setup')
-    await setup.scrollIntoViewIfNeeded()
-    await expect(
-      setup.getByRole('link', { name: 'View on GitHub' })
-    ).toHaveAttribute('href', 'https://github.com/Comfy-Org/comfy-skills')
-  })
-
-  test('capabilities section shows all six tool cards', async ({ page }) => {
-    for (const title of [
-      'Generate anything',
-      'Search the ecosystem',
-      'Run real workflows',
-      'Direct any model',
-      'Generate in batches',
-      'Ship it as an app'
-    ]) {
-      await expect(
-        page.getByRole('heading', { name: title, exact: true })
-      ).toBeVisible()
-    }
-  })
-
-  test('FAQ lists nine questions and autolinks the server URL', async ({
-    page
-  }) => {
-    const triggers = page.locator('[id^="faq-trigger-"]')
-    await triggers.first().scrollIntoViewIfNeeded()
-    await expect(triggers).toHaveCount(9)
-
-    await page.getByRole('button', { name: "What's the server URL?" }).click()
-    await expect(
-      page.getByRole('link', { name: MCP_ENDPOINT, exact: true })
-    ).toHaveAttribute('href', MCP_ENDPOINT)
-  })
-})
-
-test.describe('MCP page zh-CN @smoke', () => {
-  test('setup section renders localized options', async ({ page }) => {
-    await page.goto('/zh-CN/mcp')
-    const setup = page.locator('#setup')
-    await setup.scrollIntoViewIfNeeded()
-    await expect(setup.getByText('方式一')).toBeVisible()
-    await expect(setup.getByRole('heading', { name: '手动安装' })).toBeVisible()
-    await expect(setup.getByText(MCP_ENDPOINT, { exact: true })).toBeVisible()
-  })
-})

apps/website/e2e/navigation.spec.ts

@@ -31,26 +31,6 @@ test.describe('Desktop navigation @smoke', () => {
     }
   })
 
-  test('NEW badge shows on Products and Community only', async ({ page }) => {
-    const nav = page.getByRole('navigation', { name: 'Main navigation' })
-    const desktopLinks = nav.getByTestId('desktop-nav-links')
-
-    for (const label of ['Products', 'Community']) {
-      await expect(
-        desktopLinks
-          .getByRole('button', { name: label })
-          .getByText('NEW', { exact: true })
-      ).toBeVisible()
-    }
-
-    await expect(
-      desktopLinks.getByRole('button', { name: 'Company' }).getByText('NEW')
-    ).toHaveCount(0)
-    await expect(
-      desktopLinks.getByRole('link', { name: 'Pricing' }).getByText('NEW')
-    ).toHaveCount(0)
-  })
-
   test('CTA buttons are visible', async ({ page }) => {
     const nav = page.getByRole('navigation', { name: 'Main navigation' })
     const desktopCTA = nav.getByTestId('desktop-nav-cta')
@@ -137,27 +117,6 @@ test.describe('Mobile menu @mobile', () => {
     }
   })
 
-  test('NEW badge shows on Products and Community only', async ({ page }) => {
-    await page.getByRole('button', { name: 'Toggle menu' }).click()
-
-    const menu = page.getByRole('dialog')
-
-    for (const label of ['Products', 'Community']) {
-      await expect(
-        menu.getByRole('button', { name: label }).getByText('NEW', {
-          exact: true
-        })
-      ).toBeVisible()
-    }
-
-    await expect(
-      menu.getByRole('button', { name: 'Company' }).getByText('NEW')
-    ).toHaveCount(0)
-    await expect(
-      menu.getByRole('link', { name: 'Pricing' }).getByText('NEW')
-    ).toHaveCount(0)
-  })
-
   test('clicking section with subitems drills down and back works', async ({
     page
   }) => {

apps/website/e2e/payment.spec.ts

@@ -22,7 +22,7 @@ test.describe('Payment success page @smoke', () => {
   })
 
   test('has correct title and is noindex', async ({ page }) => {
-    await expect(page).toHaveTitle('Payment Successful - Comfy')
+    await expect(page).toHaveTitle('Payment Successful — Comfy')
     await expectNoIndex(page)
   })
 
@@ -54,7 +54,7 @@ test.describe('Payment failed page @smoke', () => {
   })
 
   test('has correct title and is noindex', async ({ page }) => {
-    await expect(page).toHaveTitle('Payment Failed - Comfy')
+    await expect(page).toHaveTitle('Payment Failed — Comfy')
     await expectNoIndex(page)
   })
 
@@ -84,7 +84,7 @@ test.describe('Payment failed page @smoke', () => {
 test.describe('Payment pages zh-CN @smoke', () => {
   test('zh-CN success page renders and links correctly', async ({ page }) => {
     await page.goto('/zh-CN/payment/success')
-    await expect(page).toHaveTitle('支付成功 - Comfy')
+    await expect(page).toHaveTitle('支付成功 — Comfy')
     await expectNoIndex(page)
     await expect(
       page.getByRole('heading', { name: '支付成功', level: 1 })
@@ -99,7 +99,7 @@ test.describe('Payment pages zh-CN @smoke', () => {
 
   test('zh-CN failed page renders and links correctly', async ({ page }) => {
     await page.goto('/zh-CN/payment/failed')
-    await expect(page).toHaveTitle('支付失败 - Comfy')
+    await expect(page).toHaveTitle('支付失败 — Comfy')
     await expectNoIndex(page)
     await expect(
       page.getByRole('heading', { name: '无法完成支付', level: 1 })

apps/website/package.json

@@ -17,8 +17,7 @@
     "test:visual:update": "playwright test --project visual --update-snapshots",
     "ashby:refresh-snapshot": "tsx ./scripts/refresh-ashby-snapshot.ts",
     "cloud-nodes:refresh-snapshot": "tsx ./scripts/refresh-cloud-nodes-snapshot.ts",
-    "generate:models": "tsx ./scripts/generate-models.ts",
-    "validate:jsonld": "tsx ./scripts/validate-jsonld.ts"
+    "generate:models": "tsx ./scripts/generate-models.ts"
   },
   "dependencies": {
     "@astrojs/sitemap": "catalog:",

apps/website/public/icons/ai-models/openai.svg

@@ -1,10 +0,0 @@
-<svg width="512" height="512" viewBox="0 0 512 512" fill="none" xmlns="http://www.w3.org/2000/svg">
-<g clip-path="url(#clip0_1483_15836)">
-<path fill-rule="evenodd" clip-rule="evenodd" d="M196.373 184.704V136.491C196.373 132.437 197.909 129.387 201.451 127.36L298.368 71.552C311.573 63.936 327.296 60.3947 343.531 60.3947C404.416 60.3947 442.987 107.584 442.987 157.803C442.987 161.365 442.987 165.419 442.475 169.472L341.995 110.613C339.266 108.876 336.099 107.954 332.864 107.954C329.629 107.954 326.462 108.876 323.733 110.613L196.373 184.704ZM422.699 372.437V257.28C422.699 250.176 419.648 245.12 413.547 241.557L286.187 167.467L327.787 143.616C329.294 142.624 331.059 142.095 332.864 142.095C334.669 142.095 336.434 142.624 337.941 143.616L434.859 199.445C462.784 215.659 481.557 250.176 481.557 283.669C481.557 322.24 458.731 357.76 422.677 372.48L422.699 372.437ZM166.443 270.997L124.843 246.635C121.28 244.608 119.744 241.557 119.744 237.504V125.845C119.744 71.552 161.344 30.4427 217.685 30.4427C239.019 30.4427 258.795 37.5467 275.541 50.24L175.573 108.096C169.493 111.637 166.443 116.715 166.443 123.819V270.976V270.997ZM256 322.731L196.373 289.237V218.197L256 184.704L315.627 218.197V289.237L256 322.731ZM294.315 476.971C272.981 476.971 253.205 469.888 236.459 457.195L336.427 399.339C342.507 395.797 345.557 390.72 345.557 383.616V236.459L387.669 260.821C391.232 262.848 392.747 265.899 392.747 269.952V381.589C392.747 435.883 350.635 476.971 294.315 476.971ZM174.059 363.84L77.12 308.011C49.216 291.776 30.4427 257.28 30.4427 223.787C30.3769 204.756 35.9917 186.138 46.5684 170.317C57.1451 154.495 72.2025 142.19 89.8133 134.976V250.667C89.8133 257.771 92.864 262.848 98.944 266.411L225.813 339.989L184.213 363.84C182.707 364.835 180.941 365.365 179.136 365.365C177.331 365.365 175.565 364.835 174.059 363.84ZM168.469 447.04C111.125 447.04 69.0133 403.925 69.0133 350.635C69.0133 346.581 69.5253 342.528 70.016 338.475L169.984 396.288C176.085 399.851 182.165 399.851 188.245 396.288L315.605 322.731V370.944C315.605 374.997 314.112 378.048 310.549 380.075L213.632 435.883C200.427 443.499 184.704 447.04 168.469 447.04ZM294.315 507.413C323.553 507.416 351.895 497.319 374.547 478.831C397.198 460.343 412.768 434.598 418.624 405.952C475.456 391.232 512 337.92 512 283.648C512 248.128 496.789 213.632 469.376 188.757C471.915 178.091 473.429 167.445 473.429 156.8C473.429 84.2453 414.571 29.9307 346.581 29.9307C332.885 29.9307 319.701 31.9573 306.475 36.544C282.795 13.2354 250.933 0.118797 217.707 1.37049e-07C188.465 -0.00135846 160.121 10.0985 137.469 28.5908C114.817 47.0831 99.2486 72.8325 93.3973 101.483C36.544 116.203 0 169.493 0 223.787C0 259.328 15.2107 293.824 42.624 318.677C40.0853 329.344 38.5707 340.011 38.5707 350.656C38.5707 423.211 97.4293 477.504 165.419 477.504C179.115 477.504 192.299 475.477 205.525 470.912C229.208 494.23 261.08 507.347 294.315 507.456V507.413Z" fill="white"/>
-</g>
-<defs>
-<clipPath id="clip0_1483_15836">
-<rect width="512" height="512" fill="white"/>
-</clipPath>
-</defs>
-</svg>

apps/website/public/icons/comfyicon.svg

@@ -1,4 +0,0 @@
-<svg width="275" height="275" viewBox="0 0 275 275" fill="none" xmlns="http://www.w3.org/2000/svg">
-<rect width="274.66" height="274.66" rx="63.5555" fill="#211927"/>
-<path d="M177.456 174.409C177.713 173.538 177.854 172.621 177.854 171.656C177.854 166.313 173.546 161.983 168.232 161.983H125.108C122.791 162.006 120.894 160.124 120.894 157.794C120.894 157.37 120.965 156.97 121.058 156.594L132.67 115.926C133.162 114.137 134.801 112.819 136.72 112.819L180.008 112.772C189.138 112.772 196.84 106.582 199.158 98.1335L205.666 75.4696C205.877 74.6695 205.994 73.7987 205.994 72.9279C205.994 67.6091 201.71 63.3022 196.419 63.3022H144.048C134.965 63.3022 127.286 69.4448 124.921 77.7996L120.52 93.2618C120.005 95.0269 118.389 96.3213 116.47 96.3213H103.898C94.8846 96.3213 87.276 102.346 84.8412 110.607L69.0152 166.172C68.7811 166.996 68.6641 167.89 68.6641 168.784C68.6641 174.127 72.9717 178.457 78.2861 178.457H90.6472C92.9649 178.457 94.8612 180.34 94.8612 182.693C94.8612 183.093 94.8144 183.494 94.6973 183.87L90.3194 199.191C90.1087 200.015 89.9683 200.862 89.9683 201.733C89.9683 207.052 94.2525 211.359 99.5434 211.359L151.938 211.312C161.045 211.312 168.724 205.145 171.065 196.744L177.432 174.433L177.456 174.409Z" fill="#F2FF59"/>
-</svg>

apps/website/scripts/validate-jsonld.ts

@@ -1,129 +0,0 @@
-import { readFileSync, readdirSync } from 'node:fs'
-import { join } from 'node:path'
-
-import { collectGraphIds } from '../src/utils/jsonLd'
-
-const DIST_DIR = join(process.cwd(), 'dist')
-const JSON_LD_BLOCK =
-  /<script[^>]*type=["']application\/ld\+json["'][^>]*>([\s\S]*?)<\/script>/gi
-
-interface Violation {
-  file: string
-  message: string
-}
-
-function htmlFiles(dir: string): string[] {
-  return readdirSync(dir, { recursive: true })
-    .map(String)
-    .filter((entry) => entry.endsWith('.html'))
-    .map((entry) => join(dir, entry))
-}
-
-function typesOf(node: Record<string, unknown>): string[] {
-  const type = node['@type']
-  if (typeof type === 'string') return [type]
-  if (Array.isArray(type)) {
-    return type.filter((t): t is string => typeof t === 'string')
-  }
-  return []
-}
-
-function hasValidPrice(node: Record<string, unknown>): boolean {
-  const price = node.price
-  const priceStr = price == null ? '' : String(price).trim()
-  return priceStr !== '' && !Number.isNaN(Number(priceStr))
-}
-
-function checkHonesty(
-  value: unknown,
-  file: string,
-  violations: Violation[]
-): void {
-  const walk = (node: unknown): void => {
-    if (Array.isArray(node)) {
-      node.forEach(walk)
-      return
-    }
-    if (!node || typeof node !== 'object') return
-    const record = node as Record<string, unknown>
-    const types = typesOf(record)
-    if (types.includes('Review') || types.includes('AggregateRating')) {
-      violations.push({
-        file,
-        message: `dishonest node type ${types.join('/')}`
-      })
-    }
-    if ('aggregateRating' in record || 'review' in record) {
-      violations.push({
-        file,
-        message: 'node carries a review/aggregateRating'
-      })
-    }
-    if (
-      types.includes('Offer') &&
-      (!hasValidPrice(record) || !record.priceCurrency)
-    ) {
-      violations.push({
-        file,
-        message: 'Offer missing priceCurrency or a concrete price'
-      })
-    }
-    Object.values(record).forEach(walk)
-  }
-  walk(value)
-}
-
-function validateFile(file: string): Violation[] {
-  const html = readFileSync(file, 'utf8')
-  const violations: Violation[] = []
-  const definedIds = new Set<string>()
-  const referencedIds: string[] = []
-
-  for (const match of html.matchAll(JSON_LD_BLOCK)) {
-    let parsed: unknown
-    try {
-      parsed = JSON.parse(match[1])
-    } catch (error) {
-      violations.push({ file, message: `invalid JSON-LD: ${String(error)}` })
-      continue
-    }
-    checkHonesty(parsed, file, violations)
-    const { defined, references } = collectGraphIds(parsed)
-    defined.forEach((id) => definedIds.add(id))
-    referencedIds.push(...references)
-  }
-
-  for (const id of referencedIds) {
-    if (!definedIds.has(id)) {
-      violations.push({ file, message: `unresolved @id reference: ${id}` })
-    }
-  }
-
-  return violations
-}
-
-function main(): void {
-  const files = htmlFiles(DIST_DIR)
-
-  if (files.length === 0) {
-    console.error(
-      `JSON-LD validation found no HTML in ${DIST_DIR} — build first.`
-    )
-    process.exit(1)
-  }
-
-  const violations = files.flatMap(validateFile)
-  if (violations.length > 0) {
-    console.error(`JSON-LD validation failed (${violations.length} issue(s)):`)
-    for (const { file, message } of violations) {
-      console.error(`  ${file.replace(DIST_DIR, 'dist')}: ${message}`)
-    }
-    process.exit(1)
-  }
-
-  process.stdout.write(
-    `JSON-LD validation passed across ${files.length} page(s).\n`
-  )
-}
-
-main()

apps/website/src/components/blocks/FAQSplit01.vue

@@ -1,6 +1,6 @@
 <script setup lang="ts">
 import { cn } from '@comfyorg/tailwind-utils'
-import { computed, reactive, watch } from 'vue'
+import { reactive, watch } from 'vue'
 
 type Faq = { id: string; question: string; answer: string }
 
@@ -9,31 +9,6 @@ const { faqs } = defineProps<{
   faqs: readonly Faq[]
 }>()
 
