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5 /100
context-engineering-collection
Agent Skills for Context Engineering - 上下文工程、多智能体架构和生产级智能体系统的技能集合
这是一个纯文档性质的知识集合，用于上下文工程和多智能体系统设计，不包含任何可执行的风险代码。所有脚本均为演示性代码或桩实现。
Skill Namecontext-engineering-collection
Duration48.2s
Enginepi
ClawHub Agent Skills Context v1.0.0 by daviesjoin-afk
📥 189 📦 2
ClawHub Verdict Suspicious dynamic_code_executionllm_suspiciousprompt_injection_instructions
✓
Safe to install
该技能集合可安全使用。所有代码均为教育性示例，无恶意行为。
ResourceDeclaredInferredStatusEvidence
Filesystem NONE READ ✓ Aligned SKILL.md:1 所有操作均在文档描述范围内
Network NONE NONE — SKILL.md:1 无网络操作
Shell NONE NONE — SKILL.md:1 无shell执行
Environment NONE NONE — 无环境变量访问
credential NONE NONE — 无凭证访问
175 findings
🔗
Medium External URL 外部 URL
https://arxiv.org/pdf/2601.21557
README.md:17
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Medium External URL 外部 URL
https://x.com/koylanai
README.md:228
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Medium External URL 外部 URL
https://karpathy.bearblog.dev/auto-grade-hn/
docs/hncapsule.md:5
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Medium External URL 外部 URL
https://karpathy.ai/hncapsule/
docs/hncapsule.md:11
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Medium External URL 外部 URL
https://vercel.com/blog/we-removed-80-percent-of-our-agents-tools
docs/vercel_tool.md:5
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Medium External URL 外部 URL
https://huggingface.co/datasets/MuratcanKoylan/gertrude-stein-style-sft
examples/book-sft-pipeline/README.md:72
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Medium External URL 外部 URL
https://arxiv.org/pdf/2510.13939
examples/book-sft-pipeline/README.md:73
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Medium External URL 外部 URL
https://thinkingmachines.ai/blog/lora/
examples/book-sft-pipeline/references/tinker.txt:36
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Medium External URL 外部 URL
https://thinkingmachines.ai/blog/defeating-nondeterminism-in-llm-inference/
examples/book-sft-pipeline/references/tinker.txt:131
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Medium External URL 外部 URL
https://arxiv.org/abs/1707.06347
examples/book-sft-pipeline/references/tinker.txt:168
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Medium External URL 外部 URL
https://arxiv.org/abs/2402.03300
examples/book-sft-pipeline/references/tinker.txt:213
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Medium External URL 外部 URL
https://arxiv.org/abs/2505.17508
examples/book-sft-pipeline/references/tinker.txt:214
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Medium External URL 外部 URL
https://arxiv.org/abs/2506.09477
examples/book-sft-pipeline/references/tinker.txt:214
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Medium External URL 外部 URL
https://arxiv.org/abs/2506.13585
examples/book-sft-pipeline/references/tinker.txt:219
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Medium External URL 外部 URL
https://arxiv.org/abs/2510.13786
examples/book-sft-pipeline/references/tinker.txt:219
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Medium External URL 外部 URL
https://arxiv.org/abs/2405.19107
examples/book-sft-pipeline/references/tinker.txt:252
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Medium External URL 外部 URL
https://arxiv.org/abs/2501.12599
examples/book-sft-pipeline/references/tinker.txt:252
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Medium External URL 外部 URL
https://arxiv.org/abs/2009.01325
examples/book-sft-pipeline/references/tinker.txt:310
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Medium External URL 外部 URL
https://arxiv.org/abs/2305.18290
examples/book-sft-pipeline/references/tinker.txt:310
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2106.09685
examples/book-sft-pipeline/references/tinker.txt:449
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Medium External URL 外部 URL
https://thinkingmachines.ai/blog/lora
examples/book-sft-pipeline/references/tinker.txt:459
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Medium External URL 外部 URL
https://inspect.aisi.org.uk/tasks.html
examples/book-sft-pipeline/references/tinker.txt:564
🔗
Medium External URL 外部 URL
https://thinkingmachines.ai/blog/on-policy-distillation/images/chess.png
examples/book-sft-pipeline/references/tinker.txt:1111
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Medium External URL 外部 URL
https://huggingface.co/docs/transformers/en/chat_templating
