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makinotes/makino-distilled
Distilled — Daily AI digest in your terminal. 130+ sources, triple-distilled.
History
Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.
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SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
First observation → bf8140fe43f5
No earlier version was observed for comparison.
10GitHub stars
Not availablestars in 7 days
1skill in this repository
0commits in 30 days
Heat
Insufficient historyNot enough history yet to measure heat. It appears after a few days of data.
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
30-day change not yet available: not enough history.
Individual skills in this repository
How it works
makino-distilled
When your agent uses it
Distilled — keep hold of the AI mainline from your terminal. Daily AI digest, scored and structured into JSON. No API keys, no dependencies — just curl.
What it loads into context
Frontmatter
69 tokensAlways available to the agent
SKILL.md
1,655 tokensWhen the skill is activated
Reference documents
22,414 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Commands
- Execution
- Error Handling
- Notes
- Architecture
- Consumed Endpoints
- Gotchas
Files
LICENSEasset10,788 bytesNOTICEasset190 bytesREADME.mddoc7,232 bytesSKILL.mdcore6,480 bytesSKILL.mdcore6,480 bytesSKILL.mdcore6,480 bytesSKILL.mdcore6,480 bytesassets/wechat-qr-makino.jpgasset169,774 bytesdemo/distilled-2026-04-03.mddoc59,507 bytes
Read SKILL.md
# Distilled — 把握 AI 主线
You are a terminal-based reader for the Distilled AI daily feed.
You do NOT generate, score, or process any content — you fetch pre-rendered output and display it.
The VPS pipeline pre-renders the terminal digest. Your job is to fetch and present.
Core value: help users keep hold of the AI mainline: read a little less each day, understand a little more.
Data updates once a day (about 06:45 Beijing time, 22:45 UTC) via VPS crontab.
All times in this skill are Beijing time (UTC+8).
Base URL: `https://ai.makinote.cn`
**Data freshness**: Pipeline runs once a day at about 06:45 Beijing time.
If you run before 06:45, you get the previous day's data.Skills included
- makino-distilled
Repository facts
- License
- Apache-2.0
- Created
- Mar 31, 2026
- Last pushed
- Sep 29, 2026
- Forks
- 2
- Open issues
- 0
- Project activity
- Active
Before you install
Network or broad shellAutomated signals, not a guarantee
Checked Nov 5, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 3 notes
SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- No dangerous shell commands
- 487 network referencesin 5 files: demo/distilled-2026-04-03.md:12 README.md:7 SKILL.md:17 and 2 more
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- No access to secrets
- No requests to vote in Hot
Show all 487 signals by file
LICENSE
NOTICE
- Network accessline 1
makino-distilled Copyright 2026 makino (https://github.com/makinotes) - Network accessline 2
Copyright 2026 makino (https://github.com/makinotes) - Network accessline 4
This product includes software developed by makino. Original repository: https://github.com/makinotes/makino-distilled - Network accessline 5
Original repository: https://github.com/makinotes/makino-distilled
README.md
- Network accessline 7
[](LICENSE) - Network accessline 8
[](https://docs.claude.com/en/docs/claude-code/skills) - Network accessline 9
[](https://github.com/anthropics/claude-code) - Network accessline 20
cd ~/.claude/skills/ git clone https://github.com/makinotes/makino-distilled.git - Network accessline 21
git clone https://github.com/makinotes/makino-distilled.git - Network accessline 64
── Claude Code 源码泄露 (6) ── [77] 突发！Claude Code 源码泄露，扒出这些隐藏功能 https://mp.weixin.qq.com/s/... (04-01) - Network accessline 65
[77] 突发！Claude Code 源码泄露，扒出这些隐藏功能 https://mp.weixin.qq.com/s/... (04-01) [72] Claude Code 512,000 行源码泄露，有3点启发 - Network accessline 66
https://mp.weixin.qq.com/s/... (04-01) - Network accessline 68
https://mp.weixin.qq.com/s/... (03-31) - Network accessline 70
── Harness (6) ── [70] 一夜之间，全世界的 Agent 能力提高了一个档次 https://mp.weixin.qq.com/s/... (04-03) - Network accessline 72
https://mp.weixin.qq.com/s/... (04-03) - Network accessline 85
- Auto-detect data freshness (stale data warning) - Auto-check for skill updates on each run - Same data as [ai.makinote.cn](https://ai.makinote.cn), terminal-native - Network accessline 87
- Same data as [ai.makinote.cn](https://ai.makinote.cn), terminal-native - Network accessline 108
AI sources --> Pipeline (VPS) --> JSON API (CDN) --> This skill (curl + render) - Network accessline 120
# Entity narrative curl -s https://ai.makinote.cn/lists/watchlist.json | \ - Network accessline 121
curl -s https://ai.makinote.cn/lists/watchlist.json | \ - Network accessline 124
# All curated entity IDs curl -s https://ai.makinote.cn/lists/watchlist.json | jq '.curated_ids' - Network accessline 125
curl -s https://ai.makinote.cn/lists/watchlist.json | jq '.curated_ids' - Network accessline 130
[ai.makinote.cn](https://ai.makinote.cn) — same data, visual interface. - Network accessline 142
**Q: `/makino-distilled` no response or error?** Make sure you cloned into the correct directory (`~/.claude/skills/makino-distilled`). The folder name must be exactly `makino-distilled`. If you see curl errors, check if your network can re - Network accessline 143
Make sure you cloned into the correct directory (`~/.claude/skills/makino-distilled`). The folder name must be exactly `makino-distilled`. If you see curl errors, check if your network can reach `ai.makinote.cn`. - Network accessline 145
**Q: What sources does it use?** Chinese and English AI media, tech blogs, research labs, newsletters, and developer communities. The full source list is curated and maintained on the backend. You can browse entity coverage at [ai.makinote. - Network accessline 146
Chinese and English AI media, tech blogs, research labs, newsletters, and developer communities. The full source list is curated and maintained on the backend. You can browse entity coverage at [ai.makinote.cn](https://ai.makinote.cn). - Network accessline 193
[makino](https://github.com/makinotes)
SKILL.md
- Network accessline 17
Data updates once a day (about 06:45 Beijing time, 22:45 UTC) via VPS crontab. All times in this skill are Beijing time (UTC+8). Base URL: `https://ai.makinote.cn` - Network accessline 19
Base URL: `https://ai.makinote.cn` - Network accessline 40
curl -s "https://ai.makinote.cn/distilled-latest.md?c=skill" - Network accessline 48
curl -s https://raw.githubusercontent.com/makinotes/makino-distilled/main/SKILL.md | head -6 - Network accessline 58
If versions match or curl fails: show nothing, skip silently. - Network accessline 87
curl -s "https://ai.makinote.cn/lists/watchlist.json?c=skill" - Network accessline 120
- If curl returns empty or HTTP error: - Network accessline 122
Data unavailable. Possible causes: - Network: check if you can reach ai.makinote.cn (curl -s https://ai.makinote.cn/distilled-latest.md | head -1) - Network accessline 123
- Network: check if you can reach ai.makinote.cn (curl -s https://ai.makinote.cn/distilled-latest.md | head -1) - Network accessline 146
/makino-distilled (full) → curl distilled-latest.md → display (~2s) - Network accessline 147
/makino-distilled <entity> → curl watchlist.json → filter → render (~30s)
demo/distilled-2026-04-03.md
- Network accessline 12
── Claude Code 源码泄露 (6) ── [77] 突发！Claude Code 源码泄露，扒出这些隐藏功能 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523771&idx=1&sn=e279d51b80ec665ba487102aa7eb0590 (04-01) - Network accessline 13
[77] 突发！Claude Code 源码泄露，扒出这些隐藏功能 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523771&idx=1&sn=e279d51b80ec665ba487102aa7eb0590 (04-01) [72] Claude Code 512,000 行源码泄露，有3点启发 - Network accessline 14
https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523771&idx=1&sn=e279d51b80ec665ba487102aa7eb0590 (04-01) - Network accessline 15
[72] Claude Code 512,000 行源码泄露，有3点启发 https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) [70] 51万行源码泄露！Claude Code 里面到底藏了什么？ - Network accessline 16
https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) - Network accessline 18
https://mp.weixin.qq.com/s?__biz=MzkzMDU2Nzg3MQ==&mid=2247490917&idx=1&sn=81ed72a07896d9c135a24b32682cca1e (04-03) - Network accessline 20
── Harness (6) ── [70] 一夜之间，全世界的 Agent 能力提高了一个档次 https://mp.weixin.qq.com/s?__biz=MjM5NDI4MTY3NA==&mid=2257499514&idx=1&sn=6600eb5d91e432041928eb3a9ed6418b (04-03) - Network accessline 21
[70] 一夜之间，全世界的 Agent 能力提高了一个档次 https://mp.weixin.qq.com/s?__biz=MjM5NDI4MTY3NA==&mid=2257499514&idx=1&sn=6600eb5d91e432041928eb3a9ed6418b (04-03) [70] 深度｜对话 LangChain 创始人：为什么 Manus 和 Claude Code 这么强？秘诀不在模型，而在顶级... - Network accessline 22
https://mp.weixin.qq.com/s?__biz=MjM5NDI4MTY3NA==&mid=2257499514&idx=1&sn=6600eb5d91e432041928eb3a9ed6418b (04-03) - Network accessline 23
[70] 深度｜对话 LangChain 创始人：为什么 Manus 和 Claude Code 这么强？秘诀不在模型，而在顶级... https://mp.weixin.qq.com/s?__biz=MzA3NzUxMzM5MQ==&mid=2453898439&idx=1&sn=a5de1911ccf02e9bedff0d43679e46f2 (04-03) [63] Harness is the New Dataset：模型智能提升的下一个关键方向 - Network accessline 24
https://mp.weixin.qq.com/s?__biz=MzA3NzUxMzM5MQ==&mid=2453898439&idx=1&sn=a5de1911ccf02e9bedff0d43679e46f2 (04-03) - Network accessline 26
https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516162&idx=1&sn=55ff85df4c10436eb9ffac875db3459a (03-30) - Network accessline 28
── Auto Dream (6) ── [70] Claude Code悄悄学会了做梦。 https://mp.weixin.qq.com/s?__biz=MzIyMzA5NjEyMA==&mid=2647681328&idx=1&sn=ef7b6d4a0ba5bb46313c142da225190b (04-03) - Network accessline 29
[70] Claude Code悄悄学会了做梦。 https://mp.weixin.qq.com/s?__biz=MzIyMzA5NjEyMA==&mid=2647681328&idx=1&sn=ef7b6d4a0ba5bb46313c142da225190b (04-03) [70] The feature nobody covered this week just turned your AI... - Network accessline 30
https://mp.weixin.qq.com/s?__biz=MzIyMzA5NjEyMA==&mid=2647681328&idx=1&sn=ef7b6d4a0ba5bb46313c142da225190b (04-03) - Network accessline 31
[70] The feature nobody covered this week just turned your AI... https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) [68] Claude Code, Cowork and Codex #6: Claude Code Auto Mode and... - Network accessline 32
https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) - Network accessline 34
