Llm Twin Course

ๅผบ ยท 82
็คพๅŒบๆ”ถๅฝ•

๐Ÿค– ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป for ๐—ณ๐—ฟ๐—ฒ๐—ฒ how to ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ an end-to-end ๐—ฝ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป-๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐—Ÿ๐—Ÿ๐—  & ๐—ฅ๐—”๐—š ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ using ๐—Ÿ๐—Ÿ๐— ๐—ข๐—ฝ๐˜€ best practices: ~ ๐˜ด๐˜ฐ๐˜ถ๐˜ณ๐˜ค๐˜ฆ ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ + 12 ๐˜ฉ๐˜ข๐˜ฏ๐˜ฅ๐˜ด-๐˜ฐ๐˜ฏ ๐˜ญ๐˜ฆ๐˜ด๐˜ด๐˜ฐ๐˜ฏ๐˜ด

Verified installs0
Stars4.3K
็‰ˆๆœฌ1.0.0
่ดจ้‡98/100 ยท ไผ˜็ง€
ไฟกไปป82/100 ยท ๅฎกๆŸฅๅŽๅฎ‰่ฃ…
ๅฎก่ฎก89/100 ยท ้œ€ๅฎกๆŸฅ

ไพ›็ป™่ต„ไบงๆกฃๆกˆ

็ผ–็จ‹ไธŽๅผ€ๅ‘ Agent

ไปฃ็ ๅฎกๆŸฅใ€ไป“ๅบ“ๅˆ†ๆžใ€ๆต‹่ฏ•ใ€CIใ€GitHubใ€DevOps ไธŽๅผ€ๅ‘ๅทฅไฝœๆต Skillใ€‚

ๆต่งˆ่ต›้“

ๅœบๆ™ฏ

็ผ–็จ‹ Agent

ๆˆ‘้œ€่ฆไธ€ไธช่ƒฝ็†่งฃไป“ๅบ“ใ€ไฟฎๆ”นไปฃ็ ๅนถๅฎกๆŸฅ Pull Request ็š„็ผ–็จ‹ Agentใ€‚

้€‚้… Agent

Claude Code + CLI + Codex

้€‚็”จไบŽ Codexใ€Claude Codeใ€Cursorใ€CLI ๆˆ–่‡ชๅฎšไน‰ Agentใ€‚

ๅฎ‰่ฃ…

ๅฐฑ็ปช

npx skills add decodingai-magazine/llm-twin-course

็ปดๆŠค็Šถๆ€

ๆดป่ทƒ

่ทไธŠๆฌกๆŽจ้€ 4 ไธชๆœˆ

้ฃŽ้™ฉ

้œ€ๅฎกๆŸฅ

Financial research output is not financial advice; require human review before any live investment decision

GitHub ่ดจ้‡

4.3K

98/100 ่ดจ้‡ ยท 87/100 ไฟกไปป

่ฆ†็›–ๆ ‡็ญพ

็ผ–็จ‹็ผ–็จ‹ Agentdevelopmentllmopsdeveloper-tools

ๅฎกๆŸฅ่ฏดๆ˜Ž

Financial research output is not financial advice; require human review before any live investment decision ยท Financial research output is not financial advice; require human review before any live investment decision.

Agent ้‡‡็”จ่ฏ„ๅˆ†ๅก

ไธ€็œผๆŸฅ็œ‹ไฟกไปปใ€ๅฎก่ฎกไธŽๅฎ‰่ฃ…ๅ‡†ๅค‡ๅบฆ

่ฟ™ไบ›ๅˆ†ๆ•ฐ็ปผๅˆๅ…ฌๅผ€ไป“ๅบ“ๅ…ƒๆ•ฐๆฎใ€OpenAgentSkill ๅฎกๆŸฅไฟกๅทใ€็ปดๆŠคๆ–ฐ้ฒœๅบฆไธŽๅฎ‰่ฃ…ๅ‡†ๅค‡ๅบฆใ€‚ๅฎƒ็”จไบŽๅ€™้€‰็ญ›้€‰๏ผŒไธๆ›ฟไปฃไบบๅทฅๅฎกๆŸฅใ€‚

่ดจ้‡

ไผ˜็ง€
98

้ซ˜็ฝฎไฟกๅ€™้€‰๏ผŒๅ…ทๆœ‰่พƒๅผบ็š„้‡‡็”จๅบฆไธŽๅฅๅบท็ปดๆŠคไฟกๅทใ€‚

ไฟกไปป

ๅฎกๆŸฅๅŽๅฎ‰่ฃ…
82

้€‚ๅˆๅŠ ๅ…ฅๅ€™้€‰ๆธ…ๅ•๏ผŒไฝ† Agent ๅœจ่ฟ่กŒๅ‰ๅบ”ๅฎกๆŸฅๅฎก่ฎก่ฏดๆ˜Žใ€ๅฎ‰่ฃ…็ญ–็•ฅๅ’Œ็ป“ๆžœ่ฏๆฎใ€‚

ๅฎก่ฎก

้œ€ๅฎกๆŸฅ
89

ๅฏนๅฎ‰่ฃ…ๅ‡†ๅค‡ๅบฆใ€ๅฎ‰ๅ…จๅ…ƒๆ•ฐๆฎใ€็ปดๆŠคๆƒ…ๅ†ตไธŽ้‡‡็”จ้ฃŽ้™ฉ็š„ๆœบๅ™จๅฏ่ฏปๅฎกๆŸฅใ€‚

OpenAgentSkill ไฟกไปป่