-type AnswerPart = { type: 'text' | 'link'; value: string }
-
-function parseAnswer(answer: string): AnswerPart[] {
-  const urlPattern = /https?:\/\/[\w\-./?=&#%~:@+,;]+/g
-  const parts: AnswerPart[] = []
-  let lastIndex = 0
-  for (const match of answer.matchAll(urlPattern)) {
-    const start = match.index ?? 0
-    const url = match[0].replace(/[.,;:]+$/, '')
-    if (start > lastIndex) {
-      parts.push({ type: 'text', value: answer.slice(lastIndex, start) })
-    }
-    parts.push({ type: 'link', value: url })
-    lastIndex = start + url.length
-  }
-  if (lastIndex < answer.length) {
-    parts.push({ type: 'text', value: answer.slice(lastIndex) })
-  }
-  return parts
-}
-
-const parsedFaqs = computed(() =>
-  faqs.map((faq) => ({ ...faq, answerParts: parseAnswer(faq.answer) }))
-)
-
 const expanded = reactive<boolean[]>(faqs.map(() => false))
 
 watch(
@@ -65,7 +40,7 @@ function toggle(index: number) {
       <!-- Right FAQ list -->
       <div class="flex-1">
         <div
-          v-for="(faq, index) in parsedFaqs"
+          v-for="(faq, index) in faqs"
           :key="faq.id"
           class="border-b border-primary-comfy-canvas/20"
         >
@@ -108,23 +83,8 @@ function toggle(index: number) {
             :aria-labelledby="`faq-trigger-${faq.id}`"
             class="pb-6"
           >
-            <p
-              class="text-sm wrap-break-word whitespace-pre-line text-primary-comfy-canvas/70"
-            >
-              <template
-                v-for="(part, partIndex) in faq.answerParts"
-                :key="partIndex"
-              >
-                <a
-                  v-if="part.type === 'link'"
-                  :href="part.value"
-                  target="_blank"
-                  rel="noopener noreferrer"
-                  class="text-primary-comfy-yellow focus-visible:ring-primary-comfy-yellow/50 rounded-sm underline underline-offset-2 transition-opacity hover:opacity-70 focus-visible:ring-2 focus-visible:outline-none"
-                  >{{ part.value }}</a
-                >
-                <template v-else>{{ part.value }}</template>
-              </template>
+            <p class="text-sm whitespace-pre-line text-primary-comfy-canvas/70">
+              {{ faq.answer }}
             </p>
           </section>
         </div>

apps/website/src/components/blocks/FeatureGrid01.vue

@@ -0,0 +1,120 @@
+<script setup lang="ts">
+import { cn } from '@comfyorg/tailwind-utils'
+
+import type { Component } from 'vue'
+
+import Button from '@/components/ui/button/Button.vue'
+import CopyableField from '@/components/ui/copyable-field/CopyableField.vue'
+
+import SectionHeader from '../common/SectionHeader.vue'
+
+type CardAction =
+  | {
+      type: 'link'
+      label: string
+      href: string
+      target?: '_blank'
+      icon?: Component
+      variant?: 'default' | 'outline'
+    }
+  | { type: 'code'; value: string }
+
+export interface FeatureCard {
+  id: string
+  label?: string
+  title: string
+  description: string
+  action?: CardAction
+}
+
+type ColumnCount = 2 | 3 | 4
+
+const {
+  cards,
+  columns = 3,
+  copiedLabel,
+  copyLabel,
+  eyebrow,
+  heading,
+  subtitle
+} = defineProps<{
+  cards: readonly FeatureCard[]
+  columns?: ColumnCount
+  copiedLabel?: string
+  copyLabel?: string
+  eyebrow?: string
+  heading: string
+  subtitle?: string
+}>()
+
+const columnClass: Record<ColumnCount, string> = {
+  2: 'lg:grid-cols-2',
+  3: 'lg:grid-cols-3',
+  4: 'lg:grid-cols-4'
+}
+</script>
+
+<template>
+  <section class="max-w-9xl mx-auto px-6 py-16 lg:py-24">
+    <SectionHeader :label="eyebrow" align="start">
+      {{ heading }}
+      <template v-if="subtitle" #subtitle>
+        <p class="mt-4 max-w-xl text-sm text-smoke-700 lg:text-base">
+          {{ subtitle }}
+        </p>
+      </template>
+    </SectionHeader>
+
+    <div :class="cn('mt-16 grid grid-cols-1 gap-6', columnClass[columns])">
+      <div
+        v-for="card in cards"
+        :key="card.id"
+        class="bg-transparency-white-t4 flex flex-col rounded-3xl p-6 lg:p-8"
+      >
+        <p
+          v-if="card.label"
+          class="text-primary-comfy-yellow text-xs font-bold tracking-widest uppercase"
+        >
+          {{ card.label }}
+        </p>
+        <h3
+          :class="
+            cn(
+              'text-xl font-light text-primary-comfy-canvas lg:text-2xl',
+              card.label && 'mt-3'
+            )
+          "
+        >
+          {{ card.title }}
+        </h3>
+        <p class="mt-3 text-sm text-smoke-700">
+          {{ card.description }}
+        </p>
+
+        <div v-if="card.action" class="mt-6">
+          <Button
+            v-if="card.action.type === 'link'"
+            as="a"
+            :href="card.action.href"
+            :target="card.action.target"
+            :rel="
+              card.action.target === '_blank'
+                ? 'noopener noreferrer'
+                : undefined
+            "
+            :variant="card.action.variant ?? 'outline'"
+            :append-icon="card.action.icon"
+          >
+            {{ card.action.label }}
+          </Button>
+          <CopyableField
+            v-else
+            :value="card.action.value"
+            :copy-label="copyLabel"
+            :copied-label="copiedLabel"
+          />
+        </div>
+      </div>
+    </div>
+  </section>
+</template>

apps/website/src/components/blocks/FeatureRows01.vue

@@ -8,7 +8,7 @@ import VideoPlayer from '../common/VideoPlayer.vue'
 import type { VideoTrack } from '../common/VideoPlayer.vue'
 
 type RowMedia =
-  | { type: 'image'; src: string; alt?: string; fit?: 'cover' | 'contain' }
+  | { type: 'image'; src: string; alt?: string }
   | {
       type: 'video'
       src: string
@@ -20,7 +20,6 @@ type RowMedia =
       loop?: boolean
       minimal?: boolean
       hideControls?: boolean
-      fit?: 'cover' | 'contain'
     }
 
 export interface FeatureRow {
@@ -59,7 +58,7 @@ const {
         <div
           :class="
             cn(
-              'order-2 flex flex-col justify-center gap-4 p-6 lg:flex-1 lg:p-12',
+              'order-2 flex flex-col justify-center gap-4 p-6 lg:w-1/2 lg:p-12',
               i % 2 === 0 ? 'lg:order-1' : 'lg:order-2'
             )
           "
@@ -73,11 +72,10 @@ const {
         </div>
 
         <!-- Media: image or video -->
-        <!-- 620/364 and w-155 (620px) match the card media asset dimensions -->
         <div
           :class="
             cn(
-              'relative order-1 aspect-620/364 w-full lg:w-155 lg:shrink-0',
+              'order-1 flex lg:w-1/2',
               i % 2 === 0 ? 'lg:order-2' : 'lg:order-1'
             )
           "
@@ -88,12 +86,7 @@ const {
             :alt="row.media.alt ?? row.title"
             loading="lazy"
             decoding="async"
-            :class="
-              cn(
-                'absolute inset-0 size-full rounded-4xl',
-                row.media.fit === 'contain' ? 'object-contain' : 'object-cover'
-              )
-            "
+            class="aspect-4/3 w-full rounded-4xl object-cover"
           />
           <VideoPlayer
             v-else
@@ -106,13 +99,7 @@ const {
             :loop="row.media.loop"
             :minimal="row.media.minimal"
             :hide-controls="row.media.hideControls"
-            :fit="row.media.fit"
-            :class="
-              cn(
-                'absolute inset-0 size-full',
-                row.media.fit === 'contain' && 'bg-transparent'
-              )
-            "
+            class="w-full"
           />
         </div>
       </GlassCard>

apps/website/src/components/blocks/HeroBackdrop01.stories.ts

@@ -1,41 +0,0 @@
-import type { Meta, StoryObj } from '@storybook/vue3-vite'
-
-import HeroBackdrop01 from './HeroBackdrop01.vue'
-
-const sampleImage =
-  'https://images.unsplash.com/photo-1451187580459-43490279c0fa?auto=format&fit=crop&w=1600&q=80'
-
-const meta: Meta<typeof HeroBackdrop01> = {
-  title: 'Website/Blocks/HeroBackdrop01',
-  component: HeroBackdrop01,
-  tags: ['autodocs'],
-  args: {
-    backdrop: { type: 'image', src: sampleImage, alt: 'Abstract gradient' },
-    title: 'Build anything\nwith ComfyUI',
-    subtitle:
-      'A powerful, modular visual interface for building and running AI workflows.'
-  }
-}
-
-export default meta
-type Story = StoryObj<typeof meta>
-
-export const Default: Story = {}
-
-export const WithBadge: Story = {
-  args: {
-    badgeText: 'New'
-  }
-}
-
-export const WithFootnote: Story = {
-  args: {
-    footnote: 'Available on Windows, macOS, and Linux.'
-  }
-}
-
-export const NoBackdrop: Story = {
-  args: {
-    backdrop: undefined
-  }
-}

apps/website/src/components/blocks/HeroBackdrop01.vue

@@ -1,193 +0,0 @@
-<script setup lang="ts">
-import { cn } from '@comfyorg/tailwind-utils'
-
-import { computed } from 'vue'
-import type { HTMLAttributes } from 'vue'
-
-import { prefersReducedMotion } from '../../composables/useReducedMotion'
-import ProductHeroBadge from '../common/ProductHeroBadge.vue'
-
-type Backdrop =
-  | { type: 'image'; src: string; alt?: string }
-  | { type: 'video'; src: string; poster?: string; alt?: string }
-
-const {
-  backdrop,
-  mobileBackdrop,
-  badgeText,
-  badgeLogoSrc,
-  badgeLogoAlt,
-  title,
-  subtitle,
-  footnote,
-  class: className
-} = defineProps<{
-  backdrop?: Backdrop
-  mobileBackdrop?: Backdrop
-  badgeText?: string
-  badgeLogoSrc?: string
-  badgeLogoAlt?: string
-  title: string
-  subtitle?: string
-  footnote?: string
-  class?: HTMLAttributes['class']
-}>()
-
-// Respect prefers-reduced-motion: don't autoplay the looping backdrop video
-// (WCAG 2.2.2). The paused video falls back to its poster/first frame.
-const reduceMotion = computed(() => prefersReducedMotion())
-
-// Removing the reactive `autoplay` attribute only suppresses the *initial*
-// play; it can't pause a video the browser has already started. That is
-// exactly the SSR case: the server renders `autoplay` (it can't read the
-// client's motion preference), the browser begins playback on parse, and the
-// post-hydration attribute removal is too late. Pause on mount so
-// reduced-motion users get the poster frame instead of a looping video.
-const pauseIfReduced = (el: unknown) => {
-  if (el instanceof HTMLVideoElement && reduceMotion.value) el.pause()
-}
-
-// On mobile the backdrop is an in-flow rounded card above the content; on
-// desktop it is the full-bleed background behind it. A single element serves
-// both roles via responsive classes — mobileBackdrop only swaps the source.
-const sharedBackdropClass =
-  'relative aspect-3/2 w-full rounded-3xl object-cover lg:absolute lg:inset-0 lg:aspect-auto lg:size-full lg:rounded-none'
-
-// When both breakpoints use images, serve them from a single responsive <img>
-// so the browser fetches only the source matching the viewport. Two
-// `hidden`/`lg:hidden`-toggled <img> layers would each download (display:none
-// does not stop the fetch), doubling the high-priority load on an
-// LCP-critical hero. Videos or a mixed image/video pair can't collapse this
-// way and fall back to breakpoint-toggled layers below.
-const responsiveImage = computed(() => {
-  if (backdrop?.type !== 'image') return null
-  if (mobileBackdrop && mobileBackdrop.type !== 'image') return null
-  const base = mobileBackdrop ?? backdrop
-  return {
-    src: base.src,
-    alt: backdrop.alt ?? mobileBackdrop?.alt ?? '',
-    // Larger-viewport source; omitted when one image serves both breakpoints.
-    desktopSrc: mobileBackdrop ? backdrop.src : undefined
-  }
-})
-
-// Fallback for videos and mixed image/video pairs: toggle assets by breakpoint.
-const backdropLayers = computed(() => {
-  if (!backdrop) return []
-  if (mobileBackdrop) {
-    return [
-      {
-        backdrop: mobileBackdrop,
-        class: 'relative aspect-3/2 w-full rounded-3xl object-cover lg:hidden'
-      },
-      {
-        backdrop,
-        class: 'absolute inset-0 hidden size-full object-cover lg:block'
-      }
-    ]
-  }
-  return [{ backdrop, class: sharedBackdropClass }]
-})
-
-const scrimShape = 'farthest-side at 50% 50%'
-const scrimStyle = {
-  background: `radial-gradient(${scrimShape}, color-mix(in srgb, var(--color-primary-warm-white) 80%, transparent) 0%, transparent 80%)`,
-  maskImage: `radial-gradient(${scrimShape}, #000 45%, transparent 90%)`,
-  WebkitMaskImage: `radial-gradient(${scrimShape}, #000 45%, transparent 90%)`
-}
-</script>
-
-<template>
-  <section
-    :class="cn('max-w-9xl mx-auto px-4 pt-4 lg:px-6 lg:pt-6', className)"
-  >
-    <div class="relative overflow-hidden rounded-3xl">
-      <slot name="backdrop">
-        <picture v-if="responsiveImage" class="contents">
-          <source
-            v-if="responsiveImage.desktopSrc"
-            :srcset="responsiveImage.desktopSrc"
-            media="(min-width: 1024px)"
-          />
-          <img
-            :src="responsiveImage.src"
-            :alt="responsiveImage.alt"
-            fetchpriority="high"
-            decoding="async"
-            :class="sharedBackdropClass"
-          />
-        </picture>
-
-        <template v-else>
-          <template v-for="(layer, i) in backdropLayers" :key="i">
-            <video
-              v-if="layer.backdrop.type === 'video'"
-              :ref="pauseIfReduced"
-              :src="layer.backdrop.src"
-              :poster="layer.backdrop.poster"
-              :aria-label="layer.backdrop.alt"
-              :aria-hidden="layer.backdrop.alt ? undefined : true"
-              :autoplay="!reduceMotion"
-              loop
-              muted
-              playsinline
-              preload="metadata"
-              :class="layer.class"
-            />
-            <img
-              v-else
-              :src="layer.backdrop.src"
-              :alt="layer.backdrop.alt ?? ''"
-              fetchpriority="high"
-              decoding="async"
-              :class="layer.class"
-            />
-          </template>
-        </template>
-      </slot>
-
-      <div
-        class="relative flex flex-col justify-center px-0 pt-6 pb-8 lg:min-h-176 lg:px-16 lg:py-24"
-      >
-        <div class="relative w-full max-w-xl">
-          <div
-            aria-hidden="true"
-            class="pointer-events-none absolute -inset-12 hidden backdrop-blur-md lg:-inset-16 lg:block"
-            :style="scrimStyle"
-          />
-
-          <div class="relative">
-            <ProductHeroBadge
-              v-if="badgeText"
-              :text="badgeText"
-              :logo-src="badgeLogoSrc"
-              :logo-alt="badgeLogoAlt"
-            />
-
-            <h1
-              class="mt-10 text-4xl/tight font-light tracking-tight whitespace-pre-line text-primary-comfy-canvas lg:text-6xl/tight lg:text-primary-comfy-ink"
-            >
-              {{ title }}
-            </h1>
-
-            <p
-              v-if="subtitle"
-              class="mt-8 max-w-md text-base text-primary-comfy-canvas lg:text-lg lg:text-primary-comfy-ink"
-            >
-              {{ subtitle }}
-            </p>
-
-            <p
-              v-if="footnote"
-              class="mt-10 text-sm text-primary-comfy-canvas lg:text-primary-comfy-ink"
-            >
-              {{ footnote }}
-            </p>
-
-            <slot />
-          </div>
-        </div>
-      </div>
-    </div>
-  </section>
-</template>

