Ethan Lin (@EthanLinAI) header
Ethan Lin (@EthanLinAI) profile picture

AI • Indie Developer • U.S. Equity Research & Investing Chinese Divination | I Ching | Astrology | Metaphysics 🔥🔥🔥

New York, USA
Joined May 2018
Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)Photo by Ethan Lin (@EthanLinAI)
Two model deadlines for your calendar: Nov 16: GitHub Copilot drops Claude Opus 4.8 and Opus 5 (use Opus 5.5) and GPT-5.6 Terra (use GPT-6.1 Sol or Luna). Nov 30: Claude Code removes Opus 4.8 fast mode. Calls will error, no fallback. Model names hardcoded? Grep now.
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Codex Ultrafast math: GPT-6 Astra Ultrafast: tokens up to 8x faster than Standard. Cost: plan limits burn at 8x, purchased credits at 6x. About 8x speed for 8x usage. Use it when you're blocked waiting, not for overnight runs. Pro $500 and some Enterprise/Edu only.
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Can I achieve this goal within 40 days?
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Codex custom agent gotcha: sandbox_mode or approval_policy in an agent file is ignored. Agents inherit the parent's permissions. To shrink a reviewer, in .codex/agents/reviewer.toml: features.shell_tool = false "Don't edit files" in instructions is not a read-only sandbox.
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现在香港卡哪家银行比较好办,准备再去办几张
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Running claude -p in CI? Check your Claude Code version. Before 2.1.314, a startup failure could exit 0 with no output, so the pipeline went green on nothing. Now it prints the error and exits 1. Same release: PreCompact hook output is cut at 10,000 chars.
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GitHub Actions workflow lockfiles are now GA. gh actions-lock writes .github/workflows/actions.lock: exact commits for each action and its transitive deps. Tags stay readable; runs use locked commits. Dependabot updates it in the same PR. Pinned is not the same as safe.
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SemiAnalysis' new GDPx agent benchmark: 206 tasks, 11 domains. The best model scores 12%. Opus 5.5 12.0, Gemini 4 Carbon 10.9, GPT-6 Astra 9.6. Finance and legal: basically all 0. Catch: safety classifiers drag some scores down. For cyber, Muse Wonder Full leads clearly.
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一大堆教程都在教怎么把grok或者muse接入到微信 我始终不明白为什么要把grok或者muse等接入微信? 直接用不好吗?用微信玩境外AI不就在裸奔,没搞懂,有人可以说明一下微信接入的必要性吗?
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Agents write more of the code every month. Which skill will matter most for developers in 2027? A. System design B. Reviewing code fast C. Product sense D. Orchestrating agents
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GitHub CLI tokens can now expire and auto-refresh. Opt-in today, planned default later. gh auth login --expiring or: gh config set expiring_credentials enabled A leaked token dies within hours. Catch: scripts that cache `gh auth token` break. Read it fresh each time.
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Hey @grok 帮我找出美股整体估值较低,又非常有性价比的10只股票,列在评论区
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DeepSeek's harness team ran a test every agent builder should see. ~300-message workload, 5 runs each: One session, neutral prompt: p95 29.5 min. Subagent used in 0 of 5 runs. Router + isolated workers: p95 15.7 min. Models don't delegate on their own. Your harness has to.
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Codex now has a built-in Google Cloud Vertex AI provider (0.165). In config.toml: model_provider = "gcp" plus your GCP project and location. GPT-6.1 Terra joined the Vertex catalog in 0.166. If your company buys AI only through its cloud bill, this is the path.
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Gemini CLI deletes chat sessions older than 30 days by default. The setting is general.sessionRetention in settings.json: enabled true, maxAge "30d". Want more history? Set maxAge to "90d", or use maxCount to keep the N most recent. minRetention (1 day) is the floor.
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Two new Codex CLI commands in 0.166: codex doctor --network-only Checks only config, connectivity and WebSocket. Good first step when Codex hangs behind a proxy. codex queue --resume Queue a message and resume an unloaded thread. Also fixed: early compaction after resume.
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Budgeting Gemini API spend for Q1? Read the dates on the pricing page. • Gemini 4 Argon: $2/$10 per M tokens through Nov 30, $4/$20 from Dec 1 • Gemini 3.8 Flash: $0.75/$3.75 through Dec 31, then $1.50/$7.50 • Batch and Flex are half price • Thinking tokens bill as output
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Multi-hop RAG retrievers train on perfect histories, then run on their own mistakes. New paper: by step 3 of 4-hop questions, 70% of states hold a wrong passage. It then finds the next right one 28% of the time vs 67% from a clean start. Fix: train on states it really reaches.
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Your AI agent just got its own mouse. Vercel Labs open-sourced agent-desktop: computer use for coding agents via the OS accessibility tree, not screenshots. macOS, Windows, Linux. Headless by default, so it doesn't steal your pointer. #AI #AIAgents #ComputerUse #OpenSource
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How do you close out your workday? A. Write tomorrow's to-do list B. Close every tab and app C. Just walk away D. I don't, I'm checking messages until bed Curious what works 👇
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