From 8b26431897256a13ef9818f706668e8967bf93d5 Mon Sep 17 00:00:00 2001
From: artale <arosstale1@gmail.com>
Date: Sun, 5 Jul 2026 14:01:54 +0200
Subject: [PATCH] docs: review T3MP3ST and pxpipe as advisory external projects
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

T3MP3ST (elder-plinius, AGPL-3.0): autonomous red-teaming framework.
verify-claims pattern (24/24 green) validates fable-agent's receipt-first approach.
Keyless, model-agnostic — same philosophy as fable-agent.

pxpipe (teamchong, MIT): renders text context as images for ~59-70% token cut.
Relevant for pipeline token compression, but lossy on byte-exact content.
Escape hatch pattern (lossless routing) applicable.
---
 .../T3MP3ST-pxpipe-advisory-map-20260705.json | 76 +++++++++++++++++++
 1 file changed, 76 insertions(+)
 create mode 100644 docs/receipts/T3MP3ST-pxpipe-advisory-map-20260705.json

diff --git a/docs/receipts/T3MP3ST-pxpipe-advisory-map-20260705.json b/docs/receipts/T3MP3ST-pxpipe-advisory-map-20260705.json
new file mode 100644
index 0000000..fc93f0c
--- /dev/null
+++ b/docs/receipts/T3MP3ST-pxpipe-advisory-map-20260705.json
@@ -0,0 +1,76 @@
+{
+  "schema": "fable.research_map.receipt.v1",
+  "createdAt": "2026-07-05T14:01:00.000Z",
+  "taskLabel": "T3MP3ST-pxpipe-advisory-map",
+  "task": "Review T3MP3ST (autonomous red-teaming framework by elder-plinius) and pxpipe (context-to-image token compression by teamchong) for fable-agent applicability",
+  "source": {
+    "classification": "external-project-review",
+    "items": [
+      "https://github.com/elder-plinius/T3MP3ST",
+      "https://github.com/teamchong/pxpipe"
+    ],
+    "contentVerified": true,
+    "liveVerification": "GitHub API metadata + raw README fetched at review time"
+  },
+  "externalProjectReviews": [
+    {
+      "repo": "elder-plinius/T3MP3ST",
+      "stars": 815,
+      "license": "AGPL-3.0",
+      "description": "Multi-agent offensive-security meta-harness for autonomous red-teaming",
+      "keyFindings": [
+        "Uses 'verify-claims' pattern (24/24 green) — every headline recomputed from committed data. Identical to fable-agent's receipt-first philosophy.",
+        "Keyless — uses the AI coding agent already on the machine as backbone. Same as fable-agent's model-agnostic pipeline.",
+        "90.1% pass@1 on XBEN security benchmark across 104 challenges.",
+        "War Room UI + CLI interface for multi-agent kill chain (recon > exploit > report).",
+        "AGPL-3.0 license — copyleft, incompatible with MIT codebase. Cannot merge code."
+      ],
+      "relevantPatterns": [
+        "verify-claims mechanism (re-derivable measurement from committed artifacts)",
+        "Receipt-first claim validation (same as fable-agent)",
+        "Keyless agent-agnostic design (same as fable-agent)"
+      ],
+      "constraints": ["AGPL-3.0 license prevents code merging", "Security domain differs from agent harness domain"],
+      "safeToVendor": false,
+      "decision": "learn-only pattern — verify-claims mechanism validates fable-agent's approach"
+    },
+    {
+      "repo": "teamchong/pxpipe",
+      "stars": 2364,
+      "license": "MIT",
+      "description": "Cut Fable 5 token usage by rendering text context as images — ~59-70% lower token bill",
+      "keyFindings": [
+        "Renders dense text (code, JSON, tool output) as compact PNGs — ~3.1 chars per image-token vs ~1 char per text-token",
+        "Proven on real Claude Code traffic: 10/10 SWE-bench Lite both arms at -65% request size",
+        "Lossy for byte-exact content: 13/15 hex strings on Fable 5, 0/15 on Opus — silent confabulations on misses",
+        "Optional: profitability gate images only where math wins (calibrated on N=391 rows)",
+        "Escape hatch: subagents on non-allowlisted models pass through as text"
+      ],
+      "relevantPatterns": [
+        "Token compression for dense pipeline context (repo maps, tool docs, system prompts)",
+        "Profitability gate (only image when compression wins) — applicable to fable-agent's runAgent callback",
+        "Lossy vs lossless routing — byte-exact content (hashes, IDs) stays text"
+      ],
+      "constraints": [
+        "Lossy compression risks silent confabulations on repo map hashes/IDs",
+        "Requires rendering pipeline (Pillow/canvas) — add dependency",
+        "Fable-5-optimized; may not translate to DeepSeek/Gemma vision capabilities"
+      ],
+      "safeToVendor": true,
+      "decision": "advisory — token compression pattern is relevant, but lossy nature requires careful routing"
+    }
+  ],
+  "fableAgentAlignment": [
+    "T3MP3ST's verify-claims validates fable-agent's receipt-first approach — same philosophy, different domain",
+    "pxpipe's token compression could apply to fable-agent's pipeline: the runAgent callback sends repo maps + system prompts + tool docs — all dense text prime for compression",
+    "But: repo map contains file paths and structure — if compression is lossy on paths, the model sees wrong structure",
+    "Lossless routing (pxpipe's escape hatch) could keep byte-exact content in text and image only what's compressible"
+  ],
+  "skipped": [
+    "actual integration or vendoring of either repo",
+    "benchmark comparisons",
+    "deploy actions"
+  ],
+  "deployAttempted": false,
+  "autoPatchProven": false
+}