examples/book-sft-pipeline/references/tinker.txt:1267
🔗
Medium External URL 外部 URL
https://tinker-console.thinkingmachines.ai
examples/book-sft-pipeline/references/tinker.txt:1545
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-VL-235B-A22B-Instruct
examples/book-sft-pipeline/references/tinker.txt:1667
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Instruct
examples/book-sft-pipeline/references/tinker.txt:1668
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-235B-A22B-Instruct-2507
examples/book-sft-pipeline/references/tinker.txt:1669
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507
examples/book-sft-pipeline/references/tinker.txt:1670
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-30B-A3B
examples/book-sft-pipeline/references/tinker.txt:1671
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-30B-A3B-Base
examples/book-sft-pipeline/references/tinker.txt:1672
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-32B
examples/book-sft-pipeline/references/tinker.txt:1673
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-8B
examples/book-sft-pipeline/references/tinker.txt:1674
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-8B-Base
examples/book-sft-pipeline/references/tinker.txt:1675
🔗
Medium External URL 外部 URL
https://huggingface.co/Qwen/Qwen3-4B-Instruct-2507
examples/book-sft-pipeline/references/tinker.txt:1676
🔗
Medium External URL 外部 URL
https://huggingface.co/openai/gpt-oss-120b
examples/book-sft-pipeline/references/tinker.txt:1677
🔗
Medium External URL 外部 URL
https://huggingface.co/openai/gpt-oss-20b
examples/book-sft-pipeline/references/tinker.txt:1678
🔗
Medium External URL 外部 URL
https://huggingface.co/deepseek-ai/DeepSeek-V3.1
examples/book-sft-pipeline/references/tinker.txt:1679
🔗
Medium External URL 外部 URL
https://huggingface.co/deepseek-ai/DeepSeek-V3.1-Base
examples/book-sft-pipeline/references/tinker.txt:1680
🔗
Medium External URL 外部 URL
https://huggingface.co/meta-llama/Llama-3.1-70B
examples/book-sft-pipeline/references/tinker.txt:1681
🔗
Medium External URL 外部 URL
https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct
examples/book-sft-pipeline/references/tinker.txt:1682
🔗
Medium External URL 外部 URL
https://huggingface.co/meta-llama/Llama-3.1-8B
examples/book-sft-pipeline/references/tinker.txt:1683
🔗
Medium External URL 外部 URL
https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct
examples/book-sft-pipeline/references/tinker.txt:1684
🔗
Medium External URL 外部 URL
https://huggingface.co/meta-llama/Llama-3.2-3B
examples/book-sft-pipeline/references/tinker.txt:1685
🔗
Medium External URL 外部 URL
https://huggingface.co/meta-llama/Llama-3.2-1B
examples/book-sft-pipeline/references/tinker.txt:1686
🔗
Medium External URL 外部 URL
https://huggingface.co/moonshotai/Kimi-K2-Thinking
examples/book-sft-pipeline/references/tinker.txt:1687
🔗
Medium External URL 外部 URL
https://huggingface.co/datasets/HuggingFaceH4/no_robots
examples/book-sft-pipeline/references/tinker.txt:1846
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2203.02155
examples/book-sft-pipeline/references/tinker.txt:1846
🔗
Medium External URL 外部 URL
https://huggingface.co/datasets/Anthropic/hh-rlhf
examples/book-sft-pipeline/references/tinker.txt:1851
🔗
Medium External URL 外部 URL
https://huggingface.co/datasets/openai/gsm8k
examples/book-sft-pipeline/references/tinker.txt:1866
🔗
Medium External URL 外部 URL
http://joschu.net/blog/kl-approx.html
examples/book-sft-pipeline/references/tinker.txt:2101
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/1811.03600
examples/book-sft-pipeline/references/tinker.txt:2254
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/api-reference/chat
examples/book-sft-pipeline/references/tinker.txt:2543
🔗
Medium External URL 外部 URL
https://discord.gg/KqqEZNX88c
examples/book-sft-pipeline/references/tinker.txt:2547
🔗
Medium External URL 外部 URL
https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1
examples/book-sft-pipeline/references/tinker.txt:2565
🔗
Medium External URL 外部 URL
https://thinkingmachines.ai/legal/terms/
examples/book-sft-pipeline/references/tinker.txt:2618
🔗
Medium External URL 外部 URL
https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents
examples/digital-brain-skill/SKILL.md:194
🔗
Medium External URL 外部 URL
https://twitter.com/user/status/123456789
examples/digital-brain-skill/examples/content-workflow.md:167
🔗
Medium External URL 外部 URL
https://twitter.com/sarahchen_ai
