{
  "schema": "vqv.terminal.bucket.v1",
  "generated_at": "2026-09-22T05:25:42.033945+00:00",
  "bucket": {
    "key": "claude-3",
    "name": "Claude-3",
    "type": "models",
    "count": 1,
    "latest_seen_at": "2026-09-19T21:10:45+00:00",
    "strong_count": 1,
    "signals": [
      {
        "title": "Triggers and Diagnostics for LLM-Based Interpretability Failures in Active Inference Agents",
        "summary": "LLM explainers are increasingly attached to autonomous agents as runtime oversight, with operators reading a generated account of the agent's beliefs and actions rather than its internal state. We audit the account itself, pairing an Active Inference (AIF) ag...",
        "why_it_matters": "",
        "why_this_is_here": "Why this is here: This signal is recent, source-backed, and connected to activity readers are already following in AI Agents.",
        "label": "SOURCE-BACKED",
        "signal_strength": 95,
        "score": 73.0,
        "public_interest": {
          "score": 38,
          "editorial_category": "RESEARCH",
          "version": "v1",
          "reasons": [
            "editorial category: RESEARCH",
            "recognizable entity: Claude, Gemini",
            "passes high signal-strength gate"
          ],
          "components": {
            "recognizable_entity_score": 76,
            "practical_impact_score": 0,
            "novelty_interest_score": 48,
            "consequence_score": 18,
            "curiosity_score": 16,
            "shareability_score": 54
          }
        },
        "what_this_means_for_you": "",
        "reader_depth": "TECHNICAL",
        "editorial_freshness": {
          "band": "aging",
          "age_hours": 56.25
        },
        "topic": {
          "name": "AI Agents",
          "slug": "ai-agents",
          "url": "/t/ai-agents/"
        },
        "source": {
          "name": "arXiv",
          "type": "arxiv",
          "domain": "arxiv.org",
          "url": "http://arxiv.org/abs/2609.23215v1",
          "source_page": "/source/arxiv/"
        },
        "urls": {
          "signal_page": "/s/JAkt8/",
          "topic_anchor": "/t/ai-agents/#signal-ff98fa1115",
          "short_url": "https://vqv.me/JAkt8"
        },
        "share_text": "Triggers and Diagnostics for LLM-Based Interpretability Failures in Active Inference Agents A quick look at the technical signal and source context.",
        "reposts": 0,
        "published_at": "2026-09-19T21:10:45+00:00",
        "fetched_at": "2026-09-22T05:17:48+00:00",
        "ai_assisted_summary": false,
        "id": "ff98fa1115",
        "url_hash": "08cbae6ffa39b7ca229e5c9d2e52d3b577856279bff161ccd18a08a5907f8f02",
        "short_code": "JAkt8",
        "source_title": "Triggers and Diagnostics for LLM-Based Interpretability Failures in Active Inference Agents",
        "source_snippet": "LLM explainers are increasingly attached to autonomous agents as runtime oversight, with operators reading a generated account of the agent's beliefs and actions rather than its internal state. We audit the account itself, pairing an Active Inference (AIF) agent that tracks German grid demand and adjusts...",
        "seen_at": "2026-09-19T21:10:45+00:00",
        "prominence_tier": "primary",
        "buckets": {
          "companies": [],
          "models": [
            "Claude",
            "Claude-3",
            "Gemini"
          ],
          "products": [
            "Claude",
            "Gemini"
          ],
          "topic": "ai-agents",
          "reader_depth": "TECHNICAL",
          "editorial_category": "RESEARCH"
        }
      }
    ]
  }
}