Which AI stories has SIREN scored in this window? · What has SIREN scored under Capability? · What has SIREN scored as Papers? ·
Trajectory2Gym: Decision-Grounded Compositional Interaction Synthesis for Tool-Use Agents
51.5/100 SIREN scoreRead the full story →
Successful tool-use trajectories are not necessarily useful supervision. Even successful interactions may underrepresent multi-step dependencies or contain actions that are unjustified by the…
Source: What has SIREN scored via Hugging Face Daily Papers? · original · first seen by this index at
Publisher: What has SIREN scored from huggingface.co?. A publisher link means the original URL host cleared the outlet gate (≥5 scored stories in this window).
Topics: What has SIREN scored about AI agents?, What has SIREN scored about Tool use?, What has SIREN scored about Compositional AI?, What has SIREN scored about AI trajectories?. A topic link means the title or summary matched a published needle with enough other stories to clear the tag gate.
What is the score on this story?
| Component | Points |
|---|---|
| source weight | 20.0 |
| recency | 18.8 |
| engagement | 12.7 |
| corroboration | 0.0 |
| entities | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 51.5 |
Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window; it is not a judgement about importance in the world.
How many sources carried this story?Corroboration
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
- ollama/ollama v0.40.12 43.6
- WorldCast: World-Consistent Character Video Generation with Large-Angle Camera Control 50.9
- StreamVibe: Proactive Video Agents for Evolving User Intent 49.5
- Qwen-Image-PE: Learning Visual Design for Text-to-Image Prompt Enhancement 48.7
- Trial by Trace: Benchmarking AI Agent Harnesses for Reliability and Failure Attribution 48.3
What questions do people actually ask?
What is the score on this story?
Scored 51.5 of 100. Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window — not a judgement about importance in the world and not an item doom score.
How many sources carried this story?
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
5 related stories in the same window, each with its own permanent scored page.
Does SIREN publish an item doom score?
No. Activity tempo, not probability of harm. A permanent story page carries a tempo score decomposition and corroboration set, not a probability of harm.