examples/digital-brain-skill/examples/meeting-prep.md:43
🔗
Medium External URL 外部 URL
https://linkedin.com/in/sarahchen
examples/digital-brain-skill/examples/meeting-prep.md:44
🔗
Medium External URL 外部 URL
https://twitter.com/johndoe
examples/digital-brain-skill/references/file-formats.md:93
🔗
Medium External URL 外部 URL
https://linkedin.com/in/johndoe
examples/digital-brain-skill/references/file-formats.md:94
🔗
Medium External URL 外部 URL
https://johndoe.com
examples/digital-brain-skill/references/file-formats.md:95
🔗
Medium External URL 外部 URL
https://api.minimax.io/anthropic
examples/interleaved-thinking/README.md:106
🔗
Medium External URL 外部 URL
https://www.minimax.io/platform/docs
examples/interleaved-thinking/README.md:609
🔗
Medium External URL 外部 URL
https://www.minimax.io/platform/docs/M2.1
examples/interleaved-thinking/README.md:610
🔗
Medium External URL 外部 URL
https://platform.minimax.io/docs
examples/interleaved-thinking/SKILL.md:209
🔗
Medium External URL 外部 URL
https://huggingface.co/MiniMaxAI/MiniMax-M2
examples/interleaved-thinking/docs/agentthinking.md:3
🔗
Medium External URL 外部 URL
https://filecdn.minimax.chat/public/3b580365-f77b-4a06-9c8c-d7a3e1e9676a.jpeg
examples/interleaved-thinking/docs/agentthinking.md:41
🔗
Medium External URL 外部 URL
https://platform.minimax.io/docs/llms.txt
examples/interleaved-thinking/docs/agentthinking.md:63
🔗
Medium External URL 外部 URL
https://filecdn.minimax.chat/public/4f4b43c1-f0a5-416a-8770-1a4f80feeb1e.png
examples/interleaved-thinking/docs/interleavedthinking.md:7
🔗
Medium External URL 外部 URL
https://api.minimaxi.com/anthropic
examples/interleaved-thinking/docs/interleavedthinking.md:52
🔗
Medium External URL 外部 URL
https://api.minimax.io/v1
examples/interleaved-thinking/docs/interleavedthinking.md:235
🔗
Medium External URL 外部 URL
https://api.minimaxi.com/v1
examples/interleaved-thinking/docs/interleavedthinking.md:235
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/api/client-sdks
examples/interleaved-thinking/docs/m2-1.md:197
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching
examples/interleaved-thinking/examples/03_full_optimization.py:175
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents
examples/interleaved-thinking/examples/03_full_optimization.py:180
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/text-generation
examples/interleaved-thinking/examples/03_full_optimization.py:185
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2201.11903
examples/interleaved-thinking/examples/03_full_optimization.py:197
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques
examples/interleaved-thinking/examples/03_full_optimization.py:204
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering
examples/interleaved-thinking/examples/03_full_optimization.py:209
🔗
Medium External URL 外部 URL
https://python.langchain.com/docs/how_to/debugging
examples/interleaved-thinking/examples/03_full_optimization.py:216
🔗
Medium External URL 外部 URL
https://docs.wandb.ai/guides/prompts
examples/interleaved-thinking/examples/03_full_optimization.py:221
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/context-windows
examples/interleaved-thinking/examples/03_full_optimization.py:228
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2307.03172
examples/interleaved-thinking/examples/03_full_optimization.py:233
🔗
Medium External URL 外部 URL
https://docs.anthropic.com
examples/interleaved-thinking/examples/03_full_optimization.py:767
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs
examples/interleaved-thinking/examples/03_full_optimization.py:768
🔗
Medium External URL 外部 URL
https://www.minimax.io
examples/interleaved-thinking/examples/03_full_optimization.py:769
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs
examples/interleaved-thinking/examples/03_full_optimization.py:819
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai
examples/interleaved-thinking/examples/03_full_optimization.py:824
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/context-management
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:63
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents\n\n2.
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:132
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching\n\n3.
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:132
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2307.03172\n
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:132
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering\n\n5.
