{
  "video_id": "22da4ec349198dee",
  "channel": "hnrss-org-show",
  "title": "Show HN: We post-trained a model that pen tests instead of refusing your code",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 3.0,
  "effective_score": 3.0,
  "verdict": "promote",
  "one_line_reason": "Post-trained offensive-security model with runtime-enforced safety guards (Go harness), multi-agent swarm architecture, deterministic control layer below model—direct Aria relevance for agent safety patterns, memory isolation, and production deployment.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002159,
  "triaged_at": "2026-06-09T15:02:02.979843+00:00"
}