diff --git a/.gitea/workflows/adversarial-review.yml b/.gitea/workflows/adversarial-review.yml
new file mode 100644
index 0000000..6b04e80
--- /dev/null
+++ b/.gitea/workflows/adversarial-review.yml
@@ -0,0 +1,92 @@
+# Gadfly — agentic adversarial PR reviewer (https://gitea.stevedudenhoeffer.com/steve/gadfly).
+#
+# Runs the published Gadfly image (pinned to an immutable :sha- tag — act_runner
+# caches :latest, and this build is what carries foreman provider-type support)
+# as a specialist swarm and posts
+# ONE consolidated review comment as gitea-actions. Advisory only — never blocks a
+# merge. This reviews majordomo PRs with 9 ollama-cloud models + M1/M5 Macs
+# (3-lens suite). Gadfly is a simple system — findings are advisory; always
+# double-check before acting.
+
+name: Adversarial Review (Gadfly)
+
+on:
+  pull_request:
+    types: [opened, reopened, ready_for_review]
+  issue_comment:
+    types: [created]
+  workflow_dispatch:
+    inputs:
+      pr_number:
+        description: "PR number to review"
+        required: true
+
+permissions:
+  contents: read
+  issues: write
+  pull-requests: write
+
+concurrency:
+  group: gadfly-${{ github.event.issue.number || github.event.pull_request.number || github.event.inputs.pr_number }}
+  cancel-in-progress: true
+
+jobs:
+  review:
+    # Security: only trusted users may trigger a secret-bearing run via a PR
+    # comment (pull_request + workflow_dispatch are already trusted). Mirrors
+    # GADFLY_ALLOWED_USERS, the in-container belt-and-suspenders check.
+    if: >-
+      github.event_name != 'issue_comment'
+      || (github.event.issue.pull_request
+          && (github.actor == 'steve'
+              || github.actor == 'fizi'
+              || github.actor == 'dazed'))
+    runs-on: ubuntu-latest
+    # Full fleet: 9 cloud (lens fan-out) + M1/M5 Macs via foreman. The slow local
+    # lanes dominate wall time, so allow plenty of headroom.
+    timeout-minutes: 90
+    steps:
+      - uses: docker://gitea.stevedudenhoeffer.com/steve/gadfly:sha-d7f364d
+        env:
+          GITEA_API: ${{ github.server_url }}/api/v1/repos/${{ github.repository }}
+          GITEA_TOKEN: ${{ secrets.GITEA_TOKEN }}
+          OLLAMA_CLOUD_API_KEY: ${{ secrets.OLLAMA_CLOUD_API_KEY }}
+          # Local Macs, reached through their foreman queues (native Ollama on the
+          # wire). GADFLY_ENDPOINT_M1 registers provider "m1", _M5 registers "m5",
+          # each a foreman-preset Ollama client at the secret's URL, of the form:
+          #   foreman|https://<foreman-host>|<token>
+          # Needs an image with foreman provider-type support (this one). If a Mac
+          # is offline that model's comment shows an error and the others still post.
+          # (Gitea secrets aren't auto-exposed — map each explicitly.)
+          GADFLY_ENDPOINT_M1: ${{ secrets.GADFLY_ENDPOINT_M1 }}
+          GADFLY_ENDPOINT_M5: ${{ secrets.GADFLY_ENDPOINT_M5 }}
+          # Full fleet: 9 cloud + M1 Pro + M5 Max. Cloud concurrency lives in the
+          # LENSES: cloud models run a few at a time (ollama-cloud=3) with their 3
+          # lenses concurrent (LENS ollama-cloud=3) so comments land sooner; each
+          # Mac runs one model, lenses serial (its foreman queue serializes anyway).
+          # All three provider lanes run parallel.
+          GADFLY_MODELS: "minimax-m3:cloud,glm-5.2:cloud,glm-5.1:cloud,kimi-k2.7-code:cloud,deepseek-v4-pro:cloud,nemotron-3-super:cloud,gpt-oss:120b-cloud,qwen3-coder:480b-cloud,gemma4:cloud,m1/qwen3:14b,m5/qwen3.6:35b-mlx"
+          GADFLY_PROVIDER_CONCURRENCY: "ollama-cloud=3,m1=1,m5=1"
+          GADFLY_PROVIDER_LENS_CONCURRENCY: "ollama-cloud=3"
+          # Default => the 3-lens suite (security, correctness, error-handling).
+          # Set the repo var GADFLY_SPECIALISTS to override (csv / "all" / "auto").
+          GADFLY_SPECIALISTS: ${{ vars.GADFLY_SPECIALISTS || 'security,correctness,error-handling' }}
+          # Per-lens deadline + bounded steps so the slow local models stay sane.
+          GADFLY_TIMEOUT_SECS: "600"
+          GADFLY_MAX_STEPS: "14"
+          # Allow-list for the comment trigger (mirrors the job-level if: guard).
+          GADFLY_ALLOWED_USERS: "steve,fizi,dazed"
+          # --- findings telemetry: POST runs + findings to the gadfly-reports store ---
+          # Advisory & off unless GADFLY_FINDINGS_URL is set; failures only log to
+          # stderr and never affect the review. GADFLY_REPO / GADFLY_PR are derived
+          # in-container; the URL + token are user-scope secrets.
+          GADFLY_FINDINGS_URL: ${{ secrets.GADFLY_FINDINGS_URL }}
+          GADFLY_FINDINGS_TOKEN: ${{ secrets.GADFLY_FINDINGS_TOKEN }}
+          # --- event context (leave as-is) ---
+          EVENT_NAME: ${{ github.event_name }}
+          PR: ${{ github.event.pull_request.number || github.event.issue.number || github.event.inputs.pr_number }}
+          PR_BRANCH: ${{ github.head_ref }}
+          IS_DRAFT: ${{ github.event.pull_request.draft }}
+          COMMENT_BODY: ${{ github.event.comment.body }}
+          COMMENT_ID: ${{ github.event.comment.id }}
+          ACTOR: ${{ github.actor }}