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:132
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n\n6.
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:132
🔗
Medium External URL 外部 URL
https://python.langchain.com/docs/how_to/debugging\n\n---\n\n##
examples/interleaved-thinking/optimization_artifacts/iteration_1/trace.txt:132
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2307.03172\n\n2.
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents\n\n3.
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching\n\n4.
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/text-generation\n\n5.
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering\n\n6.
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n\n7.
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://python.langchain.com/docs/how_to/debugging\n\n---\n\n*Report
examples/interleaved-thinking/optimization_artifacts/iteration_10/trace.txt:127
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2201.11903\n\n###
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents\n\n4.
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching\n\n5.
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/text-generation\n\n7.
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n\n###
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://python.langchain.com/docs/how_to/debugging\n\n9.
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://docs.wandb.ai/guides/prompts\n\n---\n\n##
examples/interleaved-thinking/optimization_artifacts/iteration_2/trace.txt:94
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents\n-
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:99
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering\n-
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:102
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n-
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:102
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2307.03172\n-
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:105
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents\n
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:115
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching\n
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:115
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering\n
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:115
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:115
🔗
Medium External URL 外部 URL
https://python.langchain.com/docs/how_to/debugging\n
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:115
🔗
Medium External URL 外部 URL
https://docs.wandb.ai/guides/prompts\n
examples/interleaved-thinking/optimization_artifacts/iteration_3/trace.txt:115
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2307.03172\n\n3.
examples/interleaved-thinking/optimization_artifacts/iteration_4/trace.txt:115
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/text-generation\n\n4.
examples/interleaved-thinking/optimization_artifacts/iteration_4/trace.txt:115
🔗
Medium External URL 外部 URL
https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching\n\n6.
examples/interleaved-thinking/optimization_artifacts/iteration_4/trace.txt:115
🔗
Medium External URL 外部 URL
https://python.langchain.com/docs/how_to/debugging\n\n8.
examples/interleaved-thinking/optimization_artifacts/iteration_4/trace.txt:115
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2201.11903\n\n---\n\n*Report
examples/interleaved-thinking/optimization_artifacts/iteration_4/trace.txt:115
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2201.11903\n
examples/interleaved-thinking/optimization_artifacts/iteration_5/trace.txt:102
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering\n\n4.
examples/interleaved-thinking/optimization_artifacts/iteration_6/trace.txt:99
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n\n5.
examples/interleaved-thinking/optimization_artifacts/iteration_6/trace.txt:99
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/text-generation\n\n6.
examples/interleaved-thinking/optimization_artifacts/iteration_6/trace.txt:99
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2201.11903\n\n---\n\n##
examples/interleaved-thinking/optimization_artifacts/iteration_6/trace.txt:99
🔗
Medium External URL 外部 URL
https://www.anthropic.com/research/building-effective-agents\n2.
examples/interleaved-thinking/optimization_artifacts/iteration_8/trace.txt:93
🔗
Medium External URL 外部 URL
https://arxiv.org/abs/2307.03172\n3.
examples/interleaved-thinking/optimization_artifacts/iteration_8/trace.txt:93
🔗
Medium External URL 外部 URL
https://platform.openai.com/docs/guides/prompt-engineering\n4.
examples/interleaved-thinking/optimization_artifacts/iteration_8/trace.txt:93
🔗
Medium External URL 外部 URL
https://www.promptingguide.ai/techniques\n5.
