diff --git a/.gitea/workflows/ai-review.yml b/.gitea/workflows/ai-review.yml
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--- a/.gitea/workflows/ai-review.yml
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-# pragent pilot — AI Review workflow template.
-#
-# Copy this file into the repo you want reviewed as:
-#   .gitea/workflows/ai-review.yml
-#
-# Prerequisites (see pilot/README.md):
-#   1. pragent-bot added as a collaborator with Write access.
-#   2. repo secret PRAGENT_BOT_TOKEN set to the bot's access token.
-#
-# Reviews fire ONLY on PRs carrying the `AI-REVIEW` label. Remove the label to
-# stop a re-review on subsequent pushes. The job is fail-open (never blocks CI).
-
-name: AI Review
-
-on:
-  pull_request:
-    types: [opened, synchronize, reopened, labeled]
-
-jobs:
-  review:
-    # Only run when the PR has the AI-REVIEW label. Acts as a cheap gate: no
-    # model call, no cost, when the label is absent.
-    if: contains(github.event.pull_request.labels.*.name, 'AI-REVIEW')
-    runs-on: ubuntu-latest
-    steps:
-      - name: Run pragent pilot review
-        env:
-          GITEA_API: http://gitea-http.gitea.svc.cluster.local:3000
-          GITEA_REPOSITORY: ${{ github.repository }}
-          PR_INDEX: ${{ github.event.pull_request.number }}
-          PR_TITLE: ${{ github.event.pull_request.title }}
-          PR_BODY: ${{ github.event.pull_request.body }}
-          PRAGENT_BOT_TOKEN: ${{ secrets.PRAGENT_BOT_TOKEN }}
-          PRAGENT_SHA: ${{ github.event.pull_request.head.sha }}
-          # On-network model: headroom proxy on kubernets (tailnet IP).
-          OLLAMA_URL: http://100.74.17.70:8789
-          OLLAMA_MODEL: glm-5.2:cloud
-          OLLAMA_MAX_TOKENS: "6000"
-          DIFF_MAX_CHARS: "150000"
-        run: |
-          set -e
-          # Fetch the reviewer script from the pragent repo (private → bot token).
-          curl -fsS -H "Authorization: token $PRAGENT_BOT_TOKEN" \
-            "$GITEA_API/api/v1/repos/gitea_admin/pragent/raw/pilot/ai_review.py?ref=main" -o ai_review.py
-          python3 ai_review.py
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