UTC05:21ZNowSIREN 456.6/100Delta+0.5upsince 03:34ZObservedSources15/15reportingStatusOPERATIONAL

Which AI stories has SIREN scored in this window? · Which AI news tags have SIREN pages? · Which AI tags has SIREN scored stories about?

What has SIREN scored about Tool calling?

Tool-calling and tool-use API stories scored in the newsroom or archive. A tag page lists scored stories whose title or summary matched a published needle — not a probability of harm and not a ranking of the companies named.

5Scored stories in window
14Older in archive

Which scored stories are tagged Tool calling in this window?

  1. τ-Emotion-Bench: Exposing the Interaction Fragility of LLM Agents through Real-World User Emotions HF-DAILY-PAPERS · · capability 45.5
  2. ollama/ollama v0.40.5 GITHUB-RELEASES · · capability 38.4
  3. Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments HF-DAILY-PAPERS · · capability 31.4
  4. Words to World: Benchmarking LLMs in Interactive Physical Environments HF-DAILY-PAPERS · · capability 31.4
  5. Build long-horizon agents with Grok 4.7 on Amazon Bedrock AWS-ML · · attention 28.2

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Tool calling?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

  1. Self-Compacting Language Model Agents APPLE-ML · · capability 22.1
  2. AI Agent Tool Calling in TypeScript: Guardrails Against Runaway Loops GNEWS-AI · · attention 32.5
  3. Synthesis Through Simulation: Generating Coherent Enterprise Data via Scalable Agent-System Interaction HF-DAILY-PAPERS · · capability 34.4
  4. Training Advisors for LLM Agents from Task Outcomes ARXIV-NEWEST · · capability 26.8
  5. Hiding Tool Latency in On-Device Cascaded Voice Agent through Speculative Execution HF-DAILY-PAPERS · · capability 36.1
  6. When Tools Lie: Reliability of Mathematical Agents Under Corrupted Tool Feedback ARXIV-NEWEST · · capability 28.3
  7. POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents ARXIV-NEWEST · · capability 28.5
  8. Quoting Felix Rieseberg SIMON-WILLISON · · attention 28.8
  9. anthropics/claude-code v2.1.290 GITHUB-RELEASES · · capability 29.5
  10. Toward SLM-based agentic task-tool intent matching ARXIV-NEWEST · · capability 22.2
  11. ControlScope: Workflow Revision and Reliability in LLM Agents HF-DAILY-PAPERS · · capability 34.6
  12. Adaptive Consistency Graph for Long-Horizon Agents HF-DAILY-PAPERS · · capability 36.2

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Tool calling?

19 scored stories match this published needle on SIREN (5 in the live window, 14 older in the archive). Tool-calling and tool-use API stories scored in the newsroom or archive.

Which scored stories are tagged Tool calling in this window?

5 scored stories matched this published needle in the current window. A tag page lists headlines — not a topic doom score.

Which older scored stories are tagged Tool calling?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

Which other tags have scored stories?

Other published tags that clear the substance gate, each linking What has SIREN scored about that tag?

Does SIREN publish a Tool calling doom score?

No. Activity tempo, not probability of harm. A tag page lists matching headlines — not a probability of harm and not a ranking of the companies named.

Which other tags have scored stories?

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