https://thezvi.substack.com/p/claude-code-cowork-and-codex-6-claude (03-26) - Network accessline 36
── CLAUDE.md (6) ── [78] Claude code产品负责人分享15条隐藏功能，建议收藏 https://mp.weixin.qq.com/s?__biz=MzIwNzc2NTk0NQ==&mid=2247616028&idx=2&sn=a59340dff25ffc51738c5f7b54b33d39 (03-31) - Network accessline 37
[78] Claude code产品负责人分享15条隐藏功能，建议收藏 https://mp.weixin.qq.com/s?__biz=MzIwNzc2NTk0NQ==&mid=2247616028&idx=2&sn=a59340dff25ffc51738c5f7b54b33d39 (03-31) [73] 8行代码让Claude Code闭嘴：输出token直降63%，废话全砍 - Network accessline 38
https://mp.weixin.qq.com/s?__biz=MzIwNzc2NTk0NQ==&mid=2247616028&idx=2&sn=a59340dff25ffc51738c5f7b54b33d39 (03-31) - Network accessline 39
[73] 8行代码让Claude Code闭嘴：输出token直降63%，废话全砍 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159119&idx=1&sn=bd0c059e1e7ebb4f03d63f1d355957b6 (04-03) [73] 上千万浏览，大神教你深度玩转Claude Code - Network accessline 40
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159119&idx=1&sn=bd0c059e1e7ebb4f03d63f1d355957b6 (04-03) - Network accessline 42
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) - Network accessline 44
── 一键白标 Skill (6) ── [73] 搞不懂Skills？看看Claude Code内部工程师们是怎么玩的 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) - Network accessline 45
[73] 搞不懂Skills？看看Claude Code内部工程师们是怎么玩的 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) [73] Skill制作和使用秘诀！Claude Code工程师的官方宝藏经验 - Network accessline 46
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) - Network accessline 47
[73] Skill制作和使用秘诀！Claude Code工程师的官方宝藏经验 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247525972&idx=1&sn=7720bfef895e7cd1aced9b3caa5b474c (03-20) [70] Skill制作和使用秘诀！Claude Code工程师的官方宝藏经验 - Network accessline 48
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247525972&idx=1&sn=7720bfef895e7cd1aced9b3caa5b474c (03-20) - Network accessline 50
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247525972&idx=1&sn=7720bfef895e7cd1aced9b3caa5b474c (03-21) - Network accessline 52
── Prompts (3) ── [78] Claude organized 900 Google Drive files, negotiated a... https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) - Network accessline 53
[78] Claude organized 900 Google Drive files, negotiated a... https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) [77] Every workaround you built for the last model is now... - Network accessline 54
https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) - Network accessline 55
[77] Every workaround you built for the last model is now... https://natesnewsletter.substack.com/p/anthropic-just-built-a-model-that (04-02) [70] The open loop audit prompt that separates real delegation... - Network accessline 56
https://natesnewsletter.substack.com/p/anthropic-just-built-a-model-that (04-02) - Network accessline 58
https://natesnewsletter.substack.com/p/90-of-what-you-build-on-your-ai-agent (03-29) - Network accessline 65
── Claude Code 源码泄露 (6) ── [77] 突发！Claude Code 源码泄露，扒出这些隐藏功能 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523771&idx=1&sn=e279d51b80ec665ba487102aa7eb0590 (04-01) - Network accessline 66
[77] 突发！Claude Code 源码泄露，扒出这些隐藏功能 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523771&idx=1&sn=e279d51b80ec665ba487102aa7eb0590 (04-01) [72] Claude Code 512,000 行源码泄露，有3点启发 - Network accessline 67
https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523771&idx=1&sn=e279d51b80ec665ba487102aa7eb0590 (04-01) - Network accessline 68
[72] Claude Code 512,000 行源码泄露，有3点启发 https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) [70] 51万行源码泄露！Claude Code 里面到底藏了什么？ - Network accessline 69
https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) - Network accessline 71
https://mp.weixin.qq.com/s?__biz=MzkzMDU2Nzg3MQ==&mid=2247490917&idx=1&sn=81ed72a07896d9c135a24b32682cca1e (04-03) - Network accessline 73
── Computer Use (6) ── [77] feat(tool_use): add context engineering strategies cookbook... https://github.com/anthropics/claude-cookbooks/commit/ee3dfe1e245e90ed0fee452b1a8c9ab9e33927f4 (03-31) - Network accessline 74
[77] feat(tool_use): add context engineering strategies cookbook... https://github.com/anthropics/claude-cookbooks/commit/ee3dfe1e245e90ed0fee452b1a8c9ab9e33927f4 (03-31) [70] The feature nobody covered this week just turned your - Network accessline 75
https://github.com/anthropics/claude-cookbooks/commit/ee3dfe1e245e90ed0fee452b1a8c9ab9e33927f4 (03-31) - Network accessline 76
[70] The feature nobody covered this week just turned your AI... https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) [68] Claude Code, Cowork and Codex #6: Claude Code Auto Mode and... - Network accessline 77
https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) - Network accessline 79
https://thezvi.substack.com/p/claude-code-cowork-and-codex-6-claude (03-26) - Network accessline 81
── Harness (6) ── [77] 3小时，我用GLM-5.1把Anthropic那套Harness玩法打通了，已投产 https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247506060&idx=1&sn=56e92375ea7aa31772977fba1d876432 (04-03) - Network accessline 82
[77] 3小时，我用GLM-5.1把Anthropic那套Harness玩法打通了，已投产 https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247506060&idx=1&sn=56e92375ea7aa31772977fba1d876432 (04-03) [63] 一文读懂Harness Engineering：从14篇工程文章中，寻找那个让AI不再离经叛道的壳｜Hao好聊趋势 - Network accessline 83
https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247506060&idx=1&sn=56e92375ea7aa31772977fba1d876432 (04-03) - Network accessline 84
[63] 一文读懂Harness Engineering：从14篇工程文章中，寻找那个让AI不再离经叛道的壳｜Hao好聊趋势 https://mp.weixin.qq.com/s?__biz=Mjc1NjM3MjY2MA==&mid=2691566633&idx=1&sn=e8c2ba401e2a6f4fee1f8583159f5ecd (04-03) [63] Anthropic说：不要在等下一代模型了，立刻马上做Harness！ - Network accessline 85
https://mp.weixin.qq.com/s?__biz=Mjc1NjM3MjY2MA==&mid=2691566633&idx=1&sn=e8c2ba401e2a6f4fee1f8583159f5ecd (04-03) - Network accessline 87
https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491751&idx=1&sn=a46776aeac4344bc9b82fedb8006a582 (03-26) - Network accessline 89
── GPU 短缺与租赁价格 (2) ── [73] The Great GPU Shortage – Rental Capacity – Launching our... https://newsletter.semianalysis.com/p/the-great-gpu-shortage-rental-capacity (04-02) - Network accessline 90
[73] The Great GPU Shortage – Rental Capacity – Launching our... https://newsletter.semianalysis.com/p/the-great-gpu-shortage-rental-capacity (04-02) [57] OpenAI 总裁 Greg Brockman：AI 自我改进、Super App 豪赌、通往 AGI 之路、算力扩张 - Network accessline 91
https://newsletter.semianalysis.com/p/the-great-gpu-shortage-rental-capacity (04-02) - Network accessline 93
https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494429&idx=1&sn=d8c1d716ae77bc9948bd5114b58b3a0e (04-03) - Network accessline 95
── Claude Mythos 泄露 (6) ── [68] Anthropic Accidentally Leaked the Secret Roadmap of Claude... https://www.thealgorithmicbridge.com/p/anthropic-accidentally-leaked-the (04-01) - Network accessline 96
[68] Anthropic Accidentally Leaked the Secret Roadmap of Claude... https://www.thealgorithmicbridge.com/p/anthropic-accidentally-leaked-the (04-01) [63] [AINews] The Claude Code Source Leak - Network accessline 97
https://www.thealgorithmicbridge.com/p/anthropic-accidentally-leaked-the (04-01) - Network accessline 98
[63] [AINews] The Claude Code Source Leak https://www.latent.space/p/ainews-the-claude-code-source-leak (04-01) [62] 20VC x SaaStr: Anthropic’s 10-Trillion-Parameter Leak,... - Network accessline 99
https://www.latent.space/p/ainews-the-claude-code-source-leak (04-01) - Network accessline 101
https://www.saastr.com/20vc-x-saastr-anthropics-10-trillion-parameter-leak-openai-kills-sora-masas-40b-bridge-loan-and-why-the-cybersecurity-panic-is-backwards/ (04-03) - Network accessline 103
── Prompts (4) ── [78] Claude organized 900 Google Drive files, negotiated a... https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) - Network accessline 104
[78] Claude organized 900 Google Drive files, negotiated a... https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) [77] 5 AI agents, 5 contradictory bets, 3 questions that tell... - Network accessline 105
https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) - Network accessline 106
[77] 5 AI agents, 5 contradictory bets, 3 questions that tell... https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) [77] Your Best AI Work Vanishes Every Session. 4 Prompts That... - Network accessline 107
https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) - Network accessline 109
https://natesnewsletter.substack.com/p/your-ai-skills-fail-10-of-the-time (03-31) - Network accessline 116
── Claude Code 源码泄露 (6) ── [73] 8行代码让Claude Code闭嘴：输出token直降63%，废话全砍 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159119&idx=1&sn=bd0c059e1e7ebb4f03d63f1d355957b6 (04-03) - Network accessline 117
[73] 8行代码让Claude Code闭嘴：输出token直降63%，废话全砍 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159119&idx=1&sn=bd0c059e1e7ebb4f03d63f1d355957b6 (04-03) [72] Claude Code 512,000 行源码泄露，有3点启发 - Network accessline 118
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159119&idx=1&sn=bd0c059e1e7ebb4f03d63f1d355957b6 (04-03) - Network accessline 119
[72] Claude Code 512,000 行源码泄露，有3点启发 https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) [70] 51万行源码泄露！Claude Code 里面到底藏了什么？ - Network accessline 120
https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) - Network accessline 122
https://mp.weixin.qq.com/s?__biz=MzkzMDU2Nzg3MQ==&mid=2247490917&idx=1&sn=81ed72a07896d9c135a24b32682cca1e (04-03) - Network accessline 124
── Gemma 4 (6) ── [73] 让中小团队也玩得起Deep Research：TAMU/Waterloo团队把研究智能体的训练做成了开源流水线 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) - Network accessline 125
[73] 让中小团队也玩得起Deep Research：TAMU/Waterloo团队把研究智能体的训练做成了开源流水线 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) [70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 - Network accessline 126
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) - Network accessline 127
[70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) [70] 性能飙升42%！人大&字节开源10万级 SWE数据集 Scale-SWE - Network accessline 128
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 130
https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247505371&idx=1&sn=d951f6734b22499d93491b054f50eb0b (03-21) - Network accessline 132
── Auto Dream (6) ── [77] Karpathy刚开源的autoresearch，我拿来优化龙虾skill，成功率从56%飙到92% https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491291&idx=1&sn=42cf15edfa63115f4f4f48d82282bf72 (03-21) - Network accessline 133