apps/website/src/components/booking-confirmation/ResourceList.vue

@@ -1,20 +0,0 @@
-<script setup lang="ts">
-const { resources } = defineProps<{
-  resources: { label: string; href: string; display: string }[]
-}>()
-</script>
-
-<template>
-  <ul class="flex flex-col gap-3 text-base font-light lg:text-lg">
-    <li v-for="resource in resources" :key="resource.href">
-      <span class="text-primary-comfy-canvas">{{ resource.label }}</span>
-      <span class="text-primary-warm-gray"> — </span>
-      <a
-        :href="resource.href"
-        class="text-primary-comfy-yellow underline underline-offset-4 hover:no-underline"
-      >
-        {{ resource.display }}
-      </a>
-    </li>
-  </ul>
-</template>

apps/website/src/components/common/CardArrow.vue

@@ -1,28 +0,0 @@
-<script setup lang="ts">
-import { cn } from '@comfyorg/tailwind-utils'
-import { ChevronRight } from '@lucide/vue'
-
-import type { HTMLAttributes } from 'vue'
-
-const { hover = 'self', class: className } = defineProps<{
-  hover?: 'self' | 'group'
-  class?: HTMLAttributes['class']
-}>()
-</script>
-
-<template>
-  <div
-    :class="
-      cn(
-        'flex size-10 items-center justify-center rounded-2xl bg-white/20 text-white backdrop-blur-sm transition-colors',
-        hover === 'group'
-          ? 'group-hover:bg-primary-comfy-yellow group-hover:text-primary-comfy-ink'
-          : 'hover:bg-primary-comfy-yellow hover:text-primary-comfy-ink',
-        className
-      )
-    "
-    aria-hidden="true"
-  >
-    <ChevronRight class="size-5" :stroke-width="2" />
-  </div>
-</template>

apps/website/src/components/common/HeaderMain/HeaderMain.vue

@@ -33,7 +33,7 @@ const ctaButtons = [
 
 <template>
   <nav
-    class="sticky top-0 z-50 flex items-center justify-between gap-4 bg-primary-comfy-ink px-6 py-5 lg:gap-4 lg:px-[clamp(0.25rem,4vw,5rem)] lg:py-8"
+    class="fixed inset-x-0 top-0 z-50 flex items-center justify-between gap-4 bg-primary-comfy-ink px-6 py-5 lg:gap-4 lg:px-[clamp(0.25rem,4vw,5rem)] lg:py-8"
     aria-label="Main navigation"
   >
     <a

apps/website/src/components/common/HeaderMain/HeaderMainDesktop.vue

@@ -16,7 +16,6 @@ import type { NavItem } from '../../../data/mainNavigation'
 import type { Locale } from '../../../i18n/translations'
 import NavColumn from './NavColumn.vue'
 import NavFeaturedCard from './NavFeaturedCard.vue'
-import NewBadge from './NewBadge.vue'
 
 const { locale = 'en' } = defineProps<{ locale?: Locale }>()
 const mainNavigation = getMainNavigation(locale)
@@ -43,10 +42,7 @@ function isNavItemActive(navItem: NavItem, path: string): boolean {
           <NavigationMenuTrigger
             :active="isNavItemActive(navItem, currentPath)"
           >
-            <span class="inline-flex items-center gap-1">
-              <span class="ppformula-text-center">{{ navItem.label }}</span>
-              <NewBadge v-if="navItem.badge" :locale="locale" size="xxs" />
-            </span>
+            {{ navItem.label }}
           </NavigationMenuTrigger>
           <NavigationMenuContent class="w-auto" data-testid="nav-dropdown">
             <ul class="flex w-max gap-16">

apps/website/src/components/common/HeaderMain/HeaderMainMobile.vue

@@ -8,7 +8,6 @@ import { lockScroll, unlockScroll } from '../../../composables/scrollLock'
 import type { Locale } from '../../../i18n/translations.ts'
 import { t } from '../../../i18n/translations.ts'
 import NavLinkContent from './NavLinkContent.vue'
-import NewBadge from './NewBadge.vue'
 import Sheet from '@/components/ui/sheet/Sheet.vue'
 import SheetContent from '@/components/ui/sheet/SheetContent.vue'
 import SheetDescription from '@/components/ui/sheet/SheetDescription.vue'
@@ -97,8 +96,7 @@ onUnmounted(() => {
                   :href="item.columns ? undefined : item.href"
                   @click="item.columns && (activeSection = item.label)"
                 >
-                  <span class="ppformula-text-center">{{ item.label }}</span>
-                  <NewBadge v-if="item.badge" :locale="locale" size="xxs" />
+                  {{ item.label }}
                   <template #append>
                     <ChevronRight class="size-7" />
                   </template>

apps/website/src/components/common/HeaderMain/NavLinkContent.vue

@@ -1,9 +1,10 @@
 <script setup lang="ts">
+import Badge from '@/components/ui/badge/Badge.vue'
 import { ArrowUpRight } from '@lucide/vue'
 
 import type { NavColumnItem } from '../../../data/mainNavigation'
 import type { Locale } from '../../../i18n/translations'
-import NewBadge from './NewBadge.vue'
+import { t } from '../../../i18n/translations'
 
 defineProps<{ item: NavColumnItem; locale: Locale }>()
 </script>
@@ -11,7 +12,9 @@ defineProps<{ item: NavColumnItem; locale: Locale }>()
 <template>
   <span class="flex items-center gap-2">
     <span class="ppformula-text-center">{{ item.label }}</span>
-    <NewBadge v-if="item.badge" :locale="locale" size="xs" />
+    <Badge v-if="item.badge" size="xs" variant="accent">
+      {{ t('nav.badgeNew', locale) }}
+    </Badge>
     <ArrowUpRight
       v-if="item.external"
       class="text-primary-comfy-yellow size-4"

apps/website/src/components/common/HeaderMain/NewBadge.vue

@@ -1,15 +0,0 @@
-<script setup lang="ts">
-import Badge from '@/components/ui/badge/Badge.vue'
-
-import type { BadgeVariants } from '@/components/ui/badge'
-import type { Locale } from '../../../i18n/translations'
-import { t } from '../../../i18n/translations'
-
-defineProps<{ locale: Locale; size?: BadgeVariants['size'] }>()
-</script>
-
-<template>
-  <Badge :size="size" variant="accent">
-    {{ t('nav.badgeNew', locale) }}
-  </Badge>
-</template>

apps/website/src/components/common/JsonLdGraph.astro

@@ -1,12 +0,0 @@
----
-import type { JsonLdGraph } from '../../utils/jsonLd'
-import { escapeJsonLd } from '../../utils/escapeJsonLd'
-
-interface Props {
-  graph: JsonLdGraph
-}
-
-const { graph } = Astro.props
----
-
-<script is:inline type="application/ld+json" set:html={escapeJsonLd(graph)} />

apps/website/src/components/common/ProductCard.vue

@@ -1,8 +1,6 @@
 <script setup lang="ts">
 import { cn } from '@comfyorg/tailwind-utils'
 
-import Button from '../ui/button/Button.vue'
-
 const { title, description, cta, href, bg } = defineProps<{
   title: string
   description: string
@@ -30,14 +28,11 @@ const { title, description, cta, href, bg } = defineProps<{
       <p class="text-sm text-white/70">
         {{ description }}
       </p>
-      <Button
-        as="span"
-        variant="default"
-        size="sm"
-        class="mt-4 h-auto whitespace-normal"
+      <span
+        class="bg-primary-comfy-yellow text-primary-comfy-ink mt-4 inline-block rounded-xl px-4 py-2 text-xs font-bold tracking-wide"
       >
         {{ cta }}
-      </Button>
+      </span>
     </div>
   </a>
 </template>

apps/website/src/components/common/SiteFooter.vue

@@ -38,8 +38,7 @@ const topColumns: { title: string; links: FooterLink[] }[] = [
       { label: t('nav.comfyCloud', locale), href: routes.cloud },
       { label: t('nav.comfyApi', locale), href: routes.api },
       { label: t('nav.comfyEnterprise', locale), href: routes.cloudEnterprise },
-      { label: t('nav.mcpServer', locale), href: routes.mcp },
-      { label: t('nav.supportedModels', locale), href: routes.models }
+      { label: t('nav.mcpServer', locale), href: routes.mcp }
     ]
   },
   {
@@ -85,9 +84,7 @@ const companyColumn: { title: string; links: FooterLink[] } = {
   links: [
     { label: t('footer.about', locale), href: routes.about },
     { label: t('nav.careers', locale), href: routes.careers },
-    { label: t('nav.brand', locale), href: routes.brand },
     { label: t('footer.termsOfService', locale), href: routes.termsOfService },
-    { label: t('footer.enterpriseMsa', locale), href: routes.enterpriseMsa },
     { label: t('footer.privacyPolicy', locale), href: routes.privacyPolicy }
   ]
 }
@@ -176,7 +173,10 @@ const contactColumn: { title: string; links: FooterLink[] } = {
       </div>
 
       <!-- Logo -->
-      <canvas ref="canvasRef" class="pointer-events-none size-52 lg:mt-28" />
+      <canvas
+        ref="canvasRef"
+        class="pointer-events-none size-52 opacity-80 lg:mt-28"
+      />
     </div>
   </footer>
 </template>

apps/website/src/components/common/VideoPlayer.vue

@@ -10,7 +10,6 @@ import {
   whenever
 } from '@vueuse/core'
 import { computed, shallowRef, useTemplateRef, watch } from 'vue'
-import type { HTMLAttributes } from 'vue'
 
 import { t } from '../../i18n/translations'
 import type { Locale } from '../../i18n/translations'
@@ -31,9 +30,7 @@ const {
   autoplay = false,
   loop = false,
   minimal = false,
-  hideControls = false,
-  fit = 'cover',
-  class: className
+  hideControls = false
 } = defineProps<{
   locale?: Locale
   src?: string
@@ -43,8 +40,6 @@ const {
   loop?: boolean
   minimal?: boolean
   hideControls?: boolean
-  fit?: 'cover' | 'contain'
-  class?: HTMLAttributes['class']
 }>()
 
 const playerEl = useTemplateRef<HTMLDivElement>('playerEl')
@@ -194,12 +189,7 @@ function toggleFullscreen() {
 <template>
   <div
     ref="playerEl"
-    :class="
-      cn(
-        'relative aspect-video overflow-hidden rounded-4xl border border-white/10 bg-black',
-        className
-      )
-    "
+    class="relative aspect-video overflow-hidden rounded-4xl border border-white/10 bg-black"
     @pointermove="showControls"
     @pointerdown="showControls"
     @focusin="showControls"
@@ -207,9 +197,7 @@ function toggleFullscreen() {
     <video
       v-if="src"
       ref="videoEl"
-      :class="
-        cn('size-full', fit === 'contain' ? 'object-contain' : 'object-cover')
-      "
+      class="size-full object-cover"
       :src
       :poster
       :preload="autoplay ? 'auto' : 'metadata'"

apps/website/src/components/contact/FormSection.vue

@@ -33,41 +33,36 @@ useHeroAnimation({
 </script>
 
 <template>
-  <section
-    ref="sectionRef"
-    class="px-4 py-20 lg:flex lg:gap-16 lg:px-20 lg:py-24"
-  >
+  <section ref="sectionRef" class="px-4 py-20 lg:flex lg:px-20 lg:py-24">
     <!-- Left column: intro + image -->
     <div class="lg:w-1/2">
-      <div class="lg:max-w-xl">
-        <SectionLabel ref="badgeRef">
-          {{ t(tk('badge'), locale) }}
-        </SectionLabel>
+      <SectionLabel ref="badgeRef">
+        {{ t(tk('badge'), locale) }}
+      </SectionLabel>
 
-        <h1
-          ref="headingRef"
-          class="mt-4 text-3xl font-light whitespace-pre-line text-primary-comfy-canvas lg:text-5xl"
-        >
-          {{ t(tk('heading'), locale) }}
-        </h1>
+      <h1
+        ref="headingRef"
+        class="text-primary-comfy-canvas mt-4 text-3xl font-light whitespace-pre-line lg:text-5xl"
+      >
+        {{ t(tk('heading'), locale) }}
+      </h1>
 
-        <div ref="descRef">
-          <p class="mt-4 text-sm text-primary-comfy-canvas">
-            {{ t(tk('description'), locale) }}
-          </p>
+      <div ref="descRef">
+        <p class="text-primary-comfy-canvas mt-4 text-sm">
+          {{ t(tk('description'), locale) }}
+        </p>
 
-          <p class="mt-4 text-sm text-primary-comfy-canvas">
-            {{ t(tk('supportLink'), locale) }}
-            <a
-              href="https://docs.comfy.org/"
-              target="_blank"
-              rel="noopener noreferrer"
-              class="text-primary-comfy-yellow underline"
-            >
-              {{ t(tk('supportLinkCta'), locale) }}
-            </a>
-          </p>
-        </div>
+        <p class="text-primary-comfy-canvas mt-4 text-sm">
+          {{ t(tk('supportLink'), locale) }}
+          <a
+            href="https://docs.comfy.org/"
+            target="_blank"
+            rel="noopener noreferrer"
+            class="text-primary-comfy-yellow underline"
+          >
+            {{ t(tk('supportLinkCta'), locale) }}
+          </a>
+        </p>
       </div>
 
       <div ref="imageRef" class="mt-8 overflow-hidden rounded-2xl lg:-ml-20">

apps/website/src/components/customers/CustomerArticle.astro

@@ -4,16 +4,24 @@ import { render } from 'astro:content'
 import type { Locale } from '../../i18n/translations'
 import type { CustomerStoryEntry } from '../../utils/customers'
 import ArticleNav from './ArticleNav.vue'
+import AtAGlance from './content/AtAGlance.astro'
+import AuthorBio from './content/AuthorBio.astro'
 import BulletList from './content/BulletList.astro'
 import Contributors from './content/Contributors.astro'
+import Download from './content/Download.astro'
+import EducationCta from './content/EducationCta.astro'
+import Embed from './content/Embed.astro'
 import Figure from './content/Figure.astro'
 import Heading from './content/Heading.astro'
+import Heading4 from './content/Heading4.astro'
+import Link from './content/Link.astro'
 import ListItem from './content/ListItem.astro'
 import Paragraph from './content/Paragraph.astro'
 import Quote from './content/Quote.astro'
 import ReadMore from './content/ReadMore.vue'
 import Section from './content/Section.astro'
 import Steps from './content/Steps.astro'
+import Video from './content/Video.astro'
 
 interface Props {
   entry: CustomerStoryEntry
@@ -34,18 +42,26 @@ const categories = entry.data.sections.map((section) => ({
 // components (Section, Figure, ...) are used directly inside the MDX body.
 const contentComponents = {
   p: Paragraph,
+  a: Link,
   h3: Heading,
+  h4: Heading4,
   ul: BulletList,
   li: ListItem,
   Section,
   Figure,
   Quote,
   Contributors,
-  Steps
+  Steps,
+  AtAGlance,
+  AuthorBio,
+  Download,
+  EducationCta,
+  Embed,
+  Video
 }
 ---
 