examples/interleaved-thinking/optimization_artifacts/iteration_8/trace.txt:93
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Medium External URL 外部 URL
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213 files · 2.0 MB · 46387 lines
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│ ├─ 📝 agentskills.md Markdown 1263L · 51.6 KB
│ ├─ 📝 blogs.md Markdown 1230L · 130.9 KB
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├─ ▾ 📁 examples
│ ├─ ▾ 📁 book-sft-pipeline
│ │ ├─ ▾ 📁 examples
│ │ │ └─ ▾ 📁 gertrude-stein
│ │ │ ├─ 📝 README.md Markdown 168L · 5.5 KB
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│ │ │ └─ 📋 training_config.json JSON 80L · 2.8 KB
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│ │ │ ├─ 📝 segmentation-strategies.md Markdown 324L · 10.9 KB
│ │ │ ├─ 📝 tinker-format.md Markdown 211L · 6.1 KB
│ │ │ └─ 📄 tinker.txt Text 3176L · 145.7 KB
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│ │ │ └─ 🐍 pipeline_example.py Python 187L · 6.7 KB
│ │ ├─ 📝 README.md Markdown 78L · 2.4 KB
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│ ├─ ▾ 📁 digital-brain-skill
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│ │ │ │ ├─ 🐍 content_ideas.py Python 132L · 4.4 KB
│ │ │ │ ├─ 🐍 idea_to_draft.py Python 181L · 4.2 KB
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│ │ │ ├─ ▾ 📁 templates
│ │ │ │ ├─ 📝 linkedin-post.md Markdown 102L · 1.7 KB
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│ │ ├─ ▾ 📁 examples
│ │ │ ├─ 📝 content-workflow.md Markdown 204L · 4.6 KB
│ │ │ └─ 📝 meeting-prep.md Markdown 243L · 5.9 KB
│ │ ├─ ▾ 📁 identity
│ │ │ ├─ ▾ 📁 prompts
│ │ │ │ ├─ 📄 content-generation.xml XML 46L · 1.5 KB
│ │ │ │ └─ 📄 reply-generator.xml XML 40L · 1.3 KB
│ │ │ ├─ 📝 bio-variants.md Markdown 101L · 1.8 KB
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│ │ │ ├─ 📝 IDENTITY.md Markdown 46L · 1.5 KB
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│ │ │ │ └─ 📝 _template.md Markdown 79L · 1.3 KB
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│ │ │ ├─ 📋 circles.yaml YAML 80L · 2.1 KB
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│ │ │ ├─ ▾ 📁 reviews
│ │ │ │ └─ 📝 _weekly_template.md Markdown 114L · 1.8 KB
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│ │ │ └─ 🔧 install.sh Shell 79L · 2.0 KB
│ │ ├─ 📝 AGENT.md Markdown 35L · 1.6 KB
│ │ ├─ 📝 HOW-SKILLS-BUILT-THIS.md Markdown 407L · 13.1 KB
│ │ ├─ 📋 package.json JSON 41L · 1.3 KB
│ │ ├─ 📝 README.md Markdown 209L · 7.4 KB
│ │ ├─ 📝 SKILL.md Markdown 203L · 7.1 KB
│ │ └─ 📝 SKILLS-MAPPING.md Markdown 219L · 8.9 KB
│ ├─ ▾ 📁 interleaved-thinking
│ │ ├─ ▾ 📁 docs
│ │ │ ├─ 📝 agentthinking.md Markdown 62L · 6.4 KB
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│ │ │ └─ 📝 m2-1.md Markdown 223L · 9.5 KB
│ │ ├─ ▾ 📁 examples
│ │ │ ├─ 🐍 01_basic_capture.py Python 76L · 2.3 KB
│ │ │ ├─ 🐍 02_tool_usage.py Python 187L · 5.9 KB
│ │ │ └─ 🐍 03_full_optimization.py Python 1222L · 40.2 KB
│ │ ├─ ▾ 📁 generated_skills
│ │ │ └─ ▾ 📁 comprehensive-research-agent
│ │ │ ├─ ▾ 📁 references
│ │ │ │ ├─ 📋 optimization_summary.json JSON 8L · 907 B