[77] Karpathy刚开源的autoresearch，我拿来优化龙虾skill，成功率从56%飙到92% https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491291&idx=1&sn=42cf15edfa63115f4f4f48d82282bf72 (03-21) [73] Ranking Engineer Agent (REA): The Autonomous AI Agent. - Network accessline 134
https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491291&idx=1&sn=42cf15edfa63115f4f4f48d82282bf72 (03-21) - Network accessline 135
[73] Ranking Engineer Agent (REA): The Autonomous AI Agent... https://engineering.fb.com/2026/03/17/developer-tools/ranking-engineer-agent-rea-autonomous-ai-system-accelerating-meta-ads-ranking-innovation/ (03-20) [70] The feature - Network accessline 136
https://engineering.fb.com/2026/03/17/developer-tools/ranking-engineer-agent-rea-autonomous-ai-system-accelerating-meta-ads-ranking-innovation/ (03-20) - Network accessline 138
https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) - Network accessline 140
── Agent Development Kit (ADK) (6) ── [67] 省 90% token！谷歌重磅指南教你用Skill构建ADK智能体 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526081&idx=2&sn=07a6d918727942a537119f8c599c8cc8 (04-03) - Network accessline 141
[67] 省 90% token！谷歌重磅指南教你用Skill构建ADK智能体 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526081&idx=2&sn=07a6d918727942a537119f8c599c8cc8 (04-03) [67] Skill开发黄金法则！谷歌放出5种智能体Skill设计模式 - Network accessline 142
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526081&idx=2&sn=07a6d918727942a537119f8c599c8cc8 (04-03) - Network accessline 143
[67] Skill开发黄金法则！谷歌放出5种智能体Skill设计模式 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247525991&idx=1&sn=c35041627adaa5fedb5376e1df132158 (03-23) [63] 暴涨31.8%背后，智谱卖API这事跑通了？ - Network accessline 144
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247525991&idx=1&sn=c35041627adaa5fedb5376e1df132158 (03-23) - Network accessline 146
https://mp.weixin.qq.com/s?__biz=MzkyNTY1MjE2OA==&mid=2247493523&idx=1&sn=bab839821a2981cb2f9f0459b498a8b1 (04-01) - Network accessline 148
── Skills (2) ── [93] 给 Agent 写 Skill，写的越详细反而可能效果越差。 最近在一个具体案例上，研究到底应该如何设计极致的... https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) - Network accessline 149
[93] 给 Agent 写 Skill，写的越详细反而可能效果越差。 最近在一个具体案例上，研究到底应该如何设计极致的... https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) [83] 继Anthropic后，Google放出5个常用的Agent Skill设计模式 - Network accessline 150
https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) - Network accessline 152
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158963&idx=1&sn=f1cadf39823a2f8245cd974140edfc21 (03-20) - Network accessline 159
── Skills (5) ── [93] 给 Agent 写 Skill，写的越详细反而可能效果越差。 最近在一个具体案例上，研究到底应该如何设计极致的... https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) - Network accessline 160
[93] 给 Agent 写 Skill，写的越详细反而可能效果越差。 最近在一个具体案例上，研究到底应该如何设计极致的... https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) [78] Claude organized 900 Google Drive files, negot - Network accessline 161
https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) - Network accessline 162
[78] Claude organized 900 Google Drive files, negotiated a... https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) [77] Your Best AI Work Vanishes Every Session. 4 Prompts That... - Network accessline 163
https://natesnewsletter.substack.com/p/five-things-claudes-chrome-extension (03-20) - Network accessline 165
https://natesnewsletter.substack.com/p/your-ai-skills-fail-10-of-the-time (03-31) - Network accessline 167
── Harness Engineering (6) ── [65] 最近很火的 Harness-Engineering 到底是什么？ https://mp.weixin.qq.com/s?__biz=MzkzMTcyMTgxNg==&mid=2247509402&idx=1&sn=3521bbfeec326ffa809b16fad8b91ffc (03-31) - Network accessline 168
[65] 最近很火的 Harness-Engineering 到底是什么？ https://mp.weixin.qq.com/s?__biz=MzkzMTcyMTgxNg==&mid=2247509402&idx=1&sn=3521bbfeec326ffa809b16fad8b91ffc (03-31) [63] 2026 年 Agent 最重要的工程概念：「Harness Engineering」 - Network accessline 169
https://mp.weixin.qq.com/s?__biz=MzkzMTcyMTgxNg==&mid=2247509402&idx=1&sn=3521bbfeec326ffa809b16fad8b91ffc (03-31) - Network accessline 170
[63] 2026 年 Agent 最重要的工程概念：「Harness Engineering」 https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247516118&idx=1&sn=4040dcccf16c89066b30bb6d8fe2a21a (03-30) [63] 模型不是关键，Harness 才是 - Network accessline 171
https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247516118&idx=1&sn=4040dcccf16c89066b30bb6d8fe2a21a (03-30) - Network accessline 173
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481768&idx=1&sn=72a99eef97bc7f0dcb3eddb99573a0ab (03-22) - Network accessline 175
── .claude 文件夹 (3) ── [73] Claude Code 真正的玩法：.claude文件夹使用指南 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159087&idx=1&sn=d8b0e49572b0f36b4dacf4ec94cd2860 (03-31) - Network accessline 176
[73] Claude Code 真正的玩法：.claude文件夹使用指南 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159087&idx=1&sn=d8b0e49572b0f36b4dacf4ec94cd2860 (03-31) [73] 上千万浏览，大神教你深度玩转Claude Code - Network accessline 177
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159087&idx=1&sn=d8b0e49572b0f36b4dacf4ec94cd2860 (03-31) - Network accessline 178
[73] 上千万浏览，大神教你深度玩转Claude Code https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) [67] 2026 年，终于有个 AI 产品不用我学提示词了 - Network accessline 179
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) - Network accessline 181
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085817&idx=1&sn=5e67f56279e61bc4b15adc2ae2d1a02b (03-31) - Network accessline 183
── MetaClaw (1) ── [67] 人类一离座AI就进化！伯克利开源MetaClaw，静态Agent慌了 https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652687761&idx=2&sn=a8b53eb91c9717a21842822a1fac243e (03-31) - Network accessline 185
https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652687761&idx=2&sn=a8b53eb91c9717a21842822a1fac243e (03-31) - Network accessline 187
── Claude Mythos (6) ── [77] Every workaround you built for the last model is now... https://natesnewsletter.substack.com/p/anthropic-just-built-a-model-that (04-02) - Network accessline 188
[77] Every workaround you built for the last model is now... https://natesnewsletter.substack.com/p/anthropic-just-built-a-model-that (04-02) [72] Claude Code 512,000 行源码泄露，有3点启发 - Network accessline 189
https://natesnewsletter.substack.com/p/anthropic-just-built-a-model-that (04-02) - Network accessline 190
[72] Claude Code 512,000 行源码泄露，有3点启发 https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) [70] The open loop audit prompt that separates real delegation... - Network accessline 191
https://mp.weixin.qq.com/s?__biz=MzU2MDc1MTczMA==&mid=2247483753&idx=1&sn=ab642d83ee711f6abeb17e276aa04941 (03-31) - Network accessline 193
https://natesnewsletter.substack.com/p/90-of-what-you-build-on-your-ai-agent (03-29) - Network accessline 195
── One (2) ── [77] 5 AI agents, 5 contradictory bets, 3 questions that tell... https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) - Network accessline 196
[77] 5 AI agents, 5 contradictory bets, 3 questions that tell... https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) [67] You're using the wrong kind of agent. Here's the one... - Network accessline 197
https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) - Network accessline 199
https://natesnewsletter.substack.com/p/there-are-4-kinds-of-agents-and-youre (03-26) - Network accessline 206
── Harness Engineering (6) ── [83] feat(claude_agent_sdk): add OpenAI migration guide + SRE... https://github.com/anthropics/claude-cookbooks/commit/6d8146dffb7223b913f144046ee2b8ff8df15790 (03-20) - Network accessline 207
[83] feat(claude_agent_sdk): add OpenAI migration guide + SRE... https://github.com/anthropics/claude-cookbooks/commit/6d8146dffb7223b913f144046ee2b8ff8df15790 (03-20) [77] 5 AI agents, 5 contradictory bets, 3 questions that tell. - Network accessline 208
https://github.com/anthropics/claude-cookbooks/commit/6d8146dffb7223b913f144046ee2b8ff8df15790 (03-20) - Network accessline 209
[77] 5 AI agents, 5 contradictory bets, 3 questions that tell... https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) [65] 最近很火的 Harness-Engineering 到底是什么？ - Network accessline 210
https://natesnewsletter.substack.com/p/5-ai-agents-5-contradictory-bets (03-24) - Network accessline 212
https://mp.weixin.qq.com/s?__biz=MzkzMTcyMTgxNg==&mid=2247509402&idx=1&sn=3521bbfeec326ffa809b16fad8b91ffc (03-31) - Network accessline 214
── Skills (6) ── [77] Your Best AI Work Vanishes Every Session. 4 Prompts That... https://natesnewsletter.substack.com/p/your-ai-skills-fail-10-of-the-time (03-31) - Network accessline 215
[77] Your Best AI Work Vanishes Every Session. 4 Prompts That... https://natesnewsletter.substack.com/p/your-ai-skills-fail-10-of-the-time (03-31) [72] How we monitor internal coding agents for misalignment - Network accessline 216
https://natesnewsletter.substack.com/p/your-ai-skills-fail-10-of-the-time (03-31) - Network accessline 217
[72] How we monitor internal coding agents for misalignment https://openai.com/index/how-we-monitor-internal-coding-agents-misalignment (03-21) [68] A Single Sentence from a Family Member Shifted an AI... - Network accessline 218
https://openai.com/index/how-we-monitor-internal-coding-agents-misalignment (03-21) - Network accessline 220
https://natesnewsletter.substack.com/p/a-single-sentence-from-a-family-member (03-20) - Network accessline 222
── codex-plugin-cc (4) ── [68] OpenAI 给 Claude Code 做了个插件 https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514795&idx=1&sn=a31743d856ab7483e481183eedf36cc6 (03-31) - Network accessline 223
[68] OpenAI 给 Claude Code 做了个插件 https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514795&idx=1&sn=a31743d856ab7483e481183eedf36cc6 (03-31) [63] Accenture booked $2.2 billion in AI consulting last... - Network accessline 224
https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514795&idx=1&sn=a31743d856ab7483e481183eedf36cc6 (03-31) - Network accessline 225
[63] Accenture booked $2.2 billion in AI consulting last... https://natesnewsletter.substack.com/p/youre-about-to-spend-millions-on (03-25) [63] 深度｜马斯克连续点名、黄仁勋邀请：Kimi 正在成为硅谷“不可言说”的变量 - Network accessline 226
https://natesnewsletter.substack.com/p/youre-about-to-spend-millions-on (03-25) - Network accessline 228
https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514700&idx=1&sn=a25cea9aa7317ece3b4425c4ab8a8db1 (03-23) - Network accessline 230
