6 min read
Change2Task: The Assembly Line for Coding Agent Training Data
Change2Task turns merged pull requests into verified, executable coding agent tasks that stay current with the codebase, across five task families.
NEWS
337 articles - page 14 of 28
6 min read
Coding Agents Almost Never Read Open Source Contribution Rules: RepoComplianceBench Study
Coding agents rarely read open source AI contribution rules on their own and never refuse AI-banned repos. RepoComplianceBench shows what prompts can fix.
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7 min read
AGENTS.md Files Don't Move Coding Agent Correctness: A 288-Run Ablation
AGENTS.md and context files do not measurably change coding agent correctness in a 288-run Claude Code and Codex ablation. Failures were implementation skill.
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6 min read
Gemini Robotics ER 2: Video-Feeding Embodied Reasoning Model Opens to All Developers
Gemini Robotics ER 2 is public in the Gemini API. It watches live video to track progress, orchestrates VLA models as tools, and coordinates multiple robots.
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6 min read
GitHub Actions Self-Repository Syntax: Reference Your Own Actions at the Running Commit
GitHub Actions $/ syntax resolves a same-repo action or reusable workflow at the running commit, with no checkout. It fixes SHA pinning for your own actions.
8 min read
GitHub Case-Folds 480TB of Code at >45 GiB/s: The Branchless Casefold Crate
casefold is the open-source Rust crate GitHub uses to case-fold code for Blackbird at memory bandwidth, and why dropping the early exit let it vectorize.
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5 min read
GitHub Adds Enterprise Team Model Policy Targeting: Admin Control Over Which AI Models Each Team Gets
GitHub Copilot enterprise model policy targeting lets admins set a company-wide model baseline and grant extra models to teams. How the preview works.
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6 min read
GitHub Models Is Retired: What to Use for Model Access Now
GitHub Models is retired as of July 30, 2026 - the playground, inference API and BYOK are gone. The shutdown timeline and where to get model access now.
7 min read
GitHub Stacked PRs Hit Public Preview: Small Reviews for the Agent Era
GitHub stacked pull requests are in public preview: how stacks split one large change into small, reviewable PRs with one-click merge and a gh-stack skill.
8 min read
Inkling-Small: Thinking Machines Ships a 12B-Active Open Model That Beats Its Big Sibling on Agent Work
Inkling-Small is a 12B-active, Apache 2.0 open-weights MoE that beats the 975B Inkling on agentic coding and tool use at a quarter of the size.
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6 min read
LLMs Resolve Java Merge Conflicts Better Than Structured Tools - Because They Never Give Up
LLM agents resolve real Java merge conflicts more often than structured merge tools in a calibrated ConflictBench study. Their edge is coverage: tools abstain.
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8 min read
MiniMax H3: Omni-Modal Video, Native Audio, Open Weights
MiniMax H3 turns text, image, video and audio into video with native stereo sound. API from 0.80 CNY per second at 2K, and open weights are on Hugging Face.
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