│ │ │ │ ├─ 📄 optimized_prompt.txt Text 1L · 81 B
│ │ │ │ └─ 📋 patterns_found.json JSON 204L · 12.6 KB
│ │ │ └─ 📝 SKILL.md Markdown 90L · 8.4 KB
│ │ ├─ ▾ 📁 optimization_artifacts
│ │ │ ├─ ▾ 📁 iteration_1
│ │ │ │ ├─ 📄 analysis.txt Text 47L · 2.8 KB
│ │ │ │ ├─ 📄 optimization.txt Text 14L · 499 B
│ │ │ │ ├─ 📄 optimized_prompt.txt Text 1L · 81 B
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│ │ │ │ ├─ 📄 analysis.txt Text 47L · 3.4 KB
│ │ │ │ ├─ 📄 optimization.txt Text 129L · 6.9 KB
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│ │ │ │ ├─ 📄 analysis.txt Text 45L · 3.0 KB
│ │ │ │ ├─ 📄 optimization.txt Text 134L · 6.5 KB
│ │ │ │ ├─ 📄 optimized_prompt.txt Text 67L · 3.2 KB
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│ │ │ ├─ ▾ 📁 iteration_5
│ │ │ │ ├─ 📄 analysis.txt Text 49L · 3.6 KB
│ │ │ │ ├─ 📄 optimization.txt Text 134L · 6.4 KB
│ │ │ │ ├─ 📄 optimized_prompt.txt Text 70L · 3.1 KB
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│ │ │ ├─ ▾ 📁 iteration_6
│ │ │ │ ├─ 📄 analysis.txt Text 14L · 474 B
│ │ │ │ ├─ 📄 optimization.txt Text 14L · 499 B
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│ │ │ ├─ ▾ 📁 iteration_7
│ │ │ │ ├─ 📄 analysis.txt Text 45L · 2.6 KB
│ │ │ │ ├─ 📄 optimization.txt Text 102L · 5.5 KB
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│ │ │ ├─ ▾ 📁 iteration_8
│ │ │ │ ├─ 📄 analysis.txt Text 46L · 3.2 KB
│ │ │ │ ├─ 📄 optimization.txt Text 113L · 6.4 KB
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│ │ │ │ ├─ 📄 analysis.txt Text 43L · 2.7 KB
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│ │ │ │ └─ 📄 trace.txt Text 169L · 25.7 KB
│ │ │ ├─ 📄 final_prompt.txt Text 67L · 3.2 KB
│ │ │ └─ 📋 summary.json JSON 10L · 1012 B
│ │ ├─ ▾ 📁 reasoning_trace_optimizer
│ │ │ ├─ 🐍 __init__.py Python 53L · 1.2 KB
│ │ │ ├─ 🐍 analyzer.py Python 465L · 16.2 KB
│ │ │ ├─ 🐍 capture.py Python 417L · 14.7 KB
│ │ │ ├─ 🐍 cli.py Python 271L · 8.7 KB
│ │ │ ├─ 🐍 loop.py Python 468L · 18.1 KB
│ │ │ ├─ 🐍 models.py Python 193L · 5.0 KB
│ │ │ ├─ 🐍 optimizer.py Python 449L · 14.7 KB
│ │ │ └─ 🐍 skill_generator.py Python 502L · 16.5 KB
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│ │ │ ├─ 🐍 __init__.py Python 1L · 44 B
│ │ │ └─ 🐍 test_models.py Python 144L · 4.0 KB
│ │ ├─ 📄 pyproject.toml TOML 70L · 2.0 KB
│ │ ├─ 📝 README.md Markdown 620L · 20.3 KB
│ │ └─ 📝 SKILL.md Markdown 221L · 6.5 KB
│ ├─ ▾ 📁 llm-as-judge-skills
│ │ ├─ ▾ 📁 agents
│ │ │ ├─ ▾ 📁 evaluator-agent
│ │ │ │ └─ 📝 evaluator-agent.md Markdown 177L · 4.4 KB
│ │ │ ├─ ▾ 📁 orchestrator-agent
│ │ │ │ └─ 📝 orchestrator-agent.md Markdown 205L · 4.9 KB
│ │ │ ├─ ▾ 📁 research-agent
│ │ │ │ └─ 📝 research-agent.md Markdown 183L · 4.5 KB
│ │ │ └─ 📝 index.md Markdown 114L · 2.6 KB
│ │ ├─ ▾ 📁 examples
│ │ │ ├─ 📜 basic-evaluation.ts TypeScript 89L · 2.8 KB
│ │ │ ├─ 📜 full-evaluation-workflow.ts TypeScript 136L · 4.6 KB
│ │ │ ├─ 📜 generate-rubric.ts TypeScript 67L · 2.1 KB
│ │ │ └─ 📜 pairwise-comparison.ts TypeScript 97L · 3.1 KB
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│ │ │ ├─ ▾ 📁 agent-system
│ │ │ │ └─ 📝 orchestrator-prompt.md Markdown 197L · 5.7 KB