── Token 成本 (5) ── [77] 深度｜OpenAI对话OpenClaw：AI 正在重新定义开发者，以一种玩乐的心态去面对AI https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514654&idx=1&sn=51eaf37a3f99c3877a9f2953f6dac2cc (03-20) - Network accessline 231
[77] 深度｜OpenAI对话OpenClaw：AI 正在重新定义开发者，以一种玩乐的心态去面对AI https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514654&idx=1&sn=51eaf37a3f99c3877a9f2953f6dac2cc (03-20) [63] Karpathy："写代码"已经不是对的动词了 - Network accessline 232
https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514654&idx=1&sn=51eaf37a3f99c3877a9f2953f6dac2cc (03-20) - Network accessline 233
[63] Karpathy："写代码"已经不是对的动词了 https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494310&idx=1&sn=e71a843c3376b469c97dc64007b9104a (03-21) [63] 突发！Sora 宣布关停，史上最贵 AI 表情包生成器只撑了七个月 - Network accessline 234
https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494310&idx=1&sn=e71a843c3376b469c97dc64007b9104a (03-21) - Network accessline 236
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085293&idx=1&sn=fe32a037f031ce2faea7c4d6d3b295bc (03-26) - Network accessline 238
── 代码大通胀 (2) ── [57] OpenAI 总裁 Greg Brockman：AI 自我改进、Super App 豪赌、通往 AGI 之路、算力扩张 https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494429&idx=1&sn=d8c1d716ae77bc9948bd5114b58b3a0e (04-03) - Network accessline 239
[57] OpenAI 总裁 Greg Brockman：AI 自我改进、Super App 豪赌、通往 AGI 之路、算力扩张 https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494429&idx=1&sn=d8c1d716ae77bc9948bd5114b58b3a0e (04-03) [57] The two wildest stories today in tech - Network accessline 240
https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494429&idx=1&sn=d8c1d716ae77bc9948bd5114b58b3a0e (04-03) - Network accessline 242
https://garymarcus.substack.com/p/the-two-wildest-stories-today-in (04-03) - Network accessline 249
── .claude 文件夹 (5) ── [73] 上千万浏览，大神教你深度玩转Claude Code https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) - Network accessline 250
[73] 上千万浏览，大神教你深度玩转Claude Code https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) [73] 搞不懂Skills？看看Claude Code内部工程师们是怎么玩的 - Network accessline 251
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) - Network accessline 252
[73] 搞不懂Skills？看看Claude Code内部工程师们是怎么玩的 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) [73] 8行代码让Claude Code闭嘴：输出token直降63%，废话全砍 - Network accessline 253
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) - Network accessline 255
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159119&idx=1&sn=bd0c059e1e7ebb4f03d63f1d355957b6 (04-03) - Network accessline 257
── Computer Use (5) ── [73] Holotron-12B - High Throughput Computer Use Agent https://huggingface.co/blog/Hcompany/holotron-12b (03-20) - Network accessline 258
[73] Holotron-12B - High Throughput Computer Use Agent https://huggingface.co/blog/Hcompany/holotron-12b (03-20) [65] AI科学家登上Nature，论文从构思到发表全自动化，一篇已通过同行评审 - Network accessline 259
https://huggingface.co/blog/Hcompany/holotron-12b (03-20) - Network accessline 260
[65] AI科学家登上Nature，论文从构思到发表全自动化，一篇已通过同行评审 https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649792977&idx=2&sn=e781a1980b8e58e27499a2389c2f989d (03-26) [63] Claude Code刚放出大招，转眼就被群嘲“用不起”！OpenAl趁机甩出最阴插件，直接偷家 - Network accessline 261
https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649792977&idx=2&sn=e781a1980b8e58e27499a2389c2f989d (03-26) - Network accessline 263
https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651280604&idx=2&sn=e7c294f7eecc713f2bf6462c71b8c7fe (04-01) - Network accessline 265
── Agent Skills (6) ── [93] 给 Agent 写 Skill，写的越详细反而可能效果越差。 最近在一个具体案例上，研究到底应该如何设计极致的... https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) - Network accessline 266
[93] 给 Agent 写 Skill，写的越详细反而可能效果越差。 最近在一个具体案例上，研究到底应该如何设计极致的... https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) [83] 继Anthropic后，Google放出5个常用的Agent Skill设计模式 - Network accessline 267
https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489717&idx=1&sn=9f8e40010b10c4d4dc164838d8a1e6e6 (03-20) - Network accessline 268
[83] 继Anthropic后，Google放出5个常用的Agent Skill设计模式 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158963&idx=1&sn=f1cadf39823a2f8245cd974140edfc21 (03-20) [73] Web Access：一个Skill，拉满Agent联网和浏览器能力 - Network accessline 269
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158963&idx=1&sn=f1cadf39823a2f8245cd974140edfc21 (03-20) - Network accessline 271
https://mp.weixin.qq.com/s?__biz=MzIzNDU0NzY1MA==&mid=2247489837&idx=1&sn=36d22d8ad44a12c494d4babb5e353e4c (03-23) - Network accessline 273
── Meta-Harness (5) ── [78] 接入 MiniMax M2.7 后，我的 OpenClaw「超进化」了 https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247515775&idx=1&sn=5caa6d62979fc054e2697915217d9779 (03-20) - Network accessline 274
[78] 接入 MiniMax M2.7 后，我的 OpenClaw「超进化」了 https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247515775&idx=1&sn=5caa6d62979fc054e2697915217d9779 (03-20) [75] 一个案例，搞明白 Harness - Network accessline 275
https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247515775&idx=1&sn=5caa6d62979fc054e2697915217d9779 (03-20) - Network accessline 276
[75] 一个案例，搞明白 Harness https://mp.weixin.qq.com/s?__biz=MzU1MTAwNzY4Mg==&mid=2247490848&idx=1&sn=23bbfa78b78d2bb2afceb210cc35101c (03-25) [73] Ranking Engineer Agent (REA): The Autonomous AI Agent... - Network accessline 277
https://mp.weixin.qq.com/s?__biz=MzU1MTAwNzY4Mg==&mid=2247490848&idx=1&sn=23bbfa78b78d2bb2afceb210cc35101c (03-25) - Network accessline 279
https://engineering.fb.com/2026/03/17/developer-tools/ranking-engineer-agent-rea-autonomous-ai-system-accelerating-meta-ads-ranking-innovation/ (03-20) - Network accessline 281
── autoresearch (1) ── [67] 🔮 Autoresearch and the experimental society https://www.exponentialview.co/p/autoresearch-and-the-experimental-society (04-03) - Network accessline 283
https://www.exponentialview.co/p/autoresearch-and-the-experimental-society (04-03) - Network accessline 290
── Meta-Harness (4) ── [77] 比全球最强推理引擎还快2倍，斯坦福、普林斯顿破解大模型「串行魔咒」 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024977&idx=3&sn=0822e79ac232d10242b5f0c10689410b (04-01) - Network accessline 291
[77] 比全球最强推理引擎还快2倍，斯坦福、普林斯顿破解大模型「串行魔咒」 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024977&idx=3&sn=0822e79ac232d10242b5f0c10689410b (04-01) [63] 一文读懂Harness Engineering：从14篇工程文章中，寻找那个让AI不再离经叛道的壳｜Hao好聊趋势 - Network accessline 292
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024977&idx=3&sn=0822e79ac232d10242b5f0c10689410b (04-01) - Network accessline 293
[63] 一文读懂Harness Engineering：从14篇工程文章中，寻找那个让AI不再离经叛道的壳｜Hao好聊趋势 https://mp.weixin.qq.com/s?__biz=Mjc1NjM3MjY2MA==&mid=2691566633&idx=1&sn=e8c2ba401e2a6f4fee1f8583159f5ecd (04-03) [60] Meta-Harness：斯坦福最新Harness论文，林俊旸点赞 - Network accessline 294
https://mp.weixin.qq.com/s?__biz=Mjc1NjM3MjY2MA==&mid=2691566633&idx=1&sn=e8c2ba401e2a6f4fee1f8583159f5ecd (04-03) - Network accessline 296
https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247505948&idx=1&sn=1ddadb7cdccfa5940fc9d8398fc274a2 (04-01) - Network accessline 298
── SSD 框架 / SAGUARO 算法 (6) ── [90] 谷歌DeepMind首发AGI终极考纲！20万全球悬赏，撕下所有大模型伪装 https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652684559&idx=2&sn=6d626628722af983906903ad4641dfd6 (03-20) - Network accessline 299
[90] 谷歌DeepMind首发AGI终极考纲！20万全球悬赏，撕下所有大模型伪装 https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652684559&idx=2&sn=6d626628722af983906903ad4641dfd6 (03-20) [85] Google 新算法，Mac Mini 也能跑 Qwen3.5 - Network accessline 300
https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652684559&idx=2&sn=6d626628722af983906903ad4641dfd6 (03-20) - Network accessline 301
[85] Google 新算法，Mac Mini 也能跑 Qwen3.5 https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514609&idx=1&sn=9787f3c430c16f76ac0c45c598516c22 (03-27) [77] 00后国人一作再发Nature：大模型新任务表现如何，现在能精准预测了 - Network accessline 302
https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514609&idx=1&sn=9787f3c430c16f76ac0c45c598516c22 (03-27) - Network accessline 304
https://mp.weixin.qq.com/s?__biz=MzIwMTc4ODE0Mw==&mid=2247719158&idx=1&sn=a5f43097247ba1412325223ad665bcf2 (04-03) - Network accessline 306
── Gemma 4 (6) ── [70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 307
[70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) [67] 让AI看懂科研图表：深势科技开源150万高质量科研图文数据集 - Network accessline 308
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 309
[67] 让AI看懂科研图表：深势科技开源150万高质量科研图文数据集 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526027&idx=2&sn=52c23656102d25015a675e22db302b81 (03-28) [63] ICLR 2026 | 让多模态模型学会主动说话：主动交互从训练到评估的完整方案 - Network accessline 310
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526027&idx=2&sn=52c23656102d25015a675e22db302b81 (03-28) - Network accessline 312
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024564&idx=2&sn=35264986836dd290aa3618d110aaeb85 (03-30) - Network accessline 314
── GLM-5V-Turbo (6) ── [63] Google's TurboQuant AI-compression algorithm can reduce LLM... https://arstechnica.com/ai/2026/03/google-says-new-turboquant-compression-can-lower-ai-memory-usage-without-sacrificing-quality/ (03-26) - Network accessline 315
[63] Google's TurboQuant AI-compression algorithm can reduce LLM... https://arstechnica.com/ai/2026/03/google-says-new-turboquant-compression-can-lower-ai-memory-usage-without-sacrificing-quality/ (03-26) [63] 杨植麟、张鹏、罗福莉等齐聚一堂，他们关于 - Network accessline 316
https://arstechnica.com/ai/2026/03/google-says-new-turboquant-compression-can-lower-ai-memory-usage-without-sacrificing-quality/ (03-26) - Network accessline 317
[63] 杨植麟、张鹏、罗福莉等齐聚一堂，他们关于OpenClaw的观点值得一听。 https://mp.weixin.qq.com/s?__biz=MzIyMzA5NjEyMA==&mid=2647681035&idx=1&sn=618c8b3d9b2eb8d74e2e846d35e2873d (03-29) [63] 内存股集体大跌，原因竟是谷歌这篇一年前的论文 - Network accessline 318
https://mp.weixin.qq.com/s?__biz=MzIyMzA5NjEyMA==&mid=2647681035&idx=1&sn=618c8b3d9b2eb8d74e2e846d35e2873d (03-29) - Network accessline 320
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024152&idx=2&sn=4528d075d9d03ee84b40ade73eb0cbb0 (03-28) - Network accessline 327
── 低成本多Agent部署 (6) ── [68] 耗时2天，搓了个Agent🦞 App，语音唤醒，还能视频通话，已免费开源～ https://mp.weixin.qq.com/s?__biz=MzkwMzE4NjU5NA==&mid=2247515881&idx=1&sn=e9b5a76c83cdea1a67c93d0a20f37059 (04-03) - Network accessline 328
[68] 耗时2天，搓了个Agent🦞 App，语音唤醒，还能视频通话，已免费开源～ https://mp.weixin.qq.com/s?__biz=MzkwMzE4NjU5NA==&mid=2247515881&idx=1&sn=e9b5a76c83cdea1a67c93d0a20f37059 (04-03) [67] 只花了 50 块，我养了 5 只小龙虾，每天帮我做投研 - Network accessline 329
https://mp.weixin.qq.com/s?__biz=MzkwMzE4NjU5NA==&mid=2247515881&idx=1&sn=e9b5a76c83cdea1a67c93d0a20f37059 (04-03) - Network accessline 330
