8 min read
Coding Agents Need Better Human Loops, Not Just Harder Benchmarks
Coding agents need better human loops: a position paper argues agent research over-optimizes solo autonomy while developers need to steer and verify agents.
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Page 19 of 100
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Deep dives into AI agents, coding tools, and building with LLMs.
1190 articles844 topics
7 min read
Anthropic's Fermat Proof Is an Autoformalization Milestone
Anthropic's Lean formalization of Fermat's Last Theorem, read for developers: what Claude verified in 11 days and the repo patterns worth copying.
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7 min read
Terminal-Universe Turns Agent Traces Into Training Environments
Terminal-Universe, Qwen's paper on rebuilding terminal-agent trajectories into reusable environments, and why agent teams should keep replayable workspaces.
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7 min read
Gemini's Agentic Video Understanding Cuts Video Tokens by 88%: How It Works and What Breaks
Gemini agentic video understanding lets Flash models pick the frames, audio and transcripts to inspect, cutting tokens up to 88%. How it works and its limits.
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7 min read
Cloudflare Adaptive Intelligence: Bot Scores That Retrain Weekly Instead of Quarterly
Cloudflare Adaptive Intelligence swaps static bot rules for a continuously retraining model. What shipped and what changes if you build on bot score.
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10 min read
Podcast Your Release Notes: Two-Voice Audio from Git History with ElevenLabs
Turn git history into a two-voice release notes podcast with the ElevenLabs Text to Dialogue API, a coding agent for the script, and ffmpeg in under an hour.
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8 min read
Make Your Coding Agents Talk: Voice Summaries with the Rime CLI
The Rime CLI streams text-to-speech from your terminal so Claude Code, Codex, Devin and OpenCode can speak a summary after each step. Install, flags and prompt.
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9 min read
Tencent Hy4 Preview: 770B Open MoE, Agentic Benchmarks, and Where It Fits in 2026
Tencent Hy4 preview is a 770B open MoE with 49B active under Apache 2.0. Architecture, posted agentic benchmarks, OpenRouter pricing and self-hosting needs.
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10 min read
Your Agent Has a Five-Constraint Budget
Agent instruction following collapses past five or six simultaneous constraints. Why rules also die in compaction and handoffs, and why side channels help.
5 min read
GitHub Copilot's September Reset: Prepaid Seats, One Unified Agent Experience, Balanced Reviews by Default
GitHub Copilot September changes: prepaid Business and Enterprise seats, one unified agent experience and Balanced reviews by default. What it means for teams.
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10 min read
The Response Looked Right. The Work Was Not Done.
AI agents often claim completion they did not earn. New benchmarks measure the gap, and evidence-carrying termination makes done a checked artifact.
11 min read
Weekly Highlights: Cheaper Tokens, Higher Stakes
Claude Code Auto Mode cracked at 60-80 percent, GLM-5.3-Flash at one-tenth the price, GPT-5.6 Sol cut a third, and Nvidia's reported $13B Hugging Face talks.
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