-<section class="px-4 pt-8 pb-24 lg:px-20 lg:pt-24 lg:pb-40">
+<section class="max-w-9xl mx-auto px-4 pt-8 pb-24 lg:px-20 lg:pt-24 lg:pb-40">
   <div class="lg:flex lg:gap-16">
     <aside class="hidden scrollbar-none lg:block lg:w-48 lg:shrink-0">
       <div class="sticky top-32">

apps/website/src/components/customers/content/AtAGlance.astro

@@ -0,0 +1,29 @@
+---
+interface Row {
+  label: string
+  value: string
+}
+
+interface Props {
+  rows: Row[]
+}
+
+const { rows } = Astro.props
+---
+
+<div
+  class="my-8 overflow-hidden rounded-2xl border border-white/10 bg-site-bg-soft"
+>
+  <dl class="divide-y divide-white/10">
+    {
+      rows.map((row) => (
+        <div class="flex flex-col gap-1 p-5 sm:flex-row sm:gap-6">
+          <dt class="text-primary-comfy-yellow shrink-0 text-xs font-bold tracking-widest uppercase sm:w-44">
+            {row.label}
+          </dt>
+          <dd class="text-sm/relaxed text-primary-comfy-canvas">{row.value}</dd>
+        </div>
+      ))
+    }
+  </dl>
+</div>

apps/website/src/components/customers/content/AuthorBio.astro

@@ -0,0 +1,60 @@
+---
+interface Author {
+  name?: string
+  role?: string
+  photo?: string
+  bio?: string
+}
+
+interface Props {
+  label?: string
+  people: Author[]
+}
+
+const { label, people } = Astro.props
+const hasBioSlot = Astro.slots.has('default')
+---
+
+<div class="mt-12 border-t border-white/10 pt-8">
+  {
+    label && (
+      <span class="text-primary-comfy-yellow text-xs font-bold tracking-widest uppercase">
+        {label}
+      </span>
+    )
+  }
+  <div class="mt-4 space-y-8">
+    {
+      people.map((person) => (
+        <div class="flex flex-col gap-4 sm:flex-row sm:items-start sm:gap-6">
+          {person.photo && (
+            <img
+              src={person.photo}
+              alt={person.name ?? ''}
+              class="size-20 shrink-0 rounded-full object-cover"
+            />
+          )}
+          <div>
+            {person.name && (
+              <p class="text-sm font-semibold text-primary-comfy-canvas">
+                {person.name}
+                {person.role && (
+                  <span class="text-primary-warm-gray"> · {person.role}</span>
+                )}
+              </p>
+            )}
+            {person.bio ? (
+              <p class="mt-2 text-sm/relaxed text-primary-comfy-canvas italic">
+                {person.bio}
+              </p>
+            ) : hasBioSlot ? (
+              <p class="mt-2 text-sm/relaxed text-primary-comfy-canvas italic">
+                <slot />
+              </p>
+            ) : null}
+          </div>
+        </div>
+      ))
+    }
+  </div>
+</div>

apps/website/src/components/customers/content/Contributors.astro

@@ -14,7 +14,7 @@ interface Props {
 const { label, people } = Astro.props
 ---
 
-<div class="mt-8 rounded-2xl bg-(--site-bg-soft) p-6">
+<div class="mt-8 rounded-2xl bg-site-bg-soft p-6">
   <span
     class="text-primary-comfy-yellow text-xs font-bold tracking-widest uppercase"
   >

apps/website/src/components/customers/content/Download.astro

@@ -0,0 +1,19 @@
+---
+interface Props {
+  href: string
+  label: string
+  newTab?: boolean
+}
+
+const { href, label, newTab = false } = Astro.props
+---
+
+<a
+  href={href}
+  download={newTab ? undefined : true}
+  target={newTab ? '_blank' : undefined}
+  rel={newTab ? 'noopener noreferrer' : undefined}
+  class="text-primary-comfy-yellow my-4 inline-block text-sm font-semibold underline underline-offset-2 transition-opacity hover:opacity-80"
+>
+  {label}
+</a>

apps/website/src/components/customers/content/EducationCta.astro

@@ -0,0 +1,15 @@
+---
+import Link from './Link.astro'
+---
+
+<div
+  class="border-primary-comfy-yellow mt-12 rounded-2xl border-l-4 bg-site-bg-soft p-8"
+>
+  <p class="text-base/relaxed text-primary-comfy-canvas">
+    <strong class="font-semibold">Teaching with ComfyUI?</strong> The Comfy Education
+    Program is live: educational pricing, classroom cloud accounts on one invoice,
+    <Link href="https://comfy.org/education">Explore the Education Program</Link> or
+    <Link href="https://tally.so/r/Xx97lL">apply to be a part of the Creative
+    Campus program</Link> if you're interested in exploring a deeper partnership with Comfy.
+  </p>
+</div>

apps/website/src/components/customers/content/Embed.astro

@@ -0,0 +1,22 @@
+---
+interface Props {
+  src: string
+  title: string
+}
+
+const { src, title } = Astro.props
+---
+
+<div
+  class="my-8 aspect-video overflow-hidden rounded-2xl border border-white/10 bg-black"
+>
+  <iframe
+    src={src}
+    title={title}
+    class="size-full"
+    loading="lazy"
+    allow="autoplay; fullscreen; picture-in-picture; clipboard-write"
+    referrerpolicy="strict-origin-when-cross-origin"
+    sandbox="allow-scripts allow-same-origin allow-presentation allow-popups"
+  ></iframe>
+</div>

apps/website/src/components/customers/content/Figure.astro

@@ -6,14 +6,15 @@ interface Props {
 }
 
 const { src, alt, caption } = Astro.props
+const hasCaptionSlot = Astro.slots.has('default')
 ---
 
 <figure class="my-8">
   <img src={src} alt={alt} class="w-full rounded-2xl object-cover" />
   {
-    caption && (
+    (hasCaptionSlot || caption) && (
       <figcaption class="mt-3 text-xs text-primary-comfy-canvas">
-        {caption}
+        {hasCaptionSlot ? <slot /> : caption}
       </figcaption>
     )
   }

apps/website/src/components/customers/content/Heading4.astro

@@ -0,0 +1,6 @@
+---
+---
+
+<h4 class="mt-6 mb-2 text-base font-semibold text-primary-comfy-canvas">
+  <slot />
+</h4>

apps/website/src/components/customers/content/Link.astro

@@ -0,0 +1,15 @@
+---
+interface Props {
+  href: string
+}
+
+const { href } = Astro.props
+const isExternal = /^https?:\/\//.test(href)
+---
+
+<a
+  href={href}
+  target={isExternal ? '_blank' : undefined}
+  rel={isExternal ? 'noopener noreferrer' : undefined}
+  class="text-primary-comfy-yellow underline underline-offset-2 transition-opacity hover:opacity-80"
+><slot /></a>

apps/website/src/components/customers/content/Quote.astro

@@ -1,16 +1,20 @@
 ---
 interface Props {
-  name: string
+  name?: string
 }
 
 const { name } = Astro.props
 ---
 
 <blockquote
-  class="border-primary-comfy-yellow my-8 rounded-2xl border-l-4 bg-(--site-bg-soft) p-8"
+  class="border-primary-comfy-yellow my-8 rounded-2xl border-l-4 bg-site-bg-soft p-8"
 >
   <p class="text-lg/relaxed font-light text-primary-comfy-canvas italic">
     "<slot />"
   </p>
-  <p class="text-primary-comfy-yellow mt-4 text-sm font-semibold">{name}</p>
+  {
+    name && (
+      <p class="text-primary-comfy-yellow mt-4 text-sm font-semibold">{name}</p>
+    )
+  }
 </blockquote>

apps/website/src/components/customers/content/Video.astro

@@ -0,0 +1,22 @@
+---
+import VideoPlayer from '../../common/VideoPlayer.vue'
+
+interface Props {
+  src: string
+  poster?: string
+  caption?: string
+}
+
+const { src, poster, caption } = Astro.props
+---
+
+<figure class="my-8">
+  <VideoPlayer src={src} poster={poster} client:visible />
+  {
+    caption && (
+      <figcaption class="mt-3 text-xs text-primary-comfy-canvas">
+        {caption}
+      </figcaption>
+    )
+  }
+</figure>

apps/website/src/components/demos/DemoNavSection.vue

@@ -1,7 +1,6 @@
 <script setup lang="ts">
 import type { Locale, TranslationKey } from '../../i18n/translations'
 
-import { localizeHref } from '../../config/routes'
 import { t } from '../../i18n/translations'
 
 const {
@@ -16,7 +15,8 @@ const {
   locale?: Locale
 }>()
 
-const nextHref = localizeHref(`/demos/${nextSlug}`, locale)
+const localePrefix = locale === 'en' ? '' : `/${locale}`
+const nextHref = `${localePrefix}/demos/${nextSlug}`
 </script>
 
 <template>

apps/website/src/components/individual-submission/PlansPricingCta.vue

@@ -1,16 +0,0 @@
-<script setup lang="ts">
-import Button from '../ui/button/Button.vue'
-
-const { href, label } = defineProps<{
-  href: string
-  label: string
-}>()
-</script>
-
-<template>
-  <div class="mt-2 flex justify-center">
-    <Button as="a" :href variant="default" size="lg">
-      {{ label }}
-    </Button>
-  </div>
-</template>

apps/website/src/components/legal/HeroSection.vue

@@ -1,25 +1,12 @@
 <script setup lang="ts">
-import type { HTMLAttributes } from 'vue'
-import { cn } from '@comfyorg/tailwind-utils'
-
-const { title, class: className } = defineProps<{
-  title: string
-  class?: HTMLAttributes['class']
-}>()
+const { title } = defineProps<{ title: string }>()
 </script>
 
 <template>
   <section
     class="flex items-center justify-center px-6 pt-20 pb-16 lg:pt-32 lg:pb-24"
   >
-    <h1
-      :class="
-        cn(
-          'text-4xl font-light text-primary-comfy-canvas lg:text-6xl',
-          className
-        )
-      "
-    >
+    <h1 class="text-primary-comfy-canvas text-4xl font-light lg:text-6xl">
       {{ title }}
     </h1>
   </section>

apps/website/src/components/legal/enterpriseMsaSections.test.ts

@@ -1,46 +0,0 @@
-import { describe, expect, it } from 'vitest'
-
-import { getRoutes } from '../../config/routes'
-import { hasKey, translationKeys } from '../../i18n/translations'
-
-const PREFIX = 'enterprise-msa'
-
-function deriveMsaSectionIds(): string[] {
-  const labelRegex = new RegExp(`^${PREFIX}\\.([0-9]+-[a-z-]+)\\.label$`)
-  const ids: string[] = []
-  for (const key of translationKeys) {
-    const match = key.match(labelRegex)
-    if (match && !ids.includes(match[1])) ids.push(match[1])
-  }
-  return ids
-}
-
-describe('enterprise MSA i18n', () => {
-  it('every derived section has a title and at least one block', () => {
-    const sectionIds = deriveMsaSectionIds()
-    expect(sectionIds.length).toBeGreaterThan(0)
-    for (const id of sectionIds) {
-      expect(hasKey(`${PREFIX}.${id}.title`)).toBe(true)
-      expect(hasKey(`${PREFIX}.${id}.block.0`)).toBe(true)
-    }
-  })
-
-  it('exposes the page-chrome keys the .astro file references', () => {
-    for (const suffix of [
-      'effective-date',
-      'page.title',
-      'page.description',
-      'page.heading',
-      'page.tocLabel',
-      'page.effectiveDateLabel',
-      'page.parties'
-    ]) {
-      expect(hasKey(`${PREFIX}.${suffix}`)).toBe(true)
-    }
-  })
-
-  it('serves the enterprise MSA at the canonical /enterprise-msa path regardless of locale', () => {
-    expect(getRoutes('en').enterpriseMsa).toBe('/enterprise-msa')
-    expect(getRoutes('zh-CN').enterpriseMsa).toBe('/enterprise-msa')
-  })
-})

apps/website/src/components/product/cloud/AudienceSection.vue

@@ -1,9 +1,7 @@
 <script setup lang="ts">
 import type { Locale } from '../../../i18n/translations'
 
-import { externalLinks } from '../../../config/routes'
 import { t } from '../../../i18n/translations'
-import CardArrow from '../../common/CardArrow.vue'
 import GlassCard from '../../common/GlassCard.vue'
 
 const { locale = 'en' } = defineProps<{ locale?: Locale }>()
@@ -29,7 +27,7 @@ const cards = [
 <template>
   <section class="max-w-9xl mx-auto px-4 pt-24 lg:px-20 lg:pt-40">
     <h2
-      class="text-3.5xl/tight mx-auto max-w-3xl text-center font-light text-primary-comfy-canvas lg:text-5xl/tight"
+      class="text-primary-comfy-canvas text-3.5xl/tight mx-auto max-w-3xl text-center font-light lg:text-5xl/tight"
     >
       {{ headingParts[0]
       }}<span class="text-white">{{
@@ -39,11 +37,10 @@ const cards = [
     </h2>
 
     <GlassCard class="mt-12 grid grid-cols-1 gap-6 lg:mt-20 lg:grid-cols-2">
-      <a
+      <div
         v-for="card in cards"
         :key="card.labelKey"
-        :href="externalLinks.cloud"
-        class="group rounded-4.5xl block overflow-hidden bg-primary-comfy-ink"
+        class="bg-primary-comfy-ink rounded-4.5xl overflow-hidden"
       >
         <img
           :src="card.image"
@@ -54,27 +51,23 @@ const cards = [
         />
 
         <div class="mt-8 p-6">
-          <div class="flex items-center justify-between gap-4">
-            <p
-              class="text-primary-comfy-yellow text-sm font-bold tracking-widest uppercase"
-            >
-              {{ t(card.labelKey, locale) }}
-            </p>
-
-            <CardArrow hover="group" class="shrink-0" />
-          </div>
+          <p
+            class="text-primary-comfy-yellow text-sm font-bold tracking-widest uppercase"
+          >
+            {{ t(card.labelKey, locale) }}
+          </p>
 
           <h3
-            class="mt-8 text-3xl/tight font-light whitespace-pre-line text-primary-comfy-canvas"
+            class="text-primary-comfy-canvas mt-8 text-3xl/tight font-light whitespace-pre-line"
           >
             {{ t(card.titleKey, locale) }}
           </h3>
 
-          <p class="mt-8 text-base/normal text-primary-comfy-canvas">
+          <p class="text-primary-comfy-canvas mt-8 text-base/normal">
             {{ t(card.descriptionKey, locale) }}
           </p>
         </div>
-      </a>
+      </div>
     </GlassCard>
   </section>
 </template>

apps/website/src/components/product/cloud/PricingSection.vue

@@ -17,18 +17,18 @@ const { locale = 'en' } = defineProps<{ locale?: Locale }>()
     >
       <div class="max-w-2xl">
         <h2
-          class="text-2xl/tight font-medium text-primary-comfy-ink lg:text-3xl/tight"
+          class="text-primary-comfy-ink text-2xl/tight font-medium lg:text-3xl/tight"
         >
           {{ t('cloud.pricing.title', locale) }}
         </h2>
 
-        <p class="mt-4 text-base text-primary-comfy-ink">
+        <p class="text-primary-comfy-ink mt-4 text-base">
           {{ t('cloud.pricing.description', locale) }}
         </p>
 
         <p
           v-if="SHOW_FREE_TIER"
-          class="mt-4 text-base font-bold text-primary-comfy-ink"
+          class="text-primary-comfy-ink mt-4 text-base font-bold"
         >
           {{ t('cloud.pricing.tagline', locale) }}
         </p>
@@ -36,7 +36,7 @@ const { locale = 'en' } = defineProps<{ locale?: Locale }>()
 