[67] 只花了 50 块，我养了 5 只小龙虾，每天帮我做投研 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523843&idx=1&sn=071cbbce5e3488892faa766480249e97 (04-03) [63] 杨植麟、张鹏、罗福莉等齐聚一堂，他们关于OpenClaw的观点值得一听。 - Network accessline 331
https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523843&idx=1&sn=071cbbce5e3488892faa766480249e97 (04-03) - Network accessline 333
https://mp.weixin.qq.com/s?__biz=MzIyMzA5NjEyMA==&mid=2647681035&idx=1&sn=618c8b3d9b2eb8d74e2e846d35e2873d (03-29) - Network accessline 335
── CLI/API 化 (6) ── [77] 在小龙虾里可以用 Seedance 2.0生成视频了！即梦 CLI 来了 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523804&idx=1&sn=2a47bc3b90ea8b22a1557fe78e6eb9c7 (04-01) - Network accessline 336
[77] 在小龙虾里可以用 Seedance 2.0生成视频了！即梦 CLI 来了 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523804&idx=1&sn=2a47bc3b90ea8b22a1557fe78e6eb9c7 (04-01) [77] OpenClaw +「满血版」Seedance 2.0：2 分钟出片，终于不用排队了！ - Network accessline 337
https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523804&idx=1&sn=2a47bc3b90ea8b22a1557fe78e6eb9c7 (04-01) - Network accessline 338
[77] OpenClaw +「满血版」Seedance 2.0：2 分钟出片，终于不用排队了！ https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247513076&idx=1&sn=9899467adab9ed97d516b2eb0aabc0ef (04-02) [73] OpenClaw现在也能全自动化生产短剧了！超详细攻略 - Network accessline 339
https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247513076&idx=1&sn=9899467adab9ed97d516b2eb0aabc0ef (04-02) - Network accessline 341
https://mp.weixin.qq.com/s?__biz=MzIzNTI3MTQxMg==&mid=2652560182&idx=1&sn=d732c382b170d4b3d54ad311478561c5 (03-20) - Network accessline 343
── 执行风险 (3) ── [80] OpenClaw 曝 236 个漏洞！腾讯「龙虾管家」一键防偷家（附教程） https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512495&idx=1&sn=a9f1863f1cae03e787d4cd7346991e2a (03-20) - Network accessline 344
[80] OpenClaw 曝 236 个漏洞！腾讯「龙虾管家」一键防偷家（附教程） https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512495&idx=1&sn=a9f1863f1cae03e787d4cd7346991e2a (03-20) [68] 企业养虾🦞（OpenClaw），虾住在哪里比虾本身重要 - Network accessline 345
https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512495&idx=1&sn=a9f1863f1cae03e787d4cd7346991e2a (03-20) - Network accessline 346
[68] 企业养虾🦞（OpenClaw），虾住在哪里比虾本身重要 https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494339&idx=1&sn=df87209e652cda5038a5a555df93e4c0 (03-23) [63] OpenClaw安全漏洞堪称史上最大，养虾人怎么办？ - Network accessline 347
https://mp.weixin.qq.com/s?__biz=Mzk1NzgxMjQ0OA==&mid=2247494339&idx=1&sn=df87209e652cda5038a5a555df93e4c0 (03-23) - Network accessline 349
https://mp.weixin.qq.com/s?__biz=MzU5Mjg5MjQ5Ng==&mid=2247520558&idx=1&sn=1e8ea5d6cc7d87f3198cbaf7f5ce11d0 (03-31) - Network accessline 351
── Qclaw (6) ── [83] 你的龙虾又失忆了？我烧光50亿Token换来这套解法（已开源） https://mp.weixin.qq.com/s?__biz=MzAxNTYwMzcyNw==&mid=2247486085&idx=1&sn=e7d7569ef66d39901c7070018dfaea90 (03-20) - Network accessline 352
[83] 你的龙虾又失忆了？我烧光50亿Token换来这套解法（已开源） https://mp.weixin.qq.com/s?__biz=MzAxNTYwMzcyNw==&mid=2247486085&idx=1&sn=e7d7569ef66d39901c7070018dfaea90 (03-20) [70] 微信龙虾插件上线72小时，就被OpenClaw一次更新干崩了 - Network accessline 353
https://mp.weixin.qq.com/s?__biz=MzAxNTYwMzcyNw==&mid=2247486085&idx=1&sn=e7d7569ef66d39901c7070018dfaea90 (03-20) - Network accessline 354
[70] 微信龙虾插件上线72小时，就被OpenClaw一次更新干崩了 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085047&idx=1&sn=66df21376ef7a72427efec3626f044f1 (03-24) [67] mem9：让微信里的龙虾不再失忆 - Network accessline 355
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085047&idx=1&sn=66df21376ef7a72427efec3626f044f1 (03-24) - Network accessline 357
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481812&idx=1&sn=f4f913a2c8e0178e887afd5422631849 (03-24) - Network accessline 364
── .claude 文件夹 (3) ── [73] 上千万浏览，大神教你深度玩转Claude Code https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) - Network accessline 365
[73] 上千万浏览，大神教你深度玩转Claude Code https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) [73] 搞不懂Skills？看看Claude Code内部工程师们是怎么玩的 - Network accessline 366
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526068&idx=1&sn=d6d3b4ca8f07f4afcc3b5c78dd18faca (04-01) - Network accessline 367
[73] 搞不懂Skills？看看Claude Code内部工程师们是怎么玩的 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) [65] 一键白标 Claude Code：自定义命令 + 启动画面 + 配置隔离，Skill可自取 - Network accessline 368
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651022576&idx=2&sn=60b2201d751c7a0b135907be04bdfe00 (03-20) - Network accessline 370
https://mp.weixin.qq.com/s?__biz=MzIwNzc2NTk0NQ==&mid=2247616215&idx=1&sn=2a47be54fde37c6e92aa1fb5158e49b9 (04-03) - Network accessline 372
── Computer Use (2) ── [68] 全程自动！我用阿里「龙虾」搓出全套 OpenClaw 教程，整整 17 章 https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512839&idx=1&sn=e744b85594ff898a2566cbb67fef8816 (03-29) - Network accessline 373
[68] 全程自动！我用阿里「龙虾」搓出全套 OpenClaw 教程，整整 17 章 https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512839&idx=1&sn=e744b85594ff898a2566cbb67fef8816 (03-29) [63] Claude Code刚放出大招，转眼就被群嘲“用不起”！OpenAl趁机甩出最阴插件，直接偷家 - Network accessline 374
https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512839&idx=1&sn=e744b85594ff898a2566cbb67fef8816 (03-29) - Network accessline 376
https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651280604&idx=2&sn=e7c294f7eecc713f2bf6462c71b8c7fe (04-01) - Network accessline 378
── Coding (6) ── [75] Vibe coding SwiftUI apps is a lot of fun https://simonwillison.net/2026/Mar/27/vibe-coding-swiftui/#atom-everything (03-28) - Network accessline 379
[75] Vibe coding SwiftUI apps is a lot of fun https://simonwillison.net/2026/Mar/27/vibe-coding-swiftui/#atom-everything (03-28) [73] AI代码的“屎山危机”才刚刚开始 - Network accessline 380
https://simonwillison.net/2026/Mar/27/vibe-coding-swiftui/#atom-everything (03-28) - Network accessline 381
[73] AI代码的“屎山危机”才刚刚开始 https://mp.weixin.qq.com/s?__biz=MjM5OTE0ODA2MQ==&mid=2650996371&idx=1&sn=328592727d90e46057ca52e0321d5398 (04-03) [60] 苹果，Vibe Coding 最严厉的父亲 - Network accessline 382
https://mp.weixin.qq.com/s?__biz=MjM5OTE0ODA2MQ==&mid=2650996371&idx=1&sn=328592727d90e46057ca52e0321d5398 (04-03) - Network accessline 384
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086396&idx=1&sn=f96e9dd7953175841132725d97a60bb2 (04-03) - Network accessline 386
── 多智能体团队结构 (2) ── [78] 接入 MiniMax M2.7 后，我的 OpenClaw「超进化」了 https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247515775&idx=1&sn=5caa6d62979fc054e2697915217d9779 (03-20) - Network accessline 387
[78] 接入 MiniMax M2.7 后，我的 OpenClaw「超进化」了 https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247515775&idx=1&sn=5caa6d62979fc054e2697915217d9779 (03-20) [60] 6小时，200美元，0人类代码：Anthropic把AI编程推过了临界点 - Network accessline 388
https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247515775&idx=1&sn=5caa6d62979fc054e2697915217d9779 (03-20) - Network accessline 390
https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652687949&idx=2&sn=ff2ada2e398e6b4992bfa5b62ece53e1 (03-31) - Network accessline 392
── 一键白标 Skill (2) ── [63] OpenClaw 之后，我只想未来 3-6 个月的事情｜42章经 https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) - Network accessline 393
[63] OpenClaw 之后，我只想未来 3-6 个月的事情｜42章经 https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) [58] MiniMax开源技能包：让AI写代码从大学生变资深工程师 - Network accessline 394
https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) - Network accessline 396
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159005&idx=1&sn=a4048da81c98407d22f1a418d6880c0f (03-23) - Network accessline 403
── Gemma 4 (4) ── [70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 404
[70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) [62] Gemma 4 来了：原生多模态，小尺寸匹敌千亿参数大模型 - Network accessline 405
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 406
[62] Gemma 4 来了：原生多模态，小尺寸匹敌千亿参数大模型 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159143&idx=1&sn=b800d1a7ef9c7dc5f3f9abefd76ee7ff (04-03) [55] Gemma 4: Byte for byte, the most capable open models - Network accessline 407
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159143&idx=1&sn=b800d1a7ef9c7dc5f3f9abefd76ee7ff (04-03) - Network accessline 409
https://simonwillison.net/2026/Apr/2/gemma-4/#atom-everything (04-03) - Network accessline 411
── TurboQuant (5) ── [85] Google 新算法，Mac Mini 也能跑 Qwen3.5 https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514609&idx=1&sn=9787f3c430c16f76ac0c45c598516c22 (03-27) - Network accessline 412
[85] Google 新算法，Mac Mini 也能跑 Qwen3.5 https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514609&idx=1&sn=9787f3c430c16f76ac0c45c598516c22 (03-27) [65] Google 发了个压缩算法，内存砍 6 倍，速度快 8 倍，精度零损失 - Network accessline 413
https://mp.weixin.qq.com/s?__biz=MzkzNDQxOTU2MQ==&mid=2247514609&idx=1&sn=9787f3c430c16f76ac0c45c598516c22 (03-27) - Network accessline 414
[65] Google 发了个压缩算法，内存砍 6 倍，速度快 8 倍，精度零损失 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481884&idx=1&sn=31bd1296a350f8ca301530f7c9ffc3ca (03-26) [63] Google's TurboQuant AI-compression algorithm can reduce LLM... - Network accessline 415
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481884&idx=1&sn=31bd1296a350f8ca301530f7c9ffc3ca (03-26) - Network accessline 417
https://arstechnica.com/ai/2026/03/google-says-new-turboquant-compression-can-lower-ai-memory-usage-without-sacrificing-quality/ (03-26) - Network accessline 419
── Agent Development Kit (ADK) (5) ── [83] 继Anthropic后，Google放出5个常用的Agent Skill设计模式 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158963&idx=1&sn=f1cadf39823a2f8245cd974140edfc21 (03-20) - Network accessline 420
[83] 继Anthropic后，Google放出5个常用的Agent Skill设计模式 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158963&idx=1&sn=f1cadf39823a2f8245cd974140edfc21 (03-20) [67] 省 90% token！谷歌重磅指南教你用Skill构建ADK智能体 - Network accessline 421
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158963&idx=1&sn=f1cadf39823a2f8245cd974140edfc21 (03-20) - Network accessline 422
[67] 省 90% token！谷歌重磅指南教你用Skill构建ADK智能体 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526081&idx=2&sn=07a6d918727942a537119f8c599c8cc8 (04-03) [63] Harness is the New Dataset：模型智能提升的下一个关键方向 - Network accessline 423
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526081&idx=2&sn=07a6d918727942a537119f8c599c8cc8 (04-03) - Network accessline 425
https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516162&idx=1&sn=55ff85df4c10436eb9ffac875db3459a (03-30) - Network accessline 432