│ │ │ ├─ ▾ 📁 evaluation
│ │ │ │ ├─ 📝 direct-scoring-prompt.md Markdown 153L · 3.9 KB
│ │ │ │ └─ 📝 pairwise-comparison-prompt.md Markdown 200L · 4.9 KB
│ │ │ ├─ ▾ 📁 research
│ │ │ │ └─ 📝 research-synthesis-prompt.md Markdown 171L · 4.2 KB
│ │ │ └─ 📝 index.md Markdown 138L · 3.1 KB
│ │ ├─ ▾ 📁 skills
│ │ │ ├─ ▾ 📁 context-fundamentals
│ │ │ │ └─ 📝 context-fundamentals.md Markdown 114L · 3.1 KB
│ │ │ ├─ ▾ 📁 llm-evaluator
│ │ │ │ └─ 📝 llm-evaluator.md Markdown 77L · 2.6 KB
│ │ │ ├─ ▾ 📁 tool-design
│ │ │ │ └─ 📝 tool-design.md Markdown 198L · 5.1 KB
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│ │ ├─ ▾ 📁 src
│ │ │ ├─ ▾ 📁 agents
│ │ │ │ ├─ 📜 evaluator.ts TypeScript 112L · 2.8 KB
│ │ │ │ └─ 📜 index.ts TypeScript 3L · 129 B
│ │ │ ├─ ▾ 📁 config
│ │ │ │ └─ 📜 index.ts TypeScript 18L · 427 B
│ │ │ ├─ ▾ 📁 tools
│ │ │ │ └─ ▾ 📁 evaluation
│ │ │ │ ├─ 📜 direct-score.ts TypeScript 164L · 5.3 KB
│ │ │ │ ├─ 📜 generate-rubric.ts TypeScript 161L · 4.7 KB
│ │ │ │ ├─ 📜 index.ts TypeScript 9L · 668 B
│ │ │ │ └─ 📜 pairwise-compare.ts TypeScript 255L · 7.7 KB
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│ │ │ ├─ 📜 evaluation.test.ts TypeScript 233L · 7.6 KB
│ │ │ ├─ 📜 setup.ts TypeScript 27L · 587 B
│ │ │ └─ 📜 skills.test.ts TypeScript 213L · 7.6 KB
│ │ ├─ ▾ 📁 tools
│ │ │ ├─ ▾ 📁 evaluation
│ │ │ │ ├─ 📝 direct-score.md Markdown 159L · 4.3 KB
│ │ │ │ ├─ 📝 generate-rubric.md Markdown 189L · 5.3 KB
│ │ │ │ └─ 📝 pairwise-compare.md Markdown 182L · 4.7 KB
│ │ │ ├─ ▾ 📁 orchestration
│ │ │ │ └─ 📝 delegate-to-agent.md Markdown 171L · 4.5 KB
│ │ │ ├─ ▾ 📁 research
│ │ │ │ ├─ 📝 read-url.md Markdown 162L · 4.1 KB
│ │ │ │ └─ 📝 web-search.md Markdown 128L · 3.3 KB
│ │ │ └─ 📝 index.md Markdown 141L · 3.6 KB
│ │ ├─ 📝 CONTRIBUTING.md Markdown 78L · 2.0 KB
│ │ ├─ 📜 eslint.config.js JavaScript 18L · 483 B
│ │ ├─ 📋 package.json JSON 79L · 2.1 KB
│ │ ├─ 📝 README.md Markdown 659L · 24.0 KB
│ │ ├─ 📋 tsconfig.json JSON 26L · 681 B
│ │ └─ 📜 vitest.config.ts TypeScript 20L · 561 B
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│ ├─ 📝 PRD.md Markdown 644L · 24.2 KB
│ ├─ 📝 README.md Markdown 181L · 10.0 KB
│ └─ 📝 SKILLS-MAPPING.md Markdown 187L · 10.1 KB
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│ └─ 📝 llm-as-a-judge.md Markdown 362L · 20.7 KB
├─ ▾ 📁 skills
│ ├─ ▾ 📁 advanced-evaluation
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│ │ │ ├─ 📝 bias-mitigation.md Markdown 288L · 9.1 KB
│ │ │ ├─ 📝 implementation-patterns.md Markdown 315L · 9.2 KB
│ │ │ └─ 📝 metrics-guide.md Markdown 331L · 9.4 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 evaluation_example.py Python 337L · 11.6 KB
│ │ └─ 📝 SKILL.md Markdown 454L · 17.6 KB
│ ├─ ▾ 📁 bdi-mental-states
│ │ ├─ ▾ 📁 references
│ │ │ ├─ 📝 bdi-ontology-core.md Markdown 207L · 6.5 KB
│ │ │ ├─ 📝 framework-integration.md Markdown 582L · 21.1 KB
│ │ │ ├─ 📝 rdf-examples.md Markdown 315L · 11.2 KB
│ │ │ └─ 📝 sparql-competency.md Markdown 420L · 9.6 KB
│ │ └─ 📝 SKILL.md Markdown 295L · 10.1 KB
│ ├─ ▾ 📁 context-compression
