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 Long-horizon AI?
Long-horizon agent and planning research stories scored in the newsroom or archive — coverage counts, not a capability ranking. 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.
12 Scored stories in window
80 Older in archive
Which scored stories are tagged Long-horizon AI in this window?
Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents
HF-DAILY-PAPERS
· 2026-10-15 00:00:00 UTC
· capability
47.2
τ-Emotion-Bench: Exposing the Interaction Fragility of LLM Agents through Real-World User Emotions
HF-DAILY-PAPERS
· 2026-10-15 00:00:00 UTC
· capability
45.5
Long-Horizon RL Needs Muon
HF-DAILY-PAPERS
· 2026-10-15 00:00:00 UTC
· capability
43.0
Exploring the Limits of Combinatorial Generalization in Embodied Manipulation
HF-DAILY-PAPERS
· 2026-10-15 00:00:00 UTC
· capability
41.9
Co-Evolving Acting and Forecasting for Language Agents
ARXIV-NEWEST
· 2026-10-14 17:59:28 UTC
· capability
32.4
AdaRSI: On-Demand Recursive Self-Improvement for Embodied Agents
ARXIV-NEWEST
· 2026-10-14 16:51:09 UTC
· capability
32.0
WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution
HF-DAILY-PAPERS
· 2026-10-14 00:00:00 UTC
· capability
38.9
Model-Based Online Decision Making via Generative Trajectory Planning
HF-DAILY-PAPERS
· 2026-10-14 00:00:00 UTC
· capability
35.3
Let the Mind Conceive, Let the Hand Achieve: Following Multimodal Instructions for Long-Horizon Robotic Manipulation
HF-DAILY-PAPERS
· 2026-10-14 00:00:00 UTC
· capability
33.9
Scaling Verifiable Environments for Long-horizon Work Agents
HF-DAILY-PAPERS
· 2026-10-14 00:00:00 UTC
· capability
33.9
Can an Agent Learn to Predict Its Own Failure? Outcome-Grounded Confidence Calibration in LLM Agents
HF-DAILY-PAPERS
· 2026-10-14 00:00:00 UTC
· capability
33.9
Build long-horizon agents with Grok 4.7 on Amazon Bedrock
AWS-ML
· 2026-10-13 15:52:20 UTC
· attention
28.2
Which AI stories has SIREN scored in this window?
Which older scored stories are tagged Long-horizon AI?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
Android Bench 2 Adds Support for Long-Horizon Tasks, Agentic Evaluation, and Continuous Scoring
INFOQ-AI
· 2026-10-09 17:00:00 UTC
· capability
14.1
Opera: A Verbal Critic Framework for Long-horizon Coding Agents
HF-DAILY-PAPERS
· 2026-10-09 00:00:00 UTC
· capability
37.7
REMORY: Learning Residual Memory for Context Compaction
HF-DAILY-PAPERS
· 2026-10-09 00:00:00 UTC
· capability
35.8
WorldGuide: Goal-Directed Video World Model for Procedural Task Execution
HF-DAILY-PAPERS
· 2026-10-09 00:00:00 UTC
· capability
35.2
What Did the Agent Actually Do? Evidence-Grounded Oversight for Long-Horizon Agents
HF-DAILY-PAPERS
· 2026-10-09 00:00:00 UTC
· capability
38.6
SatNav: A Scalable Benchmark for Long-Horizon UAV Vision-Language Navigation from Satellite Imagery
HF-DAILY-PAPERS
· 2026-10-09 00:00:00 UTC
· capability
31.9
Harness Evolution Hits a Ceiling: When Weight Training Should Begin
ARXIV-NEWEST
· 2026-10-08 10:33:29 UTC
· capability
27.1
Probing for Long-Horizon Deductive Reasoning Capabilities in Language Models with Prolog
ARXIV-NEWEST
· 2026-10-08 09:42:07 UTC
· capability
27.4
SWE-Journey: Towards More Realistic Evaluation of Coding Assistants through Long-Horizon, Multi-Turn Interaction
ARXIV-NEWEST
· 2026-10-08 09:21:49 UTC
· capability
30.6
Safe, Persistent, and Evolving Agent Harness for Understanding Partially Observable Worlds
ARXIV-NEWEST
· 2026-10-08 09:15:28 UTC
· capability
27.6
Rethinking World-Action Model for Compositional and In-Context Robotic Manipulation
HF-DAILY-PAPERS
· 2026-10-08 00:00:00 UTC
· capability
36.2
SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles
HF-DAILY-PAPERS
· 2026-10-08 00:00:00 UTC
· capability
38.1
Which older AI stories has SIREN kept in the archive?
What questions do people actually ask?
What has SIREN scored about Long-horizon AI?
92 scored stories match this published needle on SIREN (12 in the live window, 80 older in the archive). Long-horizon agent and planning research stories scored in the newsroom or archive — coverage counts, not a capability ranking.
Which scored stories are tagged Long-horizon AI in this window?
12 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 Long-horizon AI?
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 Long-horizon AI 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.
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