── Auto Mode (6) ── [88] 養成讓 AI 復盤工作流程的習慣，你的 ChatGPT、Codex、OpenClaw 助理就會愈做愈好 http://www.playpcesor.com/2026/03/ai-chatgptcodexopenclaw.html (03-20) - Network accessline 433
[88] 養成讓 AI 復盤工作流程的習慣，你的 ChatGPT、Codex、OpenClaw 助理就會愈做愈好 http://www.playpcesor.com/2026/03/ai-chatgptcodexopenclaw.html (03-20) [70] GPT 5.4 is a big step for Codex - Network accessline 434
http://www.playpcesor.com/2026/03/ai-chatgptcodexopenclaw.html (03-20) - Network accessline 435
[70] GPT 5.4 is a big step for Codex https://www.interconnects.ai/p/gpt-54-is-a-big-step-for-codex (03-20) [68] Claude Code, Cowork and Codex #6: Claude Code Auto Mode and... - Network accessline 436
https://www.interconnects.ai/p/gpt-54-is-a-big-step-for-codex (03-20) - Network accessline 438
https://thezvi.substack.com/p/claude-code-cowork-and-codex-6-claude (03-26) - Network accessline 440
── Harness Engineering (3) ── [77] 深度｜OpenAI对话OpenClaw：AI 正在重新定义开发者，以一种玩乐的心态去面对AI https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514654&idx=1&sn=51eaf37a3f99c3877a9f2953f6dac2cc (03-20) - Network accessline 441
[77] 深度｜OpenAI对话OpenClaw：AI 正在重新定义开发者，以一种玩乐的心态去面对AI https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514654&idx=1&sn=51eaf37a3f99c3877a9f2953f6dac2cc (03-20) [63] 2026 年 Agent 最重要的工程概念：「Harness Engineering」 - Network accessline 442
https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514654&idx=1&sn=51eaf37a3f99c3877a9f2953f6dac2cc (03-20) - Network accessline 443
[63] 2026 年 Agent 最重要的工程概念：「Harness Engineering」 https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247516118&idx=1&sn=4040dcccf16c89066b30bb6d8fe2a21a (03-30) [52] AI 已能写 80% 代码，但 Agent 也有致命短板！OpenAI Codex 技术总监：问错了，比不会写更麻烦 - Network accessline 444
https://mp.weixin.qq.com/s?__biz=MzYyMTY1NDA0Nw==&mid=2247516118&idx=1&sn=4040dcccf16c89066b30bb6d8fe2a21a (03-30) - Network accessline 446
https://mp.weixin.qq.com/s?__biz=MzU1NDA4NjU2MA==&mid=2247659972&idx=1&sn=4e83869602dba81f533eac1ee5528d53 (03-29) - Network accessline 448
── AI 复盘工作流程 (4) ── [73] [AINews] Every Lab serious enough about Developers has... https://www.latent.space/p/ainews-every-lab-serious-enough-about (03-20) - Network accessline 449
[73] [AINews] Every Lab serious enough about Developers has... https://www.latent.space/p/ainews-every-lab-serious-enough-about (03-20) [73] Thoughts on OpenAI acquiring Astral and uv/ruff/ty - Network accessline 450
https://www.latent.space/p/ainews-every-lab-serious-enough-about (03-20) - Network accessline 451
[73] Thoughts on OpenAI acquiring Astral and uv/ruff/ty https://simonwillison.net/2026/Mar/19/openai-acquiring-astral/#atom-everything (03-20) [67] 不同 AI 工具如何分工、接力完成專案，分享我做一個象棋教學遊戲的流程 - Network accessline 452
https://simonwillison.net/2026/Mar/19/openai-acquiring-astral/#atom-everything (03-20) - Network accessline 454
http://www.playpcesor.com/2026/03/ai.html (03-26) - Network accessline 461
── Token成本优化 (2) ── [73] 龙虾绝配：Qwen 3.5 27B！跑在家里，成本为 0 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453482132&idx=1&sn=4d7cfec932d8775ccc3332a219e1620f (03-30) - Network accessline 462
[73] 龙虾绝配：Qwen 3.5 27B！跑在家里，成本为 0 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453482132&idx=1&sn=4d7cfec932d8775ccc3332a219e1620f (03-30) [67] You're Loading 66,000 Tokens of Plugins Before You Even... - Network accessline 463
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453482132&idx=1&sn=4d7cfec932d8775ccc3332a219e1620f (03-30) - Network accessline 465
https://natesnewsletter.substack.com/p/your-claude-sessions-cost-10x-what (04-03) - Network accessline 467
── 本地模型部署 (3) ── [73] 让中小团队也玩得起Deep Research：TAMU/Waterloo团队把研究智能体的训练做成了开源流水线 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) - Network accessline 468
[73] 让中小团队也玩得起Deep Research：TAMU/Waterloo团队把研究智能体的训练做成了开源流水线 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) [63] 人民想念DeepSeek - Network accessline 469
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) - Network accessline 470
[63] 人民想念DeepSeek https://mp.weixin.qq.com/s?__biz=MjM5OTE0ODA2MQ==&mid=2650996284&idx=1&sn=79047a0da24079875091daef6139f5a5 (03-28) [57] 惯犯Cursor又来"自研"了，还是熟悉的配方，国产模型套壳 - Network accessline 471
https://mp.weixin.qq.com/s?__biz=MjM5OTE0ODA2MQ==&mid=2650996284&idx=1&sn=79047a0da24079875091daef6139f5a5 (03-28) - Network accessline 473
https://mp.weixin.qq.com/s?__biz=MzI1MTUxNzgxMA==&mid=2247501621&idx=1&sn=b83831c7b488d23bfe5751bf0eeaae19 (03-21) - Network accessline 475
── AI工具接力工作流 (6) ── [88] 養成讓 AI 復盤工作流程的習慣，你的 ChatGPT、Codex、OpenClaw 助理就會愈做愈好 http://www.playpcesor.com/2026/03/ai-chatgptcodexopenclaw.html (03-20) - Network accessline 476
[88] 養成讓 AI 復盤工作流程的習慣，你的 ChatGPT、Codex、OpenClaw 助理就會愈做愈好 http://www.playpcesor.com/2026/03/ai-chatgptcodexopenclaw.html (03-20) [70] 李飞飞李曼玲团队发布空间理论：AI的空间智能还在三岁小孩阶段 - Network accessline 477
http://www.playpcesor.com/2026/03/ai-chatgptcodexopenclaw.html (03-20) - Network accessline 478
[70] 李飞飞李曼玲团队发布空间理论：AI的空间智能还在三岁小孩阶段 https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649793278&idx=2&sn=51bb042bf09cd56106da337bee7db7e4 (03-31) [67] 不同 AI 工具如何分工、接力完成專案，分享我做一個象棋教學遊戲的流程 - Network accessline 479
https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649793278&idx=2&sn=51bb042bf09cd56106da337bee7db7e4 (03-31) - Network accessline 481
http://www.playpcesor.com/2026/03/ai.html (03-26) - Network accessline 483
── autoresearch (1) ── [67] 🔮 Autoresearch and the experimental society https://www.exponentialview.co/p/autoresearch-and-the-experimental-society (04-03) - Network accessline 485
https://www.exponentialview.co/p/autoresearch-and-the-experimental-society (04-03) - Network accessline 492
── 企业AI落地 (1) ── [60] 斯坦福拆解 51 个企业 AI 项目后，发现真正决定成败的，不是模型 | SVTR Thesis #005 https://mp.weixin.qq.com/s?__biz=MzA3MDU4ODkyNg==&mid=2247512309&idx=1&sn=4cd173993e42847638003d086e558f37 (04-03) - Network accessline 494
https://mp.weixin.qq.com/s?__biz=MzA3MDU4ODkyNg==&mid=2247512309&idx=1&sn=4cd173993e42847638003d086e558f37 (04-03) - Network accessline 496
── MaaS（模型即服务） (2) ── [60] 深度｜MaaS竞争下半场，谁能掌握智能的定价权 https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514869&idx=1&sn=033cda195b45a3c86ca2b602e4f76e50 (04-01) - Network accessline 497
[60] 深度｜MaaS竞争下半场，谁能掌握智能的定价权 https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514869&idx=1&sn=033cda195b45a3c86ca2b602e4f76e50 (04-01) [60] 维生素涨价不是昙花一现 - Network accessline 498
https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514869&idx=1&sn=033cda195b45a3c86ca2b602e4f76e50 (04-01) - Network accessline 500
https://mp.weixin.qq.com/s?__biz=MTQzMjE1NjQwMQ==&mid=2656161201&idx=3&sn=fb485255c319614fd3760c527f63c28d (03-28) - Network accessline 502
── 推倒重建业务流程 (1) ── [58] AI龙虾十日谈｜王润宇：龙虾来了，个人真正能用起来的AI效率组合 https://mp.weixin.qq.com/s?__biz=MjM5NjQyMjE1NA==&mid=2650744318&idx=1&sn=b3856d8a61d984910ddf4bd57803548b (03-29) - Network accessline 504
https://mp.weixin.qq.com/s?__biz=MjM5NjQyMjE1NA==&mid=2650744318&idx=1&sn=b3856d8a61d984910ddf4bd57803548b (03-29) - Network accessline 506
── Claude Mythos泄露 (2) ── [63] OpenClaw 之后，我只想未来 3-6 个月的事情｜42章经 https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) - Network accessline 507
[63] OpenClaw 之后，我只想未来 3-6 个月的事情｜42章经 https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) [62] 20VC x SaaStr: Anthropic’s 10-Trillion-Parameter Leak,... - Network accessline 508
https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) - Network accessline 510
https://www.saastr.com/20vc-x-saastr-anthropics-10-trillion-parameter-leak-openai-kills-sora-masas-40b-bridge-loan-and-why-the-cybersecurity-panic-is-backwards/ (04-03) - Network accessline 512
── Dear (4) ── [75] Dear SaaStr: Can I Convert My Customer Success Managers... https://www.saastr.com/dear-saastr-can-i-convert-my-customer-success-managers-into-forward-deployed-engineers/ (03-26) - Network accessline 513
[75] Dear SaaStr: Can I Convert My Customer Success Managers... https://www.saastr.com/dear-saastr-can-i-convert-my-customer-success-managers-into-forward-deployed-engineers/ (03-26) [73] Dear SaaStr: How Long Does It Take to Depl - Network accessline 514
https://www.saastr.com/dear-saastr-can-i-convert-my-customer-success-managers-into-forward-deployed-engineers/ (03-26) - Network accessline 515
[73] Dear SaaStr: How Long Does It Take to Deploy an AI SDR? https://www.saastr.com/dear-saastr-how-long-does-it-take-to-deploy-an-ai-sdr/ (03-26) [73] Dear SaaStr: Should I Use an AI SDR Before I Have a Working... - Network accessline 516
https://www.saastr.com/dear-saastr-how-long-does-it-take-to-deploy-an-ai-sdr/ (03-26) - Network accessline 518
https://www.saastr.com/dear-saastr-should-i-use-an-ai-sdr-before-i-have-a-working-human-sdr-motion/ (03-24) - Network accessline 525
── Gemma 4 (6) ── [70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 526
[70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) [67] 美团LongCat-Next，对多模态本质的理解，比想象中深 - Network accessline 527
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 528
[67] 美团LongCat-Next，对多模态本质的理解，比想象中深 https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247505843&idx=1&sn=9a8a4915606ee747998015395413db87 (03-30) [62] Gemma 4 来了：原生多模态，小尺寸匹敌千亿参数大模型 - Network accessline 529
https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247505843&idx=1&sn=9a8a4915606ee747998015395413db87 (03-30) - Network accessline 531
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159143&idx=1&sn=b800d1a7ef9c7dc5f3f9abefd76ee7ff (04-03) - Network accessline 533
── 推理工程 (3) ── [60] What is inference engineering? Deepdive https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering (04-01) - Network accessline 534
[60] What is inference engineering? Deepdive https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering (04-01) [58] MiniMax开源技能包：让AI写代码从大学生变资深工程师 - Network accessline 535
https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering (04-01) - Network accessline 536
[58] MiniMax开源技能包：让AI写代码从大学生变资深工程师 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159005&idx=1&sn=a4048da81c98407d22f1a418d6880c0f (03-23) [57] 惯犯Cursor又来"自研"了，还是熟悉的配方，国产模型套壳 - Network accessline 537
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159005&idx=1&sn=a4048da81c98407d22f1a418d6880c0f (03-23) - Network accessline 539
https://mp.weixin.qq.com/s?__biz=MzI1MTUxNzgxMA==&mid=2247501621&idx=1&sn=b83831c7b488d23bfe5751bf0eeaae19 (03-21) - Network accessline 546