       <a
         :href="getRoutes(locale).cloudPricing"
-        class="text-primary-comfy-yellow shrink-0 rounded-2xl bg-primary-comfy-ink px-6 py-3 text-center text-sm font-semibold transition-opacity hover:opacity-90"
+        class="bg-primary-comfy-ink text-primary-comfy-yellow shrink-0 rounded-2xl px-6 py-3 text-center text-sm font-semibold transition-opacity hover:opacity-90"
       >
         {{ t('cloud.pricing.cta', locale) }}
       </a>

apps/website/src/components/product/shared/AIModelsSection.vue

@@ -6,7 +6,6 @@ import type { Locale } from '../../../i18n/translations'
 import { externalLinks } from '../../../config/routes'
 import { t } from '../../../i18n/translations'
 import BrandButton from '../../common/BrandButton.vue'
-import CardArrow from '../../common/CardArrow.vue'
 
 type ModelCard = {
   titleKey:
@@ -15,10 +14,11 @@ type ModelCard = {
     | 'cloud.aiModels.card.seedance20'
     | 'cloud.aiModels.card.qwenImageEdit'
     | 'cloud.aiModels.card.wan22TextToVideo'
-    | 'cloud.aiModels.card.gptImage2'
   imageSrc: string
   badgeIcon: string
   badgeClass: string
+  layoutClass: string
+  objectPosition?: string
 }
 
 const { locale = 'en' } = defineProps<{ locale?: Locale }>()
@@ -32,45 +32,48 @@ const modelCards: ModelCard[] = [
     imageSrc:
       'https://media.comfy.org/website/cloud/ai-models/seedance-20.webm',
     badgeIcon: '/icons/ai-models/bytedance.svg',
-    badgeClass: `${badgeBase} rounded-2xl`
+    badgeClass: `${badgeBase} rounded-2xl`,
+    layoutClass: 'lg:col-span-6 lg:aspect-[16/7]'
   },
   {
     titleKey: 'cloud.aiModels.card.nanoBananaPro',
     imageSrc:
       'https://media.comfy.org/website/cloud/ai-models/nano-banana-pro.webp',
     badgeIcon: '/icons/ai-models/gemini.svg',
-    badgeClass: `${badgeBase} rounded-2xl`
+    badgeClass: `${badgeBase} rounded-2xl`,
+    layoutClass: 'lg:col-span-6 lg:aspect-[16/7]',
+    objectPosition: 'center 20%'
   },
   {
     titleKey: 'cloud.aiModels.card.grokImagine',
     imageSrc: 'https://media.comfy.org/website/cloud/ai-models/grok-video.webm',
     badgeIcon: '/icons/ai-models/grok.svg',
-    badgeClass: `${badgeBase} rounded-2xl`
+    badgeClass: `${badgeBase} rounded-2xl`,
+    layoutClass: 'lg:col-span-4 lg:aspect-[4/3]'
   },
   {
     titleKey: 'cloud.aiModels.card.qwenImageEdit',
     imageSrc:
       'https://media.comfy.org/website/cloud/ai-models/qwen-image-edit.webp',
     badgeIcon: '/icons/ai-models/qwen.svg',
-    badgeClass: `${badgeBase} rounded-2xl`
+    badgeClass: `${badgeBase} rounded-2xl`,
+    layoutClass: 'lg:col-span-4 lg:aspect-[4/3]'
   },
   {
     titleKey: 'cloud.aiModels.card.wan22TextToVideo',
     imageSrc: 'https://media.comfy.org/website/cloud/ai-models/wan-22.webm',
     badgeIcon: '/icons/ai-models/wan.svg',
-    badgeClass: `${badgeBase} rounded-2xl`
-  },
-  {
-    titleKey: 'cloud.aiModels.card.gptImage2',
-    imageSrc:
-      'https://media.comfy.org/website/cloud/ai-models/gpt-image-2.webm',
-    badgeIcon: '/icons/ai-models/openai.svg',
-    badgeClass: `${badgeBase} rounded-2xl`
+    badgeClass: `${badgeBase} rounded-2xl`,
+    layoutClass: 'lg:col-span-4 lg:aspect-[4/3]'
   }
 ]
 
-const cardClass =
-  'group relative h-72 cursor-pointer overflow-hidden rounded-3xl bg-black/40 lg:col-span-4 lg:aspect-square lg:h-auto'
+function getCardClass(layoutClass: string): string {
+  return cn(
+    layoutClass,
+    'group relative h-72 cursor-pointer overflow-hidden rounded-4xl bg-black/40 lg:h-auto'
+  )
+}
 </script>
 
 <template>
@@ -97,18 +100,23 @@ const cardClass =
       </p>
 
       <div class="mt-16 w-full lg:mt-24">
-        <div class="rounded-4xl bg-white/8 p-2 lg:p-1.5">
+        <div class="rounded-4xl border border-white/12 p-2 lg:p-1.5">
           <div class="grid grid-cols-1 gap-2 lg:grid-cols-12">
             <a
               v-for="card in modelCards"
               :key="card.titleKey"
               :href="externalLinks.workflows"
-              :class="cardClass"
+              :class="getCardClass(card.layoutClass)"
             >
               <video
                 v-if="card.imageSrc.endsWith('.webm')"
                 :src="card.imageSrc"
                 :aria-label="t(card.titleKey, locale)"
+                :style="
+                  card.objectPosition
+                    ? { objectPosition: card.objectPosition }
+                    : undefined
+                "
                 class="size-full object-cover transition-transform duration-300 group-hover:scale-105"
                 autoplay
                 loop
@@ -126,6 +134,11 @@ const cardClass =
                 v-else
                 :src="card.imageSrc"
                 :alt="t(card.titleKey, locale)"
+                :style="
+                  card.objectPosition
+                    ? { objectPosition: card.objectPosition }
+                    : undefined
+                "
                 class="size-full object-cover transition-transform duration-300 group-hover:scale-105"
                 loading="lazy"
                 decoding="async"
@@ -155,14 +168,10 @@ const cardClass =
               </div>
 
               <p
-                class="text-primary-warm-white absolute right-20 bottom-6 left-6 text-2xl/tight font-light whitespace-pre-line drop-shadow-[0_2px_8px_rgba(0,0,0,0.9)] lg:top-6 lg:right-auto lg:bottom-auto lg:text-3xl"
+                class="text-primary-warm-white absolute inset-x-6 bottom-6 text-2xl/tight font-light whitespace-pre-line drop-shadow-[0_2px_8px_rgba(0,0,0,0.9)] lg:top-6 lg:right-auto lg:bottom-auto lg:text-3xl"
               >
                 {{ t(card.titleKey, locale) }}
               </p>
-
-              <CardArrow
-                class="absolute right-5 bottom-5 lg:right-6 lg:bottom-6"
-              />
             </a>
           </div>
         </div>

apps/website/src/components/ui/badge/index.ts

@@ -6,15 +6,14 @@ export const badgeVariants = cva({
   variants: {
     size: {
       md: 'px-4 py-1 text-xs',
-      xs: 'px-2 py-0.5 text-[9px]',
-      xxs: 'px-1.5 py-px text-[8px]'
+      xs: 'px-2 py-0.5 text-[9px]'
     },
     variant: {
       default: 'bg-transparency-ink-t80',
       subtle: 'bg-transparency-white-t4 text-primary-comfy-canvas',
       category: 'text-primary-comfy-yellow px-0 font-semibold uppercase',
       accent:
-        'before:bg-primary-comfy-yellow relative isolate overflow-visible rounded-none bg-transparent font-bold tracking-wide text-primary-comfy-ink uppercase before:absolute before:inset-0 before:-z-10 before:-skew-x-12 before:rounded-sm'
+        'before:bg-primary-comfy-yellow relative isolate overflow-visible rounded-none bg-transparent px-2 py-0.5 text-[9px] font-bold tracking-wide text-primary-comfy-ink uppercase before:absolute before:inset-0 before:-z-10 before:-skew-x-12 before:rounded-sm'
     }
   },
   defaultVariants: {

apps/website/src/components/ui/button/index.ts

@@ -20,8 +20,6 @@ export const buttonVariants = cva(
         link: "text-primary-comfy-yellow h-auto justify-start px-0 py-1 text-base uppercase hover:opacity-90 [&_svg:not([class*='size-'])]:size-6",
         underlineLink:
           "text-primary-comfy-yellow relative h-auto justify-start px-0 py-1 uppercase after:absolute after:bottom-0 after:left-0 after:h-0.5 after:w-full after:origin-left after:scale-x-0 after:bg-current after:transition-transform after:duration-200 hover:opacity-90 hover:after:scale-x-100 [&_svg:not([class*='size-'])]:size-6",
-        inline:
-          'text-primary-comfy-yellow inline h-auto rounded-none p-0 align-baseline text-sm font-normal tracking-normal whitespace-normal hover:opacity-90 [&>span]:top-0 [&>span]:underline',
         nav: 'text-primary-warm-white hover:text-primary-comfy-yellow h-auto justify-between px-0 py-1 text-start text-2xl font-medium',
         navMuted:
           'hover:text-primary-comfy-yellow h-auto w-full justify-between px-0 py-1 text-start text-2xl font-medium text-primary-comfy-canvas uppercase'

apps/website/src/components/ui/copyable-field/CopyableField.vue

@@ -1,10 +1,7 @@
 <script setup lang="ts">
-import { cn } from '@comfyorg/tailwind-utils'
 import { Check, Copy } from '@lucide/vue'
 import { useClipboard } from '@vueuse/core'
 
-import { computed } from 'vue'
-
 // Interactive: the copy button is inert until its host island is hydrated.
 // Render under a `client:*` directive (e.g. `client:visible`) when the page
 // needs it to work.
@@ -14,8 +11,6 @@ const {
   copiedLabel = 'Copied'
 } = defineProps<{ value: string; copyLabel?: string; copiedLabel?: string }>()
 
-const multiline = computed(() => value.includes('\n'))
-
 const { copy, copied } = useClipboard({ copiedDuring: 2000 })
 
 function handleCopy() {
@@ -25,32 +20,15 @@ function handleCopy() {
 
 <template>
   <div
-    :class="
-      cn(
-        'bg-transparency-white-t4 border-primary-warm-gray flex gap-2 rounded-xl border px-4 py-3',
-        multiline ? 'items-start' : 'items-center'
-      )
-    "
+    class="bg-transparency-white-t4 border-primary-warm-gray flex items-center gap-2 rounded-xl border px-4 py-3"
   >
-    <span
-      :class="
-        cn(
-          'flex-1 font-mono text-xs text-primary-comfy-canvas',
-          multiline ? 'wrap-break-word whitespace-pre-line' : 'truncate'
-        )
-      "
-    >
+    <span class="flex-1 truncate font-mono text-xs text-primary-comfy-canvas">
       {{ value }}
     </span>
     <button
       type="button"
       :aria-label="copied ? copiedLabel : copyLabel"
-      :class="
-        cn(
-          'text-primary-warm-gray shrink-0 cursor-pointer transition-colors hover:text-primary-comfy-canvas',
-          multiline && 'mt-0.5'
-        )
-      "
+      class="text-primary-warm-gray shrink-0 cursor-pointer transition-colors hover:text-primary-comfy-canvas"
       @click="handleCopy"
     >
       <component :is="copied ? Check : Copy" class="size-4" />

apps/website/src/components/ui/icon-button/IconButton.vue

@@ -1,38 +0,0 @@
-<script setup lang="ts">
-import type { PrimitiveProps } from 'reka-ui'
-import type { HTMLAttributes } from 'vue'
-import type { IconButtonVariants } from '.'
-import { Primitive } from 'reka-ui'
-import { cn } from '@comfyorg/tailwind-utils'
-import { iconButtonVariants } from '.'
-
-interface Props extends PrimitiveProps {
-  variant?: IconButtonVariants['variant']
-  size?: IconButtonVariants['size']
-  class?: HTMLAttributes['class']
-  disabled?: boolean
-}
-
-const {
-  as = 'button',
-  asChild,
-  variant,
-  size,
-  class: className,
-  disabled
-} = defineProps<Props>()
-</script>
-
-<template>
-  <Primitive
-    data-slot="icon-button"
-    :data-variant="variant"
-    :data-size="size"
-    :as
-    :as-child
-    :disabled
-    :class="cn(iconButtonVariants({ variant, size }), className)"
-  >
-    <slot />
-  </Primitive>
-</template>

apps/website/src/components/ui/icon-button/index.ts

@@ -1,28 +0,0 @@
-import type { VariantProps } from 'class-variance-authority'
-import { cva } from 'class-variance-authority'
-
-export const iconButtonVariants = cva(
-  [
-    'focus-visible:border-primary-comfy-yellow focus-visible:ring-primary-comfy-yellow/50 inline-flex shrink-0 cursor-pointer items-center justify-center rounded-2xl transition-all duration-200 outline-none focus-visible:ring-3 disabled:pointer-events-none disabled:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0'
-  ],
-  {
-    variants: {
-      variant: {
-        ghost:
-          'text-primary-warm-white hover:text-primary-comfy-yellow bg-transparent',
-        outline:
-          'text-primary-comfy-yellow hover:bg-primary-comfy-yellow border-primary-comfy-yellow border-2 bg-primary-comfy-ink hover:text-primary-comfy-ink'
-      },
-      size: {
-        sm: 'size-8',
-        default: 'size-10',
-        lg: 'size-14'
-      }
-    },
-    defaultVariants: {
-      variant: 'ghost',
-      size: 'default'
-    }
-  }
-)
-export type IconButtonVariants = VariantProps<typeof iconButtonVariants>

apps/website/src/composables/useBannerDismissal.ts

@@ -1,75 +0,0 @@
-import { onMounted, ref } from 'vue'
-
-import { BANNER_DISMISS_ATTR, BANNER_STORAGE_KEY } from '../utils/banner'
-
-type ClosedBanners = Record<string, boolean>
-
-function readClosedBanners(): ClosedBanners {
-  try {
-    const raw = localStorage.getItem(BANNER_STORAGE_KEY)
-    return raw ? (JSON.parse(raw) as ClosedBanners) : {}
-  } catch {
-    return {}
-  }
-}
-
-function writeClosedBanners(value: ClosedBanners): void {
-  try {
-    localStorage.setItem(BANNER_STORAGE_KEY, JSON.stringify(value))
-  } catch {
-    // Storage unavailable (private mode / quota) — dismissal just won't persist.
-  }
-}
-
-/** The stable part of a version key (everything before `_v<hash>`). */
-function versionPrefix(version: string): string {
-  const idx = version.lastIndexOf('_v')
-  return idx === -1 ? version : version.slice(0, idx)
-}
-
-/**
- * Client-side dismissal persisted in localStorage, keyed by a content-aware
- * `version`. The banner renders visible in the static HTML (so non-dismissers
- * see no pop-in); an inline pre-hydration script hides an already-dismissed
- * banner before paint, and this composable then removes it from the DOM on mount.
- */
-export function useBannerDismissal(version: string) {
-  const isVisible = ref(true)
-
-  onMounted(() => {
-    const stored = readClosedBanners()
-    const prefix = versionPrefix(version)
-
-    // Prune stale versions of THIS banner+locale; keep other banners/locales
-    // and the current version.
-    const cleaned: ClosedBanners = Object.create(null) as ClosedBanners
-    let pruned = false
-    for (const key of Object.keys(stored)) {
-      if (versionPrefix(key) !== prefix || key === version) {
-        cleaned[key] = stored[key]
-      } else {
-        pruned = true
-      }
-    }
-    if (pruned) writeClosedBanners(cleaned)
-
-    isVisible.value = !cleaned[version]
-  })
-
-  function close(): void {
-    isVisible.value = false
-    const stored = readClosedBanners()
-    stored[version] = true
-    writeClosedBanners(stored)
-  }
-
-  // Call once the close transition has finished. Sets the pre-paint hide signal
-  // so the banner doesn't flash back in on a ClientRouter (view-transition)
-  // navigation — where the inline <head> script does not re-run but <html>
-  // persists. Deferred to after the animation so the leave transition can play.
-  function persistHidden(): void {
-    document.documentElement.setAttribute(BANNER_DISMISS_ATTR, '')
-  }
-
-  return { isVisible, close, persistHidden }
-}

