{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "raw_signal",
  "id": "tg-2588",
  "slug": "verifiability-is-an-ai-product-feature",
  "title": "Verifiability is an AI product feature",
  "description": "Hamel Husain's eval-smell framework treats missing traces, weak rubrics, and unverifiable outputs as product defects.",
  "observed_at": "2026-07-02",
  "why_it_matters": "Teams cannot improve or safely automate a workflow when they cannot inspect the evidence, trajectory, and failure mode behind an output.",
  "novelty": "structural",
  "verification_level": "source-inspected",
  "signal_type": "field-report",
  "evidence_kind": "mixed",
  "status": "published",
  "telegram_message_id": 2588,
  "telegram_url": "https://t.me/qwgai/2588",
  "topics": [
    "evals",
    "observability",
    "ai-product"
  ],
  "entities": [
    "Hamel Husain"
  ],
  "related_patterns": [],
  "source_urls": [
    "https://hamel.dev/blog/posts/eval-smell"
  ],
  "import_batch": "telegram-2026-07-17-v1",
  "routes": {
    "html": "https://newruntime.com/signals/verifiability-is-an-ai-product-feature/",
    "markdown": "https://newruntime.com/signals/verifiability-is-an-ai-product-feature.md",
    "json": "https://newruntime.com/signals/verifiability-is-an-ai-product-feature.json"
  },
  "source_format": "telegram-export-normalized-json"
}