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 evaluation-framework.md Markdown 213L · 8.5 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 compression_evaluator.py Python 658L · 21.9 KB
│ │ └─ 📝 SKILL.md Markdown 265L · 12.3 KB
│ ├─ ▾ 📁 context-degradation
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 patterns.md Markdown 314L · 10.0 KB
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│ │ │ └─ 🐍 degradation_detector.py Python 419L · 14.7 KB
│ │ └─ 📝 SKILL.md Markdown 231L · 15.4 KB
│ ├─ ▾ 📁 context-fundamentals
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 context-components.md Markdown 283L · 8.1 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 context_manager.py Python 370L · 11.5 KB
│ │ └─ 📝 SKILL.md Markdown 185L · 12.0 KB
│ ├─ ▾ 📁 context-optimization
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 optimization_techniques.md Markdown 272L · 9.4 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 compaction.py Python 379L · 12.4 KB
│ │ └─ 📝 SKILL.md Markdown 179L · 8.4 KB
│ ├─ ▾ 📁 evaluation
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 metrics.md Markdown 339L · 10.2 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 evaluator.py Python 474L · 16.1 KB
│ │ └─ 📝 SKILL.md Markdown 231L · 10.5 KB
│ ├─ ▾ 📁 filesystem-context
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 implementation-patterns.md Markdown 549L · 18.3 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 filesystem_context.py Python 353L · 12.3 KB
│ │ └─ 📝 SKILL.md Markdown 321L · 13.6 KB
│ ├─ ▾ 📁 hosted-agents
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 infrastructure-patterns.md Markdown 700L · 20.7 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 sandbox_manager.py Python 495L · 15.9 KB
│ │ └─ 📝 SKILL.md Markdown 279L · 11.8 KB
│ ├─ ▾ 📁 memory-systems
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 implementation.md Markdown 551L · 18.3 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 memory_store.py Python 414L · 14.8 KB
│ │ └─ 📝 SKILL.md Markdown 211L · 12.3 KB
│ ├─ ▾ 📁 multi-agent-patterns
│ │ ├─ ▾ 📁 references
│ │ │ └─ 📝 frameworks.md Markdown 433L · 12.6 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 coordination.py Python 439L · 15.0 KB
│ │ └─ 📝 SKILL.md Markdown 255L · 14.6 KB
│ ├─ ▾ 📁 project-development
│ │ ├─ ▾ 📁 references
│ │ │ ├─ 📝 case-studies.md Markdown 388L · 14.9 KB
│ │ │ └─ 📝 pipeline-patterns.md Markdown 610L · 17.1 KB
│ │ ├─ ▾ 📁 scripts
│ │ │ └─ 🐍 pipeline_template.py Python 677L · 20.4 KB
│ │ └─ 📝 SKILL.md Markdown 342L · 14.8 KB
│ └─ ▾ 📁 tool-design
│ ├─ ▾ 📁 references
│ │ ├─ 📝 architectural_reduction.md Markdown 210L · 8.2 KB
│ │ └─ 📝 best_practices.md Markdown 176L · 10.4 KB
│ ├─ ▾ 📁 scripts
│ │ └─ 🐍 description_generator.py Python 237L · 7.1 KB
│ └─ 📝 SKILL.md Markdown 311L · 15.4 KB
├─ ▾ 📁 template
│ └─ 📝 SKILL.md Markdown 98L · 3.7 KB
├─ 📝 CONTRIBUTING.md Markdown 78L · 2.5 KB
├─ 📝 README.md Markdown 236L · 13.1 KB
└─ 📝 SKILL.md Markdown 104L · 7.7 KB

Security Positives

✓ 所有Python脚本均为安全的教学示例
✓ 网络调用均为桩实现(stub)或注释掉的示例代码
✓ 文件操作仅使用标准库(pathlib, os)
✓ 无base64编码或代码混淆
✓ 无凭证收割或敏感路径访问
✓ 无远程脚本执行(curl/wget pipe bash)
✓ install.sh仅执行安全的目录创建和文件复制操作