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+# ATR vs Defender baseline (Garak + PINT)
+
+A reproducible baseline on Garak (adversarial recall) and the Lakera PINT set
+(precision / recall / F1), following the discussion in
+[issue #66](https://github.com/StackOneHQ/defender/issues/66) and
+[PR #75](https://github.com/StackOneHQ/defender/pull/75).
+
+ATR-only numbers were contributed by [@eeee2345](https://github.com/eeee2345).
+Defender columns were filled locally against the **same corpora** with
+`@stackone/defender` (`blockHighRisk: true` → positive when `allowed === false`).
+
+## What was measured
+
+- **ATR**: [`agent-threat-rules`](https://github.com/Agent-Threat-Rule/agent-threat-rules)
+  v3.5.7, 714 rules, commit [`1831d0d5`](https://github.com/Agent-Threat-Rule/agent-threat-rules/commit/1831d0d5) on `main`.
+  Numbers below are pinned to that commit; rerun the scripts against a newer
+  commit for a current figure — the ruleset grows over time.
+- **Defender**: local `@stackone/defender` (post-0.7.2 workspace build).
+  - **Tier 1**: `enableTier1: true`, `enableTier2: false`
+  - **Tier 1+2**: `enableTier1: true`, `enableTier2: true` (default cascade)
+- **Garak**: the public in-the-wild jailbreak corpus plus a 23-family sweep
+  (3,475 samples). Two families are excluded from the headline recall number:
+  `snowball` (1,500 reasoning-error probes, not agent-attack payloads) and
+  `harmbench` (200 raw harmful-intent completions, out of ATR's agent-attack
+  scope). In-scope = 1,775 samples across 21 families.
+- **PINT**: Lakera's public Prompt Injection Test set (850 samples: 451 attack /
+  399 benign) — the only corpus here with a real, measured precision number
+  (not `precision = 1` by construction, as on an all-adversarial set).
+
+## Reproduce
+
+### ATR
+
+```bash
+git clone https://github.com/Agent-Threat-Rule/agent-threat-rules
+cd agent-threat-rules && git checkout 1831d0d5
+npm ci && npm run build
+npx tsx scripts/run-garak-full-benchmark.ts   # -> data/garak-benchmark/garak-full-report.json
+npx tsx src/eval/run-pint-benchmark.ts        # -> data/pint-benchmark/pint-eval-report.json
+```
+
+The ATR eval harness is not shipped in the published npm package (`dist` /
+`spec` / `rules` only), so reproducing requires the repo checkout above rather
+than `npm install agent-threat-rules`.
+
+### Defender
+
+Use the same corpus JSON under the ATR checkout (`data/test-corpora/garak-full/`,
+`data/pint-benchmark/pint-corpus.json`) and call `createPromptDefense` +
+`defendToolResult` with `blockHighRisk: true`. Count a positive when
+`result.allowed === false`. Run once with `enableTier2: false` (Tier 1) and
+once with Tier 2 enabled (Tier 1+2).
+
+## Results
+
+### Garak — recall
+
+| Engine | In-scope (21 families, 1,775) | Overall (23 families, 3,475) |
+| :-- | :-- | :-- |
+| **ATR** | **74.4%** (1,321 / 1,775) | 38.2% (1,329 / 3,475) |
+| **Defender Tier 1** | 33.5% (595 / 1,775) | 17.1% (595 / 3,475) |
+| **Defender Tier 1+2** | **76.8%** (1,363 / 1,775) | 41.7% (1,448 / 3,475) |
+
+ATR strongest families (reported in #75): `autodan` 100%, `sysprompt_extraction`
+100%, `dan` 87.7%, `inthewild` 87.5%, `agent_breaker` 85.7%. Weakest in-scope:
+`latentinjection` 34.4%; `badchars` / `malwaregen` / `sata` / `smuggling` ~12.5%
+each (small families, 16 samples each).
+
+### PINT — precision / recall / F1
+
+| Engine | Precision | Recall | F1 | Confusion |
+| :-- | :-- | :-- | :-- | :-- |
+| **ATR** | **99.7%** | 63.6% | 77.7% | TP=287, FP=1, TN=398, FN=164 |
+| **Defender Tier 1** | **100%** | 12.9% | 22.8% | TP=58, FP=0, TN=399, FN=393 |
+| **Defender Tier 1+2** | 82.1% | **87.6%** | **84.8%** | TP=395, FP=86, TN=313, FN=56 |
+
+ATR's single false positive is a documented known case (`pint-0121`). Defender
+Tier 1+2 false positives on this set are concentrated on benign (often
+non-English) chat-style prompts — distribution shift vs tool-result traffic.
+
+## Reading the numbers honestly
+
+- Garak measures **recall** on adversarial-only corpora, so it says nothing
+  about false positives; PINT is the only line here with a real precision
+  number because it carries benign samples.
+- The overall-Garak figures include two families outside ATR's stated scope;
+  **in-scope recall** is the number to compare across engines.
+- Report **both** Defender Tier 1 and Tier 1+2 — a single “Defender” cell is
+  misleading. Tier 1 is a small curated regex pack (~57 patterns); Tier 2
+  carries most recall on these chat/jailbreak sets.
+- ATR leads on **PINT precision**; Defender Tier 1+2 leads on **PINT recall/F1**
+  and is roughly tied with ATR on **Garak in-scope recall**.
+- These corpora are jailbreak/PINT-shaped, not tool-result payloads. An FP
+  check on tool-like benign data (emails, API JSON, documents) is still needed
+  before deciding on an opt-in ATR pack (see surface-fit discussion in #66).