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 LLM agents?
LLM-agent product and research 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.
Which scored stories are tagged LLM agents in this window?
- Hybrid Reasoning Agents 48.4
- τ-Emotion-Bench: Exposing the Interaction Fragility of LLM Agents through Real-World User Emotions 45.5
- One Task, Many Interfaces: Simple Cross-Interface Consistency Training Improves LLM Agent Robustness 32.3
- Scaling Discovery Requires Forgetting 32.3
- Same Claim, Different Interpretations: How LLM Agents Resolve Ambiguity in Scientific Claims 32.0
- Can an Agent Learn to Predict Its Own Failure? Outcome-Grounded Confidence Calibration in LLM Agents 33.9
- Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments 31.4
Which AI stories has SIREN scored in this window?
Which older scored stories are tagged LLM agents?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
- Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict 35.1
- A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization 35.0
- Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments? 46.5
- SparseEngine: Sparse-First Inference Engine 38.6
- From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation 47.4
- Caught in the Act: Probes Effectively Detect Sabotage and Catch Unverbalized Deception 26.6
- OnTrack: Real-Time Monitoring and Intervention in LLM Agent Trajectories via Streaming Structure-Aware Optimal Transport 27.6
- Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict 45.1
- Harness Evolution Hits a Ceiling: When Weight Training Should Begin 27.1
- Memory Type Varies: Empowering LLM Agents for Long-Term Memory with Diverse Strategies 27.5
- SWE-Journey: Towards More Realistic Evaluation of Coding Assistants through Long-Horizon, Multi-Turn Interaction 30.6
- DecepEval: A Benchmark for Evaluating Deception in LLM Agents 44.9
Which older AI stories has SIREN kept in the archive?
What questions do people actually ask?
What has SIREN scored about LLM agents?
85 scored stories match this published needle on SIREN (7 in the live window, 78 older in the archive). LLM-agent product and research stories scored in the newsroom or archive — coverage counts, not a capability forecast.
Which scored stories are tagged LLM agents in this window?
7 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 LLM agents?
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 LLM agents 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.