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来自构建循环的笔记。

面向使用 Codex、Claude Code、Cursor 和各类 Agent 的开发者,分享实测过的 AI 编程工作流、编程 Agent 现场笔记和真实的大模型评测。

ASD-STE100 overview showing writing rules, sentence examples, verb forms, dictionary entries, and the standard's history
Agent WorkflowsOct 2, 2026

Make AI Explanations Easier to Read with ASD-STE100

Use Simplified Technical English to make AI explanations clearer: short sentences, consistent names, explicit actions, and a prompt you can copy.

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Cline model picker showing Muse Spark 1.3 Contributor, DeepSeek V4.1 Flash, and GLM-5.3-Flash tagged FREE
AI Dev ToolsSep 15, 2026

Free Muse Spark 1.3 in Cline, With Chrome MCP on Your Existing Session

Cline lists Muse Spark 1.3 Contributor, DeepSeek V4.1 Flash, and GLM-5.3-Flash as free. I tested Spark with Chrome MCP on my logged-in browser.

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Codex subagent panel showing Agents 6 through 15 working in parallel on a Hello World task
CodexSep 15, 2026

Codex Stops at 4 Subagents. Raise multi_agent_v2 Concurrency

Codex defaults to 4 concurrent subagents. This multi_agent_v2 config raises the session cap so you can run dozens in parallel. Start small to avoid 429s.

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Fictional festival invoice PDF showing day rates, a 12.5% discount, and the balance due
Agent WorkflowsSep 10, 2026

I Open-Sourced a PDF Invoice Skill for Coding Agents

I open-sourced a PDF invoice skill for coding agents. One prompt updates days, discount, fees, and the balance due on a generated PDF.

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GPT-6 Astra 3D globe dashboard with Global View, route markers, and a collapsed activity drawer
AI Dev ToolsSep 5, 2026

GPT-6 Astra Rebuilt This 3D Globe Dashboard

I ran GPT-6 Astra on a static Three.js logistics dashboard. One prompt, a collapsed activity drawer, and a live demo at hqman.me/demo/gpt-6-astra-3d-globe.

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AI Dev ToolsAug 31, 2026

Keep Using OpenAI Models in Cursor After November 12

Use CLIProxyAPI and Cloudflare Tunnel to keep OpenAI models in Cursor after the proposed November 12, 2026 cutoff, with setup and security caveats.

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CodexAug 30, 2026

Codex Usage Reset August 30, 2026: Tibo on Longer Limits

The August 30, 2026 Codex usage reset comes with token fixes from OpenAI. Tibo says the same limits may last 10% to 50% longer.

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AI Dev ToolsAug 28, 2026

Cursor After SpaceX: OpenAI Cuts Access While Anthropic Stays

OpenAI plans to end Cursor's direct model access on November 12, while Anthropic says it will keep supporting Claude in Cursor.

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Lauren Tan presenting her agent verification workflow at a workshop
Agent WorkflowsAug 28, 2026

Stop Reviewing Agent Code: Lauren Tan's System

Lauren Tan merged 1,000 PRs last month with agent auto-merge. Her 4-layer system: verification, feature maps, CI constraints, and guardrail accumulation.

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Minimal Hy4 preview logo on a light geometric background
AI Dev ToolsAug 28, 2026

Tencent Hy4 Preview: 770B MoE, 1M Context, Free

Tencent's Hy4 preview is an open-source 770B MoE model with a 1M-token context window. WorkBuddy and CodeBuddy offer it free for two weeks.

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