apps/website/src/composables/useCurrentPath.test.ts

@@ -1,31 +0,0 @@
-import { describe, expect, it } from 'vitest'
-
-import { isHrefActive } from './useCurrentPath'
-
-describe('isHrefActive', () => {
-  it('matches the current page', () => {
-    expect(isHrefActive('/mcp', '/mcp')).toBe(true)
-  })
-
-  it('does not match other pages', () => {
-    expect(isHrefActive('/mcp', '/pricing')).toBe(false)
-  })
-
-  it('matches regardless of a trailing slash', () => {
-    expect(isHrefActive('/mcp', '/mcp/')).toBe(true)
-  })
-
-  it('ignores query and hash on the href', () => {
-    expect(isHrefActive('/mcp?ref=banner#setup', '/mcp')).toBe(true)
-  })
-
-  it('never matches an external href', () => {
-    expect(
-      isHrefActive('https://docs.comfy.org/agent-tools/cloud', '/mcp')
-    ).toBe(false)
-  })
-
-  it('never matches an empty href', () => {
-    expect(isHrefActive('', '/mcp')).toBe(false)
-  })
-})

apps/website/src/config/banner.ts

@@ -1,85 +0,0 @@
-import type { ButtonVariants } from '../components/ui/button'
-import type { Locale, TranslationKey } from '../i18n/translations'
-
-import { t } from '../i18n/translations'
-import { resolveRel } from '../utils/cta'
-import { localizeHref } from './routes'
-
-// The banner "CMS": a single typed config resolved through i18n at build time.
-// `isActive` is the master on/off switch (supersedes the old SHOW_ANNOUNCEMENT_BANNER).
-// NOTE: on this static site, `startsAt`/`endsAt` are evaluated at BUILD time — the
-// window gates on the last deploy, not the visitor's exact clock.
-
-interface BannerLinkConfig {
-  readonly href: string
-  readonly titleKey: TranslationKey
-  readonly target?: boolean
-  readonly buttonVariant?: NonNullable<ButtonVariants['variant']>
-}
-
-export interface BannerConfig {
-  readonly id: string
-  readonly isActive: boolean
-  readonly startsAt?: string
-  readonly endsAt?: string
-  /** Empty/undefined = all locales. */
-  readonly targetLocales?: readonly Locale[]
-  /** v1 only supports 'sitewide'. */
-  readonly targetSections?: readonly string[]
-  readonly titleKey: TranslationKey
-  readonly descriptionKey?: TranslationKey
-  readonly link?: BannerLinkConfig
-}
-
-interface BannerLinkData {
-  readonly href: string
-  readonly title: string
-  readonly target?: '_blank'
-  readonly rel?: string
-  readonly buttonVariant?: NonNullable<ButtonVariants['variant']>
-}
-
-export interface BannerData {
-  readonly id: string
-  readonly title: string
-  readonly description?: string
-  readonly link?: BannerLinkData
-}
-
-export const bannerConfig: BannerConfig = {
-  id: 'announcement',
-  isActive: true,
-  targetSections: ['sitewide'],
-  titleKey: 'launches.banner.text',
-  link: {
-    href: '/mcp',
-    titleKey: 'launches.banner.cta',
-    buttonVariant: 'underlineLink'
-  }
-}
-
-/** Resolve a config's i18n keys into display strings for the given locale. */
-export function getBannerData(
-  config: BannerConfig,
-  locale: Locale
-): BannerData {
-  const { link } = config
-  const target = link?.target ? '_blank' : undefined
-
-  return {
-    id: config.id,
-    title: t(config.titleKey, locale),
-    description: config.descriptionKey
-      ? t(config.descriptionKey, locale)
-      : undefined,
-    link: link
-      ? {
-          href: localizeHref(link.href, locale),
-          title: t(link.titleKey, locale),
-          target,
-          rel: resolveRel({ target: target ?? '_self' }),
-          buttonVariant: link.buttonVariant
-        }
-      : undefined
-  }
-}

apps/website/src/config/pricing.ts

@@ -1,53 +0,0 @@
-import { t } from '../i18n/translations'
-import type { Locale, TranslationKey } from '../i18n/translations'
-import { externalLinks } from './routes'
-
-interface PricingTier {
-  slug: string
-  labelKey: TranslationKey
-  priceKey: TranslationKey
-}
-
-const tiers: PricingTier[] = [
-  {
-    slug: 'standard',
-    labelKey: 'pricing.plan.standard.label',
-    priceKey: 'pricing.plan.standard.price'
-  },
-  {
-    slug: 'creator',
-    labelKey: 'pricing.plan.creator.label',
-    priceKey: 'pricing.plan.creator.price'
-  },
-  {
-    slug: 'pro',
-    labelKey: 'pricing.plan.pro.label',
-    priceKey: 'pricing.plan.pro.price'
-  }
-]
-
-export interface PricingOffer {
-  name: string
-  price: string
-  url: string
-}
-
-export function pricingOffers(locale: Locale): PricingOffer[] {
-  return tiers.flatMap((tier) => {
-    const display = t(tier.priceKey, locale).trim()
-    const match = /^\$(\d+(?:\.\d+)?)$/.exec(display)
-    if (!match) {
-      console.warn(
-        `pricingOffers: skipping tier "${tier.slug}" (${locale}) — price "${display}" is not a plain USD amount`
-      )
-      return []
-    }
-    return [
-      {
-        name: t(tier.labelKey, locale),
-        price: match[1],
-        url: `${externalLinks.cloud}/cloud/subscribe?tier=${tier.slug}&cycle=monthly`
-      }
-    ]
-  })
-}

apps/website/src/config/routes.test.ts

@@ -1,23 +0,0 @@
-import { describe, expect, it } from 'vitest'
-
-import { localizeHref } from './routes'
-
-describe('localizeHref', () => {
-  it('prefixes an internal path for a non-default locale', () => {
-    expect(localizeHref('/mcp', 'zh-CN')).toBe('/zh-CN/mcp')
-  })
-
-  it('leaves the default locale unprefixed', () => {
-    expect(localizeHref('/mcp', 'en')).toBe('/mcp')
-  })
-
-  it('passes external URLs through unchanged', () => {
-    expect(
-      localizeHref('https://docs.comfy.org/agent-tools/cloud', 'zh-CN')
-    ).toBe('https://docs.comfy.org/agent-tools/cloud')
-  })
-
-  it('never prefixes locale-invariant routes', () => {
-    expect(localizeHref('/terms-of-service', 'zh-CN')).toBe('/terms-of-service')
-  })
-})

apps/website/src/config/routes.ts

@@ -15,14 +15,12 @@ const baseRoutes = {
   demos: '/demos',
   learning: '/learning',
   termsOfService: '/terms-of-service',
-  enterpriseMsa: '/enterprise-msa',
   privacyPolicy: '/privacy-policy',
   affiliates: '/affiliates',
   affiliateTerms: '/affiliates/terms',
   contact: '/contact',
   models: '/p/supported-models',
-  mcp: '/mcp',
-  brand: '/brand'
+  mcp: '/mcp'
 } as const
 
 type Routes = typeof baseRoutes
@@ -37,37 +35,19 @@ type Routes = typeof baseRoutes
 // block in src/i18n/translations.ts for the reasoning.
 //
 // termsOfService: legal-reviewed English-only document, same reasoning.
-//
-// enterpriseMsa: legal-reviewed English-only document (Comfy Enterprise
-// Customer Agreement template), same reasoning. See the comment header
-// in src/pages/enterprise-msa.astro.
 const LOCALE_INVARIANT_ROUTE_KEYS = new Set<keyof Routes>([
   'affiliates',
   'affiliateTerms',
-  'termsOfService',
-  'enterpriseMsa'
+  'termsOfService'
 ])
 
-const LOCALE_INVARIANT_PATHS = new Set<string>(
-  [...LOCALE_INVARIANT_ROUTE_KEYS].map((key) => baseRoutes[key])
-)
-
-/**
- * Prefix an internal path with the locale (`/mcp` → `/zh-CN/mcp`). External
- * URLs and locale-invariant routes pass through unchanged.
- */
-export function localizeHref(href: string, locale: Locale = 'en'): string {
-  if (locale === 'en' || !href.startsWith('/')) return href
-  if (LOCALE_INVARIANT_PATHS.has(href)) return href
-  return `/${locale}${href}`
-}
-
 export function getRoutes(locale: Locale = 'en'): Routes {
   if (locale === 'en') return baseRoutes
+  const prefix = `/${locale}`
   return Object.fromEntries(
-    Object.entries(baseRoutes).map(([key, path]) => [
-      key,
-      localizeHref(path, locale)
+    Object.entries(baseRoutes).map(([k, v]) => [
+      k,
+      LOCALE_INVARIANT_ROUTE_KEYS.has(k as keyof Routes) ? v : `${prefix}${v}`
     ])
   ) as unknown as Routes
 }
@@ -80,23 +60,18 @@ export const externalLinks = {
   cloudStatus: 'https://status.comfy.org',
   discord: 'https://discord.com/invite/comfyorg',
   docs: 'https://docs.comfy.org/',
-  docsApi: 'https://docs.comfy.org/development/cloud/overview#quick-start',
+  docsApi: 'https://docs.comfy.org/api-reference/cloud',
   docsMcp: 'https://docs.comfy.org/agent-tools/cloud',
   docsSubscription: 'https://docs.comfy.org/support/subscription/subscribing',
-  g2ComfyUi: 'https://www.g2.com/products/comfyui',
   github: 'https://github.com/Comfy-Org/ComfyUI',
   githubInstall: 'https://github.com/Comfy-Org/ComfyUI#installing',
   instagram: 'https://www.instagram.com/comfyui/',
-  linkedin: 'https://www.linkedin.com/company/comfyui',
-  mcpEndpoint: 'https://cloud.comfy.org/mcp',
+  mcpServer: 'https://cloud.comfy.org/mcp',
   mcpSkills: 'https://github.com/Comfy-Org/comfy-skills',
   platform: 'https://platform.comfy.org',
   platformUsage: 'https://platform.comfy.org/profile/usage',
   reddit: 'https://www.reddit.com/r/comfyui/',
   support: 'https://support.comfy.org/hc/en-us',
-  wikidataComfyOrg: 'https://www.wikidata.org/wiki/Q130598554',
-  wikidataComfyUi: 'https://www.wikidata.org/wiki/Q127798647',
-  wikipediaComfyUi: 'https://en.wikipedia.org/wiki/ComfyUI',
   workflows: 'https://comfy.org/workflows',
   x: 'https://x.com/ComfyUI',
   youtube: 'https://www.youtube.com/@ComfyOrg'

apps/website/src/content/customers.content.test.ts

@@ -63,8 +63,12 @@ function bodySectionIds(body: string): string[] {
 
 const stories = loadStories()
 
-it('finds all ten customer stories', () => {
-  expect(stories).toHaveLength(10)
+it('finds customer stories in every locale', () => {
+  for (const locale of locales) {
+    const prefix = `${locale}/`
+    const inLocale = stories.filter((story) => story.file.startsWith(prefix))
+    expect(inLocale.length).toBeGreaterThan(0)
+  }
 })
 
