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 use?

Tool-use and tool-calling stories scored in the newsroom or archive — coverage counts, not a capability forecast. 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.

3Scored stories in window
20Older in archive

Which scored stories are tagged Tool use in this window?

  1. HumanoidToolBench: Benchmarking Humanoid Tool Use from Selection to Mobile Execution HF-DAILY-PAPERS · · capability 46.6
  2. τ-Emotion-Bench: Exposing the Interaction Fragility of LLM Agents through Real-World User Emotions HF-DAILY-PAPERS · · capability 45.5
  3. Long-Horizon RL Needs Muon HF-DAILY-PAPERS · · capability 43.0

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Tool use?

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

  1. Error-Propagation Modeling for Failure Attribution in LLM-Based Multi-Agent Systems ARXIV-NEWEST · · capability 27.3
  2. CADFather: Autonomous CAD Reconstruction through Coordinated Tool Use HF-DAILY-PAPERS · · capability 40.2
  3. RECAST: Learning to Compute the Right Context through Adaptive Evidence Routing ARXIV-NEWEST · · capability 27.0
  4. POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents ARXIV-NEWEST · · capability 28.5
  5. Structured but Silent: Probing Capability Requirements in LLM Hidden States ARXIV-NEWEST · · capability 29.2
  6. WEFT: Scaling Tool-Use Post-Training for General-Purpose Agents HF-DAILY-PAPERS · · capability 42.1
  7. OmniSeek: Native Tool Integration for Multi-turn Audio-Visual Reasoning HF-DAILY-PAPERS · · capability 29.8
  8. KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards HF-DAILY-PAPERS · · capability 32.8
  9. EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos HF-DAILY-PAPERS · · capability 39.6
  10. Keyword Harnesses Fail Open: A Cheap Diagnostic Ladder for Tool-Use Claims in Small Language Models HF-DAILY-PAPERS · · capability 32.1
  11. KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards ARXIV-NEWEST · · capability 42.3
  12. Keyword Harnesses Fail Open: A Cheap Diagnostic Ladder for Tool-Use Claims in Small Language Models ARXIV-NEWEST · · capability 41.7

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Tool use?

23 scored stories match this published needle on SIREN (3 in the live window, 20 older in the archive). Tool-use and tool-calling stories scored in the newsroom or archive — coverage counts, not a capability forecast.

Which scored stories are tagged Tool use in this window?

3 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 use?

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 use 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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