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0Deep Dive 1: A harness for every task: dynamic workflows in Claude Code | Claude
From Claude Blog Anthropic just shipped dynamic workflows in Claude Code — Claude now writes its own JS orchestration harness on the fly, spawning subagents with isolated worktrees and model-level control. Designed to combat agentic laziness, goal drift, and self-preferential bias. Trigger with ultracode. Best for complex, high-value multi-step tasks.
Deep Dive 2: GitHub Copilot app: The agent-native desktop experience
From The GitHub Blog GitHub launched a desktop control center for agent-native development at Microsoft Build 2026. Each session gets its own isolated git worktree. My Work panel tracks parallel agents, issues, and PRs. Canvas surfaces make agent intent inspectable and steerable. Agent Merge handles CI and review automation. Monthly commits crossed 1.4B, up 2x YoY.
Deep Dive 3: Task Fidelity Scaling Laws — Kobie Crawdord， Snorkel [Video]
From AI Engineer Snorkel's empirical finding: same base model, same compute — high-fidelity training tasks yield 6% RL performance gain vs. 1% for noisy tasks, a 5x gap. Task quality requires containerization, achievability, functional correctness, and environmental reliability. Clean failure signals let models hill-climb effectively during agentic RL training.
Quick Takes
More stories worth your attention
· Running an AI-native engineering org | Claude — Claude Blog
· MiniMax M3: First Open-Weights Model with Frontier Coding, 1M Context, and Native Multimodality — MiniMax (official)(@MiniMax__AI)
· NVIDIA Introduces Cosmos 3: Fully Open Omnimodel for Physical AI — NVIDIA AI(@NVIDIAAI)
· GitHub's plan for Agents — Kyle Daigle， GitHub — Latent.Space
· Expanding Project Glasswing — Anthropic News
· Why Vector Search Alone Isn't Enough: Hybrid Retrieval for RAG — InfoQ
· Holo3.1: Fast & Local Computer Use Agents — Hugging Face - Blog
Related Links
· A harness for every task: dynamic workflows in Claude Code | Claude: www.bestblogs.dev
· GitHub Copilot app: The agent-native desktop experience: www.bestblogs.dev
· Task Fidelity Scaling Laws — Kobie Crawdord， Snorkel [Video]: www.bestblogs.dev
· Running an AI-native engineering org | Claude: www.bestblogs.dev
· MiniMax M3: First Open-Weights Model with Frontier Coding, 1M Context, and Native Multimodality: www.bestblogs.dev
· NVIDIA Introduces Cosmos 3: Fully Open Omnimodel for Physical AI: www.bestblogs.dev
· GitHub's plan for Agents — Kyle Daigle， GitHub: www.bestblogs.dev
· Expanding Project Glasswing: www.bestblogs.dev
· Why Vector Search Alone Isn't Enough: Hybrid Retrieval for RAG: www.bestblogs.dev
· Holo3.1: Fast & Local Computer Use Agents: www.bestblogs.dev
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