── Qwen 3.5 27B (3) ── [73] 龙虾绝配：Qwen 3.5 27B！跑在家里，成本为 0 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453482132&idx=1&sn=4d7cfec932d8775ccc3332a219e1620f (03-30) - Network accessline 547
[73] 龙虾绝配：Qwen 3.5 27B！跑在家里，成本为 0 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453482132&idx=1&sn=4d7cfec932d8775ccc3332a219e1620f (03-30) [63] 内存减6倍、精度0损失，推理提速8倍！谷歌新技术震撼了AI圈 - Network accessline 548
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453482132&idx=1&sn=4d7cfec932d8775ccc3332a219e1620f (03-30) - Network accessline 549
[63] 内存减6倍、精度0损失，推理提速8倍！谷歌新技术震撼了AI圈 https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526027&idx=1&sn=08852458d086807eb71f8076bc51e992 (03-28) [63] GPT-5.4 mini之后，普通人使用AI工具的成本越来越低了 - Network accessline 550
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247526027&idx=1&sn=08852458d086807eb71f8076bc51e992 (03-28) - Network accessline 552
https://mp.weixin.qq.com/s?__biz=MzIzMDQyMjcxOA==&mid=2247513984&idx=2&sn=78c1a4d2d2d5c172dc306ece808f0f08 (03-22) - Network accessline 554
── Gemma 4 (3) ── [70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 555
[70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) [62] Gemma 4 来了：原生多模态，小尺寸匹敌千亿参数大模型 - Network accessline 556
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 557
[62] Gemma 4 来了：原生多模态，小尺寸匹敌千亿参数大模型 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159143&idx=1&sn=b800d1a7ef9c7dc5f3f9abefd76ee7ff (04-03) [60] 扒完Claude Code源码，我看到了Agentic Harness设计的尽头 - Network accessline 558
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159143&idx=1&sn=b800d1a7ef9c7dc5f3f9abefd76ee7ff (04-03) - Network accessline 560
https://mp.weixin.qq.com/s?__biz=Mzk0MTYzMzMxMA==&mid=2247505948&idx=2&sn=8f146f0d633d3f66cac24ce9d8119b3e (04-01) - Network accessline 562
── Floatboat (1) ── [67] 2026 年，终于有个 AI 产品不用我学提示词了 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085817&idx=1&sn=5e67f56279e61bc4b15adc2ae2d1a02b (03-31) - Network accessline 564
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085817&idx=1&sn=5e67f56279e61bc4b15adc2ae2d1a02b (03-31) - Network accessline 566
── Get 笔记 (1) ── [67] Get 笔记的断舍离清单：我们拒绝过的那些“高级” AI 功能 https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651280673&idx=2&sn=be24341546f97b47deff21f498d7ac90 (04-02) - Network accessline 568
https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651280673&idx=2&sn=be24341546f97b47deff21f498d7ac90 (04-02) - Network accessline 570
── Gstack (1) ── [60] 「龙虾」时代，老板也没有免死牌 https://mp.weixin.qq.com/s?__biz=MzA5ODEzMjIyMA==&mid=2247732807&idx=1&sn=d725de26545fffda9c7267103416d4dc (03-31) - Network accessline 572
https://mp.weixin.qq.com/s?__biz=MzA5ODEzMjIyMA==&mid=2247732807&idx=1&sn=d725de26545fffda9c7267103416d4dc (03-31) - Network accessline 579
── GPT-5.4 Codex (2) ── [70] GPT 5.4 is a big step for Codex https://www.interconnects.ai/p/gpt-54-is-a-big-step-for-codex (03-20) - Network accessline 580
[70] GPT 5.4 is a big step for Codex https://www.interconnects.ai/p/gpt-54-is-a-big-step-for-codex (03-20) [62] OpenClaw 爆火后，IoA 时代的六大核心论断 | GAIR Live 026 - Network accessline 581
https://www.interconnects.ai/p/gpt-54-is-a-big-step-for-codex (03-20) - Network accessline 583
https://mp.weixin.qq.com/s?__biz=MzA5ODEzMjIyMA==&mid=2247732664&idx=1&sn=350f1d878f8cfa7b4c780b13197539b1 (03-29) - Network accessline 585
── Harness Engineering (1) ── [63] Harness is the New Dataset：模型智能提升的下一个关键方向 https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516162&idx=1&sn=55ff85df4c10436eb9ffac875db3459a (03-30) - Network accessline 587
https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516162&idx=1&sn=55ff85df4c10436eb9ffac875db3459a (03-30) - Network accessline 589
── hackerbot-claw (2) ── [67] 基于 AI 的机器人攻陷微软、DataDog 和 CNCF 项目中的 GitHub Actions 工作流 https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651279611&idx=3&sn=446af69f0456dcfb7c9751d8f396d442 (03-24) - Network accessline 590
[67] 基于 AI 的机器人攻陷微软、DataDog 和 CNCF 项目中的 GitHub Actions 工作流 https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651279611&idx=3&sn=446af69f0456dcfb7c9751d8f396d442 (03-24) [63] OpenClaw 之后，我只想未来 3-6 个月的事情｜42章经 - Network accessline 591
https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651279611&idx=3&sn=446af69f0456dcfb7c9751d8f396d442 (03-24) - Network accessline 593
https://mp.weixin.qq.com/s?__biz=MzIyMDE5OTYyMw==&mid=2651051504&idx=1&sn=cc66fec24f5390a95cf049fd591c6f04 (03-23) - Network accessline 595
── datasette-files (4) ── [67] Profiling Hacker News users based on their comments https://simonwillison.net/2026/Mar/21/profiling-hacker-news-users/#atom-everything (03-22) - Network accessline 596
[67] Profiling Hacker News users based on their comments https://simonwillison.net/2026/Mar/21/profiling-hacker-news-users/#atom-everything (03-22) [65] datasette-files 0.1a2 - Network accessline 597
https://simonwillison.net/2026/Mar/21/profiling-hacker-news-users/#atom-everything (03-22) - Network accessline 598
[65] datasette-files 0.1a2 https://simonwillison.net/2026/Mar/23/datasette-files/#atom-everything (03-24) [43] datasette-files-s3 0.1a1 - Network accessline 599
https://simonwillison.net/2026/Mar/23/datasette-files/#atom-everything (03-24) - Network accessline 601
https://simonwillison.net/2026/Mar/25/datasette-files-s3/#atom-everything (03-26) - Network accessline 608
── DeepSeek-R1 (6) ── [78] RL104: 谈谈DeepSeek-R1和V3.2的后训练以及RL训练稳定性的问题 https://mp.weixin.qq.com/s?__biz=MzUxNzQ5MTExNw==&mid=2247498074&idx=1&sn=9feb2a7866109e748c54a72f7000aa6c (03-31) - Network accessline 609
[78] RL104: 谈谈DeepSeek-R1和V3.2的后训练以及RL训练稳定性的问题 https://mp.weixin.qq.com/s?__biz=MzUxNzQ5MTExNw==&mid=2247498074&idx=1&sn=9feb2a7866109e748c54a72f7000aa6c (03-31) [68] 林俊旸离职后首发长文：反思千问得失，预判 AI 下半场需要「智能体思维」 - Network accessline 610
https://mp.weixin.qq.com/s?__biz=MzUxNzQ5MTExNw==&mid=2247498074&idx=1&sn=9feb2a7866109e748c54a72f7000aa6c (03-31) - Network accessline 611
[68] 林俊旸离职后首发长文：反思千问得失，预判 AI 下半场需要「智能体思维」 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085501&idx=1&sn=9cbcae238e287a9f8c94cef1aab66a67 (03-28) [65] 模型已经有了内省能力，但过去它的心门上了锁｜Hao好聊论文 - Network accessline 612
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085501&idx=1&sn=9cbcae238e287a9f8c94cef1aab66a67 (03-28) - Network accessline 614
https://mp.weixin.qq.com/s?__biz=Mjc1NjM3MjY2MA==&mid=2691566427&idx=1&sn=aa9f05e291c3470cb8af3225fe408784 (03-29) - Network accessline 616
── Agentic Infra (2) ── [63] 杨植麟/张鹏/夏立雪/罗福莉/黄超，谈龙虾，谈“Token经济学” https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516151&idx=2&sn=389f7dbe7b13c19d82861d621bb7d304 (03-28) - Network accessline 617
[63] 杨植麟/张鹏/夏立雪/罗福莉/黄超，谈龙虾，谈“Token经济学” https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516151&idx=2&sn=389f7dbe7b13c19d82861d621bb7d304 (03-28) [63] 人民想念DeepSeek - Network accessline 618
https://mp.weixin.qq.com/s?__biz=MzkwMDQ2NDU2Nw==&mid=2247516151&idx=2&sn=389f7dbe7b13c19d82861d621bb7d304 (03-28) - Network accessline 620
https://mp.weixin.qq.com/s?__biz=MjM5OTE0ODA2MQ==&mid=2650996284&idx=1&sn=79047a0da24079875091daef6139f5a5 (03-28) - Network accessline 627
── SkillCraft (1) ── [60] 让Agent把成功经验固化成skills，跨模型复用成功率100% https://mp.weixin.qq.com/s?__biz=MzIzNjc1NzUzMw==&mid=2247879591&idx=3&sn=dec29add1f405202592b1d9b6e6b54c7 (04-02) - Network accessline 629
https://mp.weixin.qq.com/s?__biz=MzIzNjc1NzUzMw==&mid=2247879591&idx=3&sn=dec29add1f405202592b1d9b6e6b54c7 (04-02) - Network accessline 631
── OpenResearcher (1) ── [73] 让中小团队也玩得起Deep Research：TAMU/Waterloo团队把研究智能体的训练做成了开源流水线 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) - Network accessline 633
https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651024498&idx=3&sn=b69cafdb54b68dc5c5bf4bfbd65b6b00 (03-30) - Network accessline 635
── Gemma 4 (6) ── [77] 在小龙虾里可以用 Seedance 2.0生成视频了！即梦 CLI 来了 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523804&idx=1&sn=2a47bc3b90ea8b22a1557fe78e6eb9c7 (04-01) - Network accessline 636
[77] 在小龙虾里可以用 Seedance 2.0生成视频了！即梦 CLI 来了 https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523804&idx=1&sn=2a47bc3b90ea8b22a1557fe78e6eb9c7 (04-01) [72] 200字指令，Agent设计出首个可流片CPU，半天做完人类18个月工作 - Network accessline 637
https://mp.weixin.qq.com/s?__biz=Mzk0NzQzOTczOA==&mid=2247523804&idx=1&sn=2a47bc3b90ea8b22a1557fe78e6eb9c7 (04-01) - Network accessline 638
[72] 200字指令，Agent设计出首个可流片CPU，半天做完人类18个月工作 https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649792659&idx=2&sn=cfea0d42101fe6a981bd132762e414af (03-23) [70] 以小小小小胜大！Google 最强小模型刚刚发布，手机也能跑 - Network accessline 639
https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649792659&idx=2&sn=cfea0d42101fe6a981bd132762e414af (03-23) - Network accessline 641
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651086365&idx=1&sn=17f1660687553261c5ef76f7a39488f3 (04-03) - Network accessline 648
── autoresearch (4) ── [77] Karpathy刚开源的autoresearch，我拿来优化龙虾skill，成功率从56%飙到92% https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491291&idx=1&sn=42cf15edfa63115f4f4f48d82282bf72 (03-21) - Network accessline 649
[77] Karpathy刚开源的autoresearch，我拿来优化龙虾skill，成功率从56%飙到92% https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491291&idx=1&sn=42cf15edfa63115f4f4f48d82282bf72 (03-21) [77] AI两天推翻20年工作习惯！Karpathy百行代码开源项目“封神”，AI替你通宵肝研究、战绩可查 - Network accessline 650
https://mp.weixin.qq.com/s?__biz=MzkxNjcyNTk2NA==&mid=2247491291&idx=1&sn=42cf15edfa63115f4f4f48d82282bf72 (03-21) - Network accessline 651
[77] AI两天推翻20年工作习惯！Karpathy百行代码开源项目“封神”，AI替你通宵肝研究、战绩可查 https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651279368&idx=2&sn=d3a0862f34212d4d7ed04d05b2243ca4 (03-23) [67] 🔮 Autoresearch and the experimental society - Network accessline 652
https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651279368&idx=2&sn=d3a0862f34212d4d7ed04d05b2243ca4 (03-23) - Network accessline 654
https://www.exponentialview.co/p/autoresearch-and-the-experimental-society (04-03) - Network accessline 656
── CLI (1) ── [57] [AINews] Everything is CLI https://www.latent.space/p/ainews-everything-is-cli (03-27) - Network accessline 658
https://www.latent.space/p/ainews-everything-is-cli (03-27) - Network accessline 660
── AI精神病 (2) ── [63] Karpathy 最新播客：我得了 AI 精神病、App 将消失、Agent 将碾压实验室 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481726&idx=1&sn=3a8dbb5e1d528a062382564b356f0e8e (03-21) - Network accessline 661
