8 min read
Agent Memory Is Moving Into the Model
Agent memory is moving into the model: in-backbone memory, parametric memory, reconstruction and transactional writes challenge external stores. What to do now.
AI AGENTS
424 articles - page 15 of 36
6 min read
AGENTS.md Configuration Smells: 91% of Popular Repos Get One of Six Wrong
AGENTS.md and CLAUDE.md configuration smells: a SCAM 2026 study of 100 top repos catalogs six, led by Lint Leakage and Context Bloat. What to fix in yours.
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7 min read
AgentS4D: 66% of All Coding Agent Runs Were Unsafe Yet Still Completed
AgentS4D tests runtime safety for Claude Code, Codex, OpenClaw and Hermes across 6,560 runs: most unsafe runs still completed. Completion is not safety.
7 min read
Blind Resampling Beats Self-Repair in Small Code Models: Retry Without the Failed Code
Blind resampling beats self-repair in small code models: a placebo-controlled MBPP+ study finds retrying from scratch beats feeding failed code back.
7 min read
CAPA Benchmark: Why Coding Agents Should Learn Your Habits Across Sessions
CAPA benchmark: coding agents that read a user's past sessions resolve ambiguous requests with far fewer clarifying questions, tested across 12 models.
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.
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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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.
7 min read
OpenAI's Efficiency Ledger: Serving Costs Down 20%, ARC-AGI-3 Up 3x With No Model Change
The OpenAI "Building abundant intelligence" essay puts numbers on efficiency: 20% lower serving costs and a 3x ARC-AGI-3 jump from two settings alone.
11 min read
Put an AI Agent on a Cron Job: Automating Dev Chores with OpenCode
Put an AI agent on a cron job with OpenCode: a runner script, a schedule, first chores and guardrails, so recurring dev work arrives as PRs to review.
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Showing 169-180 of 423 articles
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