Tools
State-Path Tool Menus Boost Online Agent Success
arXiv CS.AIDevelopers can adopt the State-Path menu as a pre‑execution layer, requiring only the provided code.
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A LITTLE SIGNAL. A LOT LESS NOISE.
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LATEST COLLECTIONSeptember 10, 2026
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Research
World-Time Compute Boosts LLM Generalization via Verified Code Worlds
arXiv CS.LGYou can use the OpenWorld framework to create unlimited verified world trajectories and fine‑tune a model on them.
PUT IT TO WORKA fine‑tuned checkpoint and a log showing training loss decreasing.
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Models
IBM releases Granite Time Series PatchTST-FM-r2 with commercial-friendly license
Hugging Face - BlogImplement zero‑shot forecasts by loading the model from Hugging Face and calling its inference API.
PUT IT TO WORKA numeric array of 24 forecasted values matching the input series length.
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Tools
Heurist Finance Leverages Amazon Bedrock AgentCore for AI Investment Workbench
AWS Machine LearningDevelopers can focus on financial‑logic code while AgentCore handles identity, memory, sandboxed execution, and paid‑data orchestration.
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Research
Small Language Models Enable Flexible Vehicle Function Calls
arXiv CS.LGImplement SIP to support unseen functions, accepting higher memory and latency costs.
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Research
Subagents Boost Long‑Horizon Agentic Task Performance
arXiv CS.AIImplement subagent spawning to isolate skill execution and avoid context bloat.
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