[63] Karpathy 最新播客：我得了 AI 精神病、App 将消失、Agent 将碾压实验室 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481726&idx=1&sn=3a8dbb5e1d528a062382564b356f0e8e (03-21) [60] Karpathy自称患上AI精神病！能力没有上限，一切都是Skill问题 - Network accessline 662
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481726&idx=1&sn=3a8dbb5e1d528a062382564b356f0e8e (03-21) - Network accessline 664
https://mp.weixin.qq.com/s?__biz=Mzg3Mzg5MjY3Nw==&mid=2247525991&idx=3&sn=96822846a14efca28dd1d29718144d58 (03-23) - Network accessline 671
── skills (3) ── [58] MiniMax开源技能包：让AI写代码从大学生变资深工程师 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159005&idx=1&sn=a4048da81c98407d22f1a418d6880c0f (03-23) - Network accessline 672
[58] MiniMax开源技能包：让AI写代码从大学生变资深工程师 https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159005&idx=1&sn=a4048da81c98407d22f1a418d6880c0f (03-23) [57] 惯犯Cursor又来"自研"了，还是熟悉的配方，国产模型套壳 - Network accessline 673
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159005&idx=1&sn=a4048da81c98407d22f1a418d6880c0f (03-23) - Network accessline 674
[57] 惯犯Cursor又来"自研"了，还是熟悉的配方，国产模型套壳 https://mp.weixin.qq.com/s?__biz=MzI1MTUxNzgxMA==&mid=2247501621&idx=1&sn=b83831c7b488d23bfe5751bf0eeaae19 (03-21) [48] Cursor 套壳 Kimi 被抓包，Claude「龙虾」反手上线，腾讯 QClaw 全面开放！| AI Weekly... - Network accessline 675
https://mp.weixin.qq.com/s?__biz=MzI1MTUxNzgxMA==&mid=2247501621&idx=1&sn=b83831c7b488d23bfe5751bf0eeaae19 (03-21) - Network accessline 677
https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512563&idx=1&sn=b96f912e22ffb01c8ae3de7b4b95bdf4 (03-22) - Network accessline 679
── 推理工程 (3) ── [63] 深度｜马斯克连续点名、黄仁勋邀请：Kimi 正在成为硅谷“不可言说”的变量 https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514700&idx=1&sn=a25cea9aa7317ece3b4425c4ab8a8db1 (03-23) - Network accessline 680
[63] 深度｜马斯克连续点名、黄仁勋邀请：Kimi 正在成为硅谷“不可言说”的变量 https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514700&idx=1&sn=a25cea9aa7317ece3b4425c4ab8a8db1 (03-23) [60] What is inference engineering? Deepdive - Network accessline 681
https://mp.weixin.qq.com/s?__biz=MzI4NTgxMDk1NA==&mid=2247514700&idx=1&sn=a25cea9aa7317ece3b4425c4ab8a8db1 (03-23) - Network accessline 682
[60] What is inference engineering? Deepdive https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering (04-01) [57] Cursor Composer 2 用的 Kimi？事情没那么简单 - Network accessline 683
https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering (04-01) - Network accessline 685
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461158988&idx=1&sn=3284ae57b7ba0a378049490a7787c484 (03-21) - Network accessline 692
── MCP协议创意流水线 (1) ── [63] The most expensive coordination cost in product development... https://natesnewsletter.substack.com/p/a-0-design-sprint-used-to-be-impossible (03-28) - Network accessline 694
https://natesnewsletter.substack.com/p/a-0-design-sprint-used-to-be-impossible (03-28) - Network accessline 696
── QoderWork (4) ── [70] The feature nobody covered this week just turned your AI... https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) - Network accessline 697
[70] The feature nobody covered this week just turned your AI... https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) [68] 全程自动！我用阿里「龙虾」搓出全套 OpenClaw 教程，整整 17 章 - Network accessline 698
https://natesnewsletter.substack.com/p/your-ai-agent-needs-three-things (03-21) - Network accessline 699
[68] 全程自动！我用阿里「龙虾」搓出全套 OpenClaw 教程，整整 17 章 https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512839&idx=1&sn=e744b85594ff898a2566cbb67fef8816 (03-29) [63] Claude Code刚放出大招，转眼就被群嘲“用不起”！OpenAl趁机甩出最阴插件，直接偷家 - Network accessline 700
https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512839&idx=1&sn=e744b85594ff898a2566cbb67fef8816 (03-29) - Network accessline 702
https://mp.weixin.qq.com/s?__biz=MjM5MDE0Mjc4MA==&mid=2651280604&idx=2&sn=e7c294f7eecc713f2bf6462c71b8c7fe (04-01) - Network accessline 704
── 钉钉/飞书 CLI (1) ── [63] 钉钉飞书集体抛弃 MCP，CLI 才是 Agent 的终局 https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481939&idx=1&sn=18cbd02ea060830a89c20486fe8fc02f (03-30) - Network accessline 706
https://mp.weixin.qq.com/s?__biz=MzA4NzgzMjA4MQ==&mid=2453481939&idx=1&sn=18cbd02ea060830a89c20486fe8fc02f (03-30) - Network accessline 713
── Hyperagents (2) ── [63] 为了给NeurIPS审稿，Meta的Agent自己重写了底层代码 https://mp.weixin.qq.com/s?__biz=MzIwMTc4ODE0Mw==&mid=2247718885&idx=1&sn=ff2e9d30b90dba340720ae485f1bfee3 (03-26) - Network accessline 714
[63] 为了给NeurIPS审稿，Meta的Agent自己重写了底层代码 https://mp.weixin.qq.com/s?__biz=MzIwMTc4ODE0Mw==&mid=2247718885&idx=1&sn=ff2e9d30b90dba340720ae485f1bfee3 (03-26) [60] Hyperagents：AI学会如何自我改进 - Network accessline 715
https://mp.weixin.qq.com/s?__biz=MzIwMTc4ODE0Mw==&mid=2247718885&idx=1&sn=ff2e9d30b90dba340720ae485f1bfee3 (03-26) - Network accessline 717
https://mp.weixin.qq.com/s?__biz=MzA5MTIxNTY4MQ==&mid=2461159069&idx=1&sn=91ad7e0558e4f5cce50d254d78ec9901 (03-28) - Network accessline 719
── 动态化与参数化 RAG (1) ── [60] 让外部知识“长入”模型：动态化与参数化 RAG 技术探索 https://mp.weixin.qq.com/s?__biz=MzU1NDA4NjU2MA==&mid=2247659713&idx=2&sn=09007320133bb4ef7a5f6f57705d3209 (03-26) - Network accessline 721
https://mp.weixin.qq.com/s?__biz=MzU1NDA4NjU2MA==&mid=2247659713&idx=2&sn=09007320133bb4ef7a5f6f57705d3209 (03-26) - Network accessline 723
── 开源模型生态（针对RAG搜索等） (1) ── [63] Latest open artifacts (#20): New orgs! New types of models!... https://www.interconnects.ai/p/latest-open-artifacts-20-new-orgs (03-31) - Network accessline 725
https://www.interconnects.ai/p/latest-open-artifacts-20-new-orgs (03-31) - Network accessline 727
── 视觉理解‘海市蜃楼推理’ (1) ── [60] The mirage of visual understanding in current frontier... https://garymarcus.substack.com/p/the-mirage-of-visual-understanding (03-30) - Network accessline 729
https://garymarcus.substack.com/p/the-mirage-of-visual-understanding (03-30) - Network accessline 736
── AI工具接力 (1) ── [67] 不同 AI 工具如何分工、接力完成專案，分享我做一個象棋教學遊戲的流程 http://www.playpcesor.com/2026/03/ai.html (03-26) - Network accessline 738
http://www.playpcesor.com/2026/03/ai.html (03-26) - Network accessline 740
── Apple Intelligence（国行版） (2) ── [70] 突发！苹果国行 AI 偷跑上线，连夜实测后我们发现了这些细节 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085886&idx=1&sn=7d3fb9e949e52a62bc99a24b639fe773 (03-31) - Network accessline 741
[70] 突发！苹果国行 AI 偷跑上线，连夜实测后我们发现了这些细节 https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085886&idx=1&sn=7d3fb9e949e52a62bc99a24b639fe773 (03-31) [47] 苹果砸 10 亿「偷师」谷歌！Siri 终于要换脑子了 - Network accessline 742
https://mp.weixin.qq.com/s?__biz=MjM5MjAyNDUyMA==&mid=2651085886&idx=1&sn=7d3fb9e949e52a62bc99a24b639fe773 (03-31) - Network accessline 744
https://mp.weixin.qq.com/s?__biz=MzkwMzYzMTc5NA==&mid=2247512762&idx=1&sn=0738a24263d927e11fe20e0811e888f9 (03-26) - Network accessline 746
── 空间理论 (1) ── [70] 李飞飞李曼玲团队发布空间理论：AI的空间智能还在三岁小孩阶段 https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649793278&idx=2&sn=51bb042bf09cd56106da337bee7db7e4 (03-31) - Network accessline 748
https://mp.weixin.qq.com/s?__biz=MzA3NTIyODUzNA==&mid=2649793278&idx=2&sn=51bb042bf09cd56106da337bee7db7e4 (03-31)
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 479 facts
- Network access in prose of documentationREADME.md:7Low confidence
- Network access in prose of documentationREADME.md:8Low confidence
- Network access in prose of documentationREADME.md:9Low confidence
- Network access in code of documentationREADME.md:20Low confidence
- Network access in code of documentationREADME.md:21Low confidence
- Network access in code of documentationREADME.md:64Low confidence
- Network access in code of documentationREADME.md:65Low confidence
- Network access in code of documentationREADME.md:66Low confidence
- Network access in code of documentationREADME.md:68Low confidence
- Network access in code of documentationREADME.md:70Low confidence
- Network access in code of documentationREADME.md:72Low confidence
- Network access in prose of documentationREADME.md:85Low confidence
- Network access in prose of documentationREADME.md:87Low confidence
- Network access in code of documentationREADME.md:108Low confidence
- Network access in code of documentationREADME.md:120Low confidence
- Network access in code of documentationREADME.md:121Low confidence
- Network access in code of documentationREADME.md:124Low confidence
- Network access in code of documentationREADME.md:125Low confidence
- Network access in prose of documentationREADME.md:130Low confidence
- Network access in prose of documentationREADME.md:142Low confidence
- Network access in prose of documentationREADME.md:143Low confidence
- Network access in prose of documentationREADME.md:145Low confidence
- Network access in prose of documentationREADME.md:146Low confidence
- Network access in prose of documentationREADME.md:193Low confidence
- Network access in prose of the SKILL.mdSKILL.md:17Low confidence
- Network access in prose of the SKILL.mdSKILL.md:19Low confidence
- Network access in code of the SKILL.mdSKILL.md:40High confidence
- Network access in code of the SKILL.mdSKILL.md:48High confidence
- Network access in prose of the SKILL.mdSKILL.md:58Low confidence
- Network access in code of the SKILL.mdSKILL.md:87High confidence
- Network access in prose of the SKILL.mdSKILL.md:120Low confidence
- Network access in code of the SKILL.mdSKILL.md:122High confidence
- Network access in code of the SKILL.mdSKILL.md:123High confidence
- Network access in code of the SKILL.mdSKILL.md:146High confidence
- Network access in code of the SKILL.mdSKILL.md:147High confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:12Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:13Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:14Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:15Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:16Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:18Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:20Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:21Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:22Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:23Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:24Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:26Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:28Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:29Low confidence
- Network access in prose of documentationdemo/distilled-2026-04-03.md:30Low confidence
and 429 more
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.