 describe.for(stories)('$file', ({ frontmatter, body }) => {

apps/website/src/content/customers/en/golan-levin.mdx

@@ -0,0 +1,148 @@
+---
+title: "Seeing the world in new ways: how Prof. Golan Levin teaches with ComfyUI at Carnegie Mellon University"
+category: "CREATIVE CAMPUS SHOWCASE"
+description: "\"For me, ComfyUI is not just about generative AI. It's an image-processing workstation for completely new kinds of work.\""
+cover: "https://media.comfy.org/website/customers/golan-levin/cover.png"
+order: 7
+sections:
+  - id: topic-1
+    label: "INTRO"
+  - id: topic-2
+    label: "WHERE COMFYUI FITS"
+  - id: topic-3
+    label: "IMAGE SYNTHESIS"
+  - id: topic-4
+    label: "IMAGE ANALYSIS"
+  - id: topic-5
+    label: "THE CV LAB"
+  - id: topic-6
+    label: "AT A GLANCE"
+  - id: topic-7
+    label: "STUDENT WORK"
+---
+
+<Section id="topic-1">
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/augmented-hand.jpg" alt="Golan Levin, Augmented Hand Series" caption="Golan Levin, Augmented Hand Series (2014), with Chris Sugrue and Kyle McDonald. Photo: Gerlinde de Geus, courtesy Cinekid." />
+
+For many people, AI in the arts means image generation. But Levin has spent much of the past two decades teaching artists how computers can interpret, analyze, and measure the visual world. His own artworks have long explored machine perception through real-time computer vision systems, and since 2024 he has increasingly used ComfyUI to teach these principles.
+
+For Levin, ComfyUI is less an image generator than an image-processing workbench. Students use it to assemble custom workflows for segmentation, tracking, depth estimation, and other forms of computational perception. The result is an environment where artists can experiment directly with research-grade machine learning tools and combine them into systems of their own design.
+
+</Section>
+
+<Section id="topic-2">
+
+### Where does ComfyUI fit in what you're trying to do?
+
+I'm training creative technologists and technologically literate artists. The typical student in my Creative Coding class is a true hybrid: an art or design undergraduate who is also studying computer science, human-computer interaction, or information science. They have strong visual abilities, strong cultural literacy, and strong algorithmic thinking skills, but my course may be the first time they've had the opportunity to bring those together.
+
+To me, that means giving students tools they can understand, modify, and remix to make systems of their own design, rather than treating creative software as a fixed given. That's why I'm such a proponent of community-driven, open-source software development toolkits for the arts.
+
+<Quote>ComfyUI is the first AI tool I've found with both a low floor and a high ceiling. It's incredibly powerful and flexible, in terms of allowing artists to design their own AI workflows with the latest cutting-edge algorithms. But it also leapfrogs the headaches of coping with quirky GitHub repos and obsolete Colab notebooks.</Quote>
+
+### What were students stuck on before?
+
+Students often found themselves caught between two worlds. On one side were commercial AI tools that produced impressive results but offered limited opportunities for customization. On the other side were research projects published by universities and laboratories, where the software was often difficult to install, poorly documented, or already out of date.
+
+ComfyUI bridges that gap. It gives students access to state-of-the-art algorithms through an environment they can understand, modify, and extend. Instead of adapting their ideas to fit a tool's built-in workflow, they can build workflows that reflect their own interests and questions.
+
+<Quote>My students are explorers. They're artists who can write code and want to build systems that haven't existed before.</Quote>
+
+</Section>
+
+<Section id="topic-3">
+
+### The first exercise: a p5.js sketch driving image synthesis, inside ComfyUI
+
+In one of Levin's introductory exercises — students' first exposure to the ComfyUI environment — they write a simple p5.js sketch directly inside ComfyUI, then use the shapes they draw, plus a text prompt, to guide a Stable Diffusion image synthesis. They document the pairs of images it produces: their JavaScript canvas drawing on the left, and the AI synthesis on the right. Having already spent a few weeks fighting to get nuance out of p5.js, they're tickled to get these results from simple shapes, and they learn a lot about how Stable Diffusion works.
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/p5-landscape.png" alt="p5.js ellipses guiding a Stable Diffusion synthesis" caption={`Some wide ellipses drawn in p5.js (left) guiding a Stable Diffusion synthesis with the prompt "rolling hills, foggy day" (right).`} />
+
+It runs on a node-based canvas that art students pick up quickly, because it works like tools they already know.
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/p5-workflow.png" alt="Template ComfyUI workflow using the ComfyUI-p5js-node" caption="The template ComfyUI workflow students receive. It uses the custom ComfyUI-p5js-node by Ben Fox. From Levin's 60-212 course repo." />
+
+*Try it yourself: [json file](https://media.comfy.org/website/customers/golan-levin/p5-in-comfy.json) (Comfy Local only)*
+
+</Section>
+
+<Section id="topic-4">
+
+### Many artists start off by using ComfyUI for generative AI. You use it differently.
+
+Maybe so. I'm interested in AI as a framework for expanded perception, so a lot of how I've used machine learning and computer vision over the past 25 years has been for image analysis, rather than image synthesis. Essentially, I use computer vision to understand video and images, and then use the information I extract to create new kinds of interactive experiences. In the classroom, I use ComfyUI to help teach students how to "see like a machine." So I have students use ComfyUI as a framework for analyzing images, not just generating them. For example, I ask them to take an input image and then use AI to compute new ones from it, such as a semantic segmentation ("which pixels belong to the elephant?") and a monocular depth estimate ("how far away is each pixel?"). Then the students build an interactive piece that interprets the original image, but using five channels of information instead of three: the usual red, green, and blue, plus depth, plus segmentation. In my demo project, the segmentation colors the elephant pink, and the background pixels change size based on how far away the AI thinks they are.
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/depth-segmentation.png" alt="Semantic segmentation and monocular depth analysis in ComfyUI" caption={`An input image analyzed inside ComfyUI: semantic segmentation and monocular depth, feeding a five-channel "Custom Pixel" exercise. From Levin's 60-212 course repo.`} />
+
+*Try it yourself: [demo project](https://editor.p5js.org/golan/sketches/-_cFmLtoP) · [lesson plan & workflow](https://github.com/golanlevin/60-212/tree/main/lectures/comfy/image_analysis#3-segment-the-image-with-ai)*
+
+*Workflow files: download the [.json](https://media.comfy.org/website/customers/golan-levin/image-analysis-workflow.json), or the [.png with the workflow embedded in its metadata](https://media.comfy.org/website/customers/golan-levin/image-analysis-workflow.png) (drag it into ComfyUI to load the graph).*
+
+<Quote>I want students to understand that AI is not only a tool for generating images. It's also a tool for perception, measurement, and analysis.</Quote>
+
+The computer vision tools built for this are usually aimed at developers and enterprises. They assume an engineering workflow. I wanted my art students to get to segmentation, depth, and tracking inside an environment they already think in, without standing up a production pipeline first.
+
+### What changed once ComfyUI was in the workflow?
+
+Two things. First, it runs on a node-based canvas that many art students already understand from environments like TouchDesigner, Max/MSP, and Grasshopper — except it runs in a browser and it's for AI. As a result, students can focus on the ideas behind machine learning workflows instead of first learning an entirely new interaction paradigm. Second, it collapses the distance between a research lab and a classroom.
+
+<Quote>There's a fast pipeline from the lab to your classroom. It's become commonplace for enthusiasts to convert AI research code into Comfy nodes, often within days of their release.</Quote>
+
+One of the most remarkable things about the ComfyUI ecosystem is how quickly new research becomes accessible. A computer-vision paper might appear at CVPR or ICCV, and within days someone in the community has wrapped it as a reusable ComfyUI node. For educators, that dramatically shortens the distance between a research laboratory and a classroom. Instead of spending weeks reconstructing an experimental software environment, students can begin exploring the underlying ideas almost immediately.
+
+The cloud matters for accessibility and equity, too. Most of my students don't have big GPU workstations, and I don't want their access to advanced tools to depend on the caliber of their personal hardware. Cloud platforms make it possible for everyone in a class to work in the same environment, with the same models, regardless of what laptop they happen to own.
+
+</Section>
+
+<Section id="topic-5">
+
+### In your advanced Experimental Capture studio, you've turned ComfyUI into a computer-vision lab.
+
+The goal of this course is to use technologies to help us see the world in new ways: the very fast, the very slow, the very small, the very large, and in spectra beyond human perception, like IR and UV. It's about cultivating the students' curiosity. But the limitation in this studio is hardware. We have one camera that can shoot 100,000 frames per second, one high-resolution thermal camera, and access to one electron microscope — but we've got 20 students. We can't always queue them all up for one exotic camera; it's a bottleneck.
+
+<Quote>I need to give them tools they can use to see the world in new ways, that they can all run on their own hardware.</Quote>
+
+ComfyUI allows students to use their own phones to ask questions they couldn't before. So they duct-tape their phone camera to a window, record the world going by, and then track things with the LocateAnything and SAM3 ComfyUI nodes, producing data files that distill what the camera saw. ComfyUI becomes a laboratory for computational observation, allowing students to ask questions of images and videos that would otherwise be difficult to formulate.
+
+### You also wrap niche research libraries into ComfyUI nodes yourself.
+
+One of the remarkable things about the ComfyUI ecosystem is the community that forms around it. There's a hero of mine on GitHub, Kijai, who keeps taking libraries from computer vision labs and turning them into ComfyUI nodes. He's made hundreds, probably doing more than anyone to turn lab-grade models into tools anyone can use. My students and I are starting to do this too. Niche is the right word. Right now I have my eye on a zoology lab that released a good library for tracking insect legs. The people who made it probably don't even know what ComfyUI is. But I want that algorithm for my students, and there's gotta be someone else out there who would love it too.
+
+### What's the bigger pattern you see in your students?
+
+My students are explorers. They see a new tool and immediately start wondering what else it could be connected to. They explore: I should be able to combine this thing with that other thing. That's the whole reason to give them a system they can build on, instead of a tool that tells them what they're allowed to do.
+
+<Quote>We're educating students who want to invent new forms and experiences, not just reproduce existing ones.</Quote>
+
+</Section>
+
+<Section id="topic-6" title="At a glance">
+
+<AtAGlance rows={[
+  { label: "Courses", value: "Intermediate Studio: Creative Coding (60-212); Experimental Capture (co-taught with Nica Ross)" },
+  { label: "Level", value: "Undergraduate (sophomore studio + advanced studio, ~20 students)" },
+  { label: "Setup", value: "Cloud-hosted ComfyUI; runs on students' own laptops" },
+  { label: "Core techniques", value: "p5.js-driven synthesis; semantic segmentation; monocular depth; LocateAnything + SAM3 tracking" },
+  { label: "Distinctive angle", value: "ComfyUI as computer-vision lab, not just a generator" }
+]} />
+
+</Section>
+
+<Section id="topic-7" title="Student work">
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/student-tippi.png" alt="Student work by Tippi Li" caption={`"nuclear explosion" by Tippi Li`} />
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/student-xiao.png" alt="Student work by Xiao Yuan" caption={`"Chinese painting, plants, ink, transparent" by Xiao Yuan`} />
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/student-aarnav.png" alt="Student work by Aarnav Patel" caption={`"NASA space image of a new cosmos detected" by Aarnav Patel`} />
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/student-jeffrey.png" alt="Student work by Jeffrey Wang" caption={`"Dream Scene Painting" by Jeffrey Wang`} />
+
+<Figure src="https://media.comfy.org/website/customers/golan-levin/student-kai.gif" alt="Student work by Kai Okorodudu" caption={`"Electric hand" by Kai Okorodudu`} />
+
+</Section>
+
+<AuthorBio people={[{ name: "Golan Levin", photo: "https://media.comfy.org/website/customers/golan-levin/author-golan.png" }]}>Golan Levin is a Professor of Computational Art at Carnegie Mellon University and co-author, with Tega Brain, of "Code as Creative Medium." This fall he is teaching two CMU courses with ComfyUI: "Intermediate Studio: Creative Coding" (60-212), built around p5.js, and "Experimental Capture," a studio in computational and expanded photography he co-teaches with Nica Ross. Levin is also widely known for interactive art installations driven by real-time machine vision, such as his [Augmented Hand Series](https://flong.com/archive/projects/augmented-hand-series/index.html) (2014), created with Kyle McDonald and Christine Sugrue.</AuthorBio>
+
+<EducationCta />

apps/website/src/content/customers/en/ina-conradi.mdx

@@ -0,0 +1,149 @@
+---
+title: "From Node Graph to Building Façade: how Ina Conradi's NTU students compose architectural-scale public art with ComfyUI"
+category: "CREATIVE CAMPUS SHOWCASE"
+description: "At NTU in Singapore, Ina Conradi's students compose 90-second films for building-sized LED walls that prompt boxes cannot render but ComfyUI can, work that travels from campus to Hangzhou's West Lake Media Façade and a million viewers a day."
+cover: "https://media.comfy.org/website/customers/ina-conradi/cover.png"
+order: 6
+sections:
+  - id: topic-1
+    label: "INTRO"
+  - id: topic-2
+    label: "THE CANVAS"
+  - id: topic-3
+    label: "WHY COMFYUI"
+  - id: topic-4
+    label: "THE 2026 BRIEF"
+  - id: topic-5
+    label: "STUDENT WORK"
+  - id: topic-6
+    label: "PUBLIC SCREENS"
+  - id: topic-7
+    label: "AT A GLANCE"
+---
+
+<Section id="topic-1">
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig1-quantum-logos.jpg" alt="Quantum Logos (Vision Serpent) on the Media Art Nexus LED screen" caption="Quantum Logos (Vision Serpent), Mark Chavez and Ina Conradi. Experimental animation, Media Art Nexus LED screen (15 m × 2 m), Singapore. Photo: Quek Jia Liang." />
+
+### Building an AI art pipeline from studio to screen
+
+Ina Conradi has written and taught NTU's two AI courses since 2022: DM2012, Explorations in AI-Generated Art (undergraduate), and AP7055, Art in the Age of the Creative Machine (postgraduate). Each runs about 30 students a semester. Working alongside her on the production pipeline is Mark Chavez, an animation veteran (DreamWorks, Rhythm & Hues) and early ComfyUI adopter. Together they co-curate the platform those courses build for: a 15-metre by 2-metre LED wall installed at NTU's North Spine in 2016 as Media Art Nexus, now run by NTU Museum as NTU Index and still taking new work each semester.
+
+Work from the wall has travelled to giant public screens in Singapore (Ten Square), Hangzhou, and Chongqing, and into collaborations with Bauhaus University, the University of the Arts Berlin, and the Elbphilharmonie in Hamburg.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig2-nature-sanctuary.jpg" alt="Nature Sanctuary 3000 on the West Lake Media Façade" caption="Nature Sanctuary 3000, Sowmya Sreeshna. Experimental animation, West Lake Media Façade (170 m × 18 m), Hangzhou, China. Photo: Limpid Art." />
+
+</Section>
+
+<Section id="topic-2">
+
+### Ina, your students don't make films for laptops. Why screens the size of buildings?
+
+Because the format teaches. A 90-second film at 6K across, in an 8:1 panorama, cannot be a lucky prompt. It has to be composed. And the screens are real: the strongest student work plays on NTU Index, our 15-metre by 2-metre wall on campus, and travels to urban façades in China and Europe through the City Digital Skin Art Festival (CDSA). When a student knows a million people a day might walk past their film in Hangzhou, the conversation about craft changes.
+
+### Mark, describe the canvas.
+
+Basically, we do compositions for really large media LED screens in Singapore and China. We have a screen that's eight by one in Singapore. It's 5,888 by 768 pixels.Students create images in the class, usually about 6K resolution across, a long landscape panorama. The output is 90-second short films. Two minutes, 90 seconds. I'm not going to change. I love that format because it's manageable within the class.
+
+</Section>
+
+<Section id="topic-3">
+
+### That format breaks most AI tools. What happened?
+
+Runway is one of the tools we use, on an educational plan that has worked well for the school. The constraint we hit is format: Runway works in 16:9, and our 6K panoramas fall outside that. Last semester Midjourney gave us trouble at our resolution, and the upscale was difficult. So we're expanding the palette and bringing in ComfyUI alongside what we already run.
+
+<Quote>ComfyUI gave the cleanest results. Upscaling to 8K at a 1-by-8 panorama after composition is genuinely hard, and ComfyUI is the only pipeline that lets students compose image, motion, and upscale models together.</Quote>
+
+### What about the budget side?
+
+Budget will keep being an issue. The school supports us well, but new tools arrive every semester and students want to try them and build their own pipelines. Monthly per-seat licenses don't fit how a semester runs. Running ComfyUI locally is hard for students: most laptops don't have a GPU with enough VRAM, and getting it working takes real trial and error. Many would rather work from home, but the hardware blocks them, so they come into the lab. Others used Comfy Cloud. It charges a subscription, but it still cost significantly less than the prepaid tools, and the results were better. Either way they're chasing the same thing: a pipeline they can keep working on, wherever they are.
+
+### Ina, you insist these courses are not about tools. What are they about?
+
+My class isn’t about teaching a single tool. It is the responsive system students interact with across platforms, directing, critiquing, and shaping outputs through ongoing dialogue. ComfyUI fits this: a node graph is an argument you can read, question, and rebuild. A prompt box is not. Singaporean students become technically fluent very fast. What they need from arts education is the language to question what they're making, not just the skill to make it.
+
+</Section>
+
+<Section id="topic-4">
+
+### Ina, the 2026 brief sends students to the ocean. What's the assignment?
+
+The project is The Liquid Commons: Bringing Ocean Science into Global Media Architecture, developed in dialogue with OceanX, the organization behind the OceanXplorer research vessel, and the CDSA 2026 festival theme. The brief is strict: do not illustrate the science, translate it. The 2026 cohort is the first to build these films in ComfyUI with Topaz upscaling, working towards two real deadlines at once. Their pieces are in consideration for the OceanX Summit in Singapore this October, and jury-selected works will screen during the City Digital Skin Art Festival on Hangzhou's West Lake Media Façade: 170 metres by 18 metres, around a million viewers a day.
+
+<Quote>The delivery spec tells you why the tooling matters: final exports at 5,888 × 768 px, 8K where required. That's the brief no prompt box can fill.</Quote>
+
+</Section>
+
+<Section id="topic-5">
+
+### Mark, what does the student work look like?
+
+About eight students have built their films through Comfy so far, and they're all pretty cool. They're surprising and insightful, because they're not limited by game-engine graphics. One student was the standout: he tried every model in Comfy and pushed the furthest.
+
+Three projects from the 2026 cohort show the range.
+
+**The Tao of Water** (Wang Zilin, AP7055) reads the ocean through the Tao Te Ching, a three-part arc from water to marine plant to void and back to origin. The pipeline moves from Pinterest research boards through Midjourney into ComfyUI, where Nano Banana extends single frames into seamless panoramas and Kling 3.0 animates first-frame-to-last-frame motion at full 5,888-pixel width, before a Premiere edit.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig3-tao-of-water.jpg" alt="The Tao of Water on the NTU Index screen" caption="The Tao of Water, Wang Zilin. Experimental animation, NTU Index screen (15 m × 2 m), Singapore. Photo: Quek Jia Liang." />
+
+**microscophony** (Jiin Ko, AP7055) fuses *microscopic* and *micropolyphony*, Ligeti's term for dense webs of voices that blur into a single cloud of sound. The source is based on OceanX microscope footage of deep-sea microbes, translated into the visual logic of graphic notation (Ligeti, Xenakis, Cardew) so the panorama becomes a listening score. Images ran through Midjourney and Nano Banana, video through ComfyUI with Vidu Q2, sound design in Ableton Live, with distinct sonic textures mapped to distinct visual forms.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig4-microscophony.jpg" alt="microscophony on the NTU Index screen" caption="microscophony, Jiin Ko. Experimental animation, NTU Index screen (15 m × 2 m), Singapore. Photo: Quek Jia Liang." />
+
+**GO! PLASTIC** (Jianwei Hoe, DM2012) is an ocean-plastics piece whose production log reads like studio paperwork, not prompt history. It opens with a one-line art direction (every project states its idea in a single line, with embedded irony, before a frame is generated), then walks through model selection, a platform-versus-local cost comparison (cost per clip and per scene on an RTX 5090 against a cloud B200, render times included), and a shot-by-shot sheet pairing every source image with its full prompt and settings.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig5-go-plastic.jpg" alt="GO! PLASTIC on the NTU Index screen" caption="GO! PLASTIC, Hoe Jianwei. Experimental animation, NTU Index screen (15 m × 2 m), Singapore. Photo: Quek Jia Liang." />
+
+</Section>
+
+<Section id="topic-6">
+
+### Ina, where does the work go after the classroom?
+
+Onto public screens, and into juried international competition. The City Digital Skin Art Festival was established in 2023, initiated by the China Academy of Art's School of Sculpture and Public Art and co-curated with Public Art Lab Berlin, MEET Digital Culture Center Milan, and NTU ADM, with a network of more than 29 art academies across China and Europe.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig6-cdsa-awards.jpg" alt="CDSA Festival award winners on the West Lake Media Façade" caption="CDSA Festival award winners, curators, and organizers. West Lake Media Façade (170 m × 18 m), Hangzhou, China. Photo: Limpid Art. Asia's largest high-definition outdoor screen" />
+
+The 2024 edition ran across 11 LED screens in 9 cities in 5 countries and reached over 100 million views. The 2025–2026 edition, themed Memory Coexistence, drew over 200 international submissions, with the top 40 selected by a 16-member jury. I curate the Singapore programme across NTU Index and the Ten Square landmark façade. A student composing at 6K in our classroom is composing for that circuit.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig7-crispr.jpg" alt="Crispr on the Ten Square Landmark Façade" caption="Crispr, Lee Chaewon. Experimental animation, Ten Square Landmark Façade (21.2 m × 14.4 m), Singapore. Photo: Quek Jia Liang." />
+
+NTU ADM students have already won at this level. At CDSA 2025, the majority of the top awards went to students from these two courses: Gold (Sun Yutong, *Echoes of Her*), Silver (Tan Yu Yan Cheerie, *Eternal Flux*), Bronze (Shah Pranjal Kirti, *Mumbai Miniatures*), Business (Ong Sze Ching, *Nuwa*), and Creative (Leah Chakola, *Caravan of Memory*). The courses have also taken NTU to Ars Electronica in Linz as the only Singapore campus partner since 2023, first with *Butterfly's Dreams* (2023, "Who Owns the Truth?") and then in 2025 with *Beyond the Screen*, a joint exhibition with the China Academy of Art and Bauhaus-Universität Weimar.
+
+### Mark, you spent a decade at DreamWorks. Why does this tool fit art students?
+
+I come from visual effects. I was at DreamWorks about ten years, then Rhythm & Hues, then the game industry and big interactive installations. I'm not a programmer, so I love ComfyUI.
+
+<Quote>Everybody I know who does graphics now is using this, because it's so adaptable. Sometimes we use Comfy as just a back end. That's what everybody's doing.</Quote>
+
+We got this large 15-metre by 2-metre screen in an art installation at the university, and it let us explore media and different techniques. We found students weren't technical enough to handle TouchDesigner, so they just started making movies. Then I started playing with AI, and now everything's AI. What I'd love next is templates custom-made for these screens.
+
+Take *Echoes, Whispers and Memories*, the piece Ina and I made. We don't use Comfy to spit out finished illustrations. We build workflows that keep recomposing the image, breaking it apart and putting it back together so it evolves on screen, which is the whole point: entropy, memory, things falling apart and reforming. Then we push those outputs into real-time and projection systems for big rooms, places like Ars Electronica's Deep Space 8K and MEET in Milan.
+
+<Figure src="https://media.comfy.org/website/customers/ina-conradi/fig8-echoes.jpg" alt="Echoes, Whispers and Memories at Ars Electronica Deep Space 8K" caption="Echoes, Whispers and Memories, Mark Chavez and Ina Conradi. AI-generated immersive installation using ComfyUI, Deep Space 8K, Ars Electronica, Linz, Austria. Photo: Wolfgang Simlinger." />
+
+### The signal from the industry
+
+<Quote>I hear from my students looking for internships or jobs that the first question over there is, "Do you know Comfy?" Because they want to hire kids who know the pipeline.</Quote>
+
+</Section>
+
+<Section id="topic-7" title="At a glance">
+
+<AtAGlance rows={[
+  { label: "Institution", value: "Nanyang Technological University, School of Art, Design and Media (Singapore)" },
+  { label: "Courses", value: "DM2012: Explorations in AI-Generated Art (UG) and AP7055: Art in the Age of the Creative Machine (PG), written and taught by Ina Conradi since 2022; ~30 students/semester" },
+  { label: "The canvas", value: "6K-wide, 8:1 LED walls in Singapore and China; NTU Index wall on campus (15 m × 2 m, 5,888 × 768 px)" },
+  { label: "Core technique", value: "ComfyUI compositions with Topaz upscaling for ultra-wide panoramic output; production logs with per-clip cost and prompt sheets" },
+  { label: "Why Comfy won", value: "Hosted tools locked to 16:9; upscaling to 8K at a 1-by-8 panorama after composition needed a multi-model pipeline; per-seat monthly renewals didn't fit the semester" }
+]} />
+
+</Section>
+
+<AuthorBio label="About the authors" people={[
+  { name: "Ina Conradi", photo: "https://media.comfy.org/website/customers/ina-conradi/author-ina.jpg", bio: `Ina Conradi is an artist and curator based between Singapore and Los Angeles. She is founding faculty at NTU's School of Art, Design and Media (est. 2005), where she has written and taught the school's AI courses since 2022. Her film Moirai: Thread of Life won Best in Show at the SIGGRAPH Asia Computer Animation Festival 2023, a first for Singapore.` },
+  { name: "Mark Chavez", photo: "https://media.comfy.org/website/customers/ina-conradi/author-mark.jpg", bio: `Mark Chavez is an animator, director, and founding faculty at NTU's School of Art, Design and Media in Singapore. After a decade at DreamWorks Animation and visual effects work at the original Rhythm & Hues Studios, he established NTU's Digital Animation area (2005) and an animation research think-tank funded by Singapore's National Research Foundation and the Media Development Authority.` }
+]} />
+
+<EducationCta />

apps/website/src/content/customers/en/kathy-smith.mdx

@@ -0,0 +1,138 @@
+---
+title: "Built for AI: Prof. Kathy Smith on USC's Expanded Animation program and ComfyUI"
+category: "CREATIVE CAMPUS SHOWCASE"
+description: "Inside the experimental USC MFA that put AI into animation pedagogy from day one, and the student pipelines it produced."
+cover: "https://media.comfy.org/website/customers/kathy-smith/cover.png"
+order: 8
+sections:
+  - id: topic-1
+    label: "THE PROGRAM"
+  - id: topic-2
+    label: "TEACHING WITH AI"
+  - id: topic-3
+    label: "WHY COMFYUI"
+  - id: topic-4
+    label: "STUDENT WORK"
+  - id: topic-5
+    label: "AT A GLANCE"
+  - id: topic-6
+    label: "WHAT'S NEXT"
+---
+
+<Section id="topic-1">
+
+### You built the Expanded Animation program in 2022 specifically to put AI into the curriculum from day one. What did you see that other programs missed?
+
+We created Expanded Animation: Research and Practice specifically to focus on creative process and AI as part of how animators learn to make work. The thesis at the start was that AI was going to reshape animation as a medium, and the question was not whether to teach it but how to embed it in the curriculum so students learn it as part of their creative process rather than as a separate technical specialty.
+
+USC's School of Cinematic Arts already had decades of cinematic storytelling tradition. What we did with XA was put AI inside that tradition. The conceptual thinking, the storytelling, the cinematic history come first. AI is one of the many tools available to them, sitting alongside hand-drawing, paint, 3D, and live-action footage. Students do not learn AI in one course and animation in another. They learn both side by side.
+
+The students who arrive at the program are usually self-selected for it. They show up technically fluent, with their own GPU-equipped laptops. What we offer them is the storytelling, the cinematic history, and the conceptual frame. They bring the technical nimbleness.
+
+<Quote>They are way ahead of the curve. They are ahead of the faculty in the way they work, technically, but not so much artistically. That is what we are there to deliver.</Quote>
+
+<Figure src="https://media.comfy.org/website/customers/kathy-smith/usc-campus.png" alt="USC School of Cinematic Arts" caption="USC School of Cinematic Arts. Source: USC Today" />
+
+</Section>
+
+<Section id="topic-2">
+
+### How do you actually structure an AI assignment? Walk us through one.
+
+In my Animation, Dreams, and Consciousness class, I have the students document their dreams and then use the dream as the source. Some of them draw, some of them write. The dream becomes the prompt, and they generate the image and emotion of the dream. I love when you get six fingers and weird stuff happening in the algorithms. Our human perception in dreams is often doing the same thing. Therefore, AI is evolving and dreaming with us.
+
+That structure is deliberate. The students are not asking the model to produce work for them. They are using it as a layer of their process, alongside hand-drawing and painting and 3D rendering and live-action footage. The work that comes out is theirs because the creative decisions are theirs. The tool just gives them new ways to reach what they were trying to make.
+
+There is a fear factor around AI, and I understand it. There has been a lot of scraping of artists' work, and that conversation is real and is going to take time to resolve. But I have been working with AI conceptually since 1998, and the way I describe the data sets to my students is that they are a repository of all of our creation. It is like the collective unconscious of the human mind. Artists have always drawn from everything around them.
+
+<Quote>What really matters is what the artist does with it, *intentionality*.</Quote>
+
+</Section>
+
+<Section id="topic-3">
+
+### Why does ComfyUI specifically fit the way your students work?
+
+It is the node-based system. Those who have done Houdini feel very at home in Comfy. You can work with the prompts, but it is very visual. That is what they are used to. They are not asking a black box for an output. They are building a workflow.
+
+And it stays in its lane. The students are not using Comfy to make AI art. They are using Comfy as one node graph alongside Blender, hand-drawn frames, paint, and live-action footage. The reason it fits is that it does not try to be the whole pipeline. It is one stage of a creative practice that still has cinema at its core.
+
+What also matters is that Comfy is open and inspectable. The students can see what the model is doing at each step, fork a workflow, swap a sampler, drop in a custom node, and share what they built with the next cohort. That is closer to how an animation studio tradition has always behaved, with techniques passed along and improved rather than hidden behind a paywall.
+
+They also work across whatever hardware they have: Comfy Cloud at home and when they are mobile, the portable version on their personal laptops, and the research computer in my office for the high-end runs. Animation students do not sit in one cubicle for a thesis project. They work everywhere.
+
+</Section>
+
+<Section id="topic-4">
+
+### Tell us about the work coming out of the program.
+
+The pattern shows up across the cohort: the AI is in service of the cinematic story, not in place of it. Three students walked us through how Comfy actually sits inside their pipelines.
+
+#### Sijia Zheng — Ori & Kiddo
+
+<Figure src="https://media.comfy.org/website/customers/kathy-smith/ori-kiddo.png" alt="Sijia Zheng, Ori & Kiddo" />
+
+**What Comfy enabled:** an oil-paint, brush-stroke dream look that "other AI tools cannot possibly make," held consistent across shots with IP-Adapter style transfer and a custom LoRA.
+
+*Ori & Kiddo* follows two ghosts who, after the universe dies, search for old human memories, rediscover love, and reverse the universe back into being. Most of the film is hand-drawn 2D. Comfy enters in the dream sequences, where the ghost Kiddo dreams of past lives and the look had to be unlike anything else in the film. Sijia drew stylized reference images first, then used them as the style reference over video clips through an IP-Adapter workflow to produce long, oil-painted, brush-stroke sequences. The same control shows up in shots where Sijia appears on screen: real footage, masked in Comfy to change the haircut and swap the background. For a look that has to stay locked, Sijia trains a LoRA and runs it through Comfy.
+
+Sijia found Comfy in early 2025 while hunting for a style-transfer tool that Midjourney and DALL-E could not deliver, testing it on a stylized animated-film-look conversion.
+
+<Quote>It totally broke my mind. Most of the time, I think I'll just stand on other people's shoulders. The workflows are already pretty amazing, and I'll base on the workflows and add something that I want.</Quote>
+
+Since *Ori & Kiddo*, Sijia has taken the same Comfy-anchored workflow into professional commercial video work, on deadlines as tight as four days.
+
+#### Ion Yunyang Li — L1LY
+
+<Figure src="https://media.comfy.org/website/customers/kathy-smith/l1ly.gif" alt="Ion Yunyang Li, L1LY" />
+
+**What Comfy enabled:** a repeatable multi-step pipeline that drops the filmmaker into a photorealistic world, because "a sequence of a prompt is not the only thing you need."
+
+Ion taught himself ComfyUI in early 2025, from tutorials in the generative-AI community, and built his most distinctive Comfy work in a body-and-environment project: start from 3D-model stills, convert them to a pencil-sketch style so the model would not over-study the original 3D aesthetic, generate photorealistic frames from the sketches, build character T-poses, composite himself into the scene, and animate the stills with a video model.
+
+<Quote>A sequence of a prompt is not the only thing you need. You need many different settings, and it is very hard to redo those settings every time.</Quote>
+
+What he values as much as the pipeline is where it can run: the same Comfy setup moves across a workstation in his school cubicle, a remote session from his apartment laptop, and fully cloud-based instances, depending on where he is.
+
+#### Sihan Wu — Scary Coaster
+
+<Figure src="https://media.comfy.org/website/customers/kathy-smith/scary-coaster.gif" alt="Sihan Wu, Scary Coaster" />
+
+**What Comfy enabled:** roughly 100 hand-drawn keyframes carried through a single workflow so a two-to-three-minute film stays visually consistent, on his first-ever AI project.
+
+*Scary Coaster* (December 2024) was Sihan's first project ever made with AI. Coming from a digital-media and game-development undergrad, Sihan joined Professor Smith's Expanded Animation class and wanted something more controllable than the prompt-only tools on offer. The workflow he built: draw roughly 100 rough keyframes by hand, run them through Comfy to find a stylized Chinese-horror look, pick the favorite, then generate the in-betweens to produce the full sequence.
+
+<Quote>I want to have a more controllable flow. I don't want to just use prompts and generate random images. I just use one workflow to create the whole two or three minutes, and I can make everything look very consistent.</Quote>
+
+Sihan is honest that the on-ramp was steep: learning from the official ComfyUI GitHub workflows, combining them, and debugging Python environments along the way. His ask was specific: an official, beginner-to-advanced tutorial series. And his view on where AI should head next was equally specific: aim it at "the very time-consuming but not that creative process, like creating in-betweens," and leave the creative decisions to the artist.
+
+</Section>
+
+<Section id="topic-5" title="At a glance">
+
+<AtAGlance rows={[
+  { label: "Program", value: "Expanded Animation: Research + Practice (XA), USC School of Cinematic Arts" },
+  { label: "Founded", value: "2022, AI embedded in the MFA curriculum from day one" },
+  { label: "Setup", value: "Students' own GPU laptops + Comfy Cloud + lab research machine" },
+  { label: "Core techniques", value: "IP-Adapter style transfer, custom LoRAs, masked compositing, keyframe-to-in-between pipelines" },
+  { label: "Outcomes", value: "Amazing student works from Sihan, and Ion, Sijia" }
+]} />
+
+</Section>
+
+<Section id="topic-6">
+
+### What excites you about where this is going?
+
+I have a philosophy that everyone is an artist. They just forget that they are an artist. Creativity drives everything, and the tools we are getting now make it possible for more people to find that capacity in themselves. ComfyUI, because it is node-based and visual and open, gives non-programmers a way forward that is honest about how the model works. It does not pretend the AI is doing something magical. It shows the artist what is happening at each step.
+
+The two basic rights of human life are health and education. The work Comfy is doing on the education side is touching something integral. The students who came through XA are already extending the work in directions the program did not anticipate, and the next generation of educators and students will keep doing the same.
+
+<Quote>Everyone is an artist. They just forget that they are an artist.</Quote>
+
+</Section>
+
+<AuthorBio people={[{ name: "Kathy Smith", photo: "https://media.comfy.org/website/customers/kathy-smith/kathy-smith.jpg", bio: `Kathy Smith is Professor of Cinematic Arts at USC's School of Cinematic Arts and inaugural director (2022-2023) of Expanded Animation: Research + Practice (XA), the experimental MFA program she helped found in 2022 to integrate AI into animation pedagogy from the first day of the degree. To date she is the longest-serving chair of combined USC animation programs and has been exploring concepts of AI in her creative practice since 1998.` }]} />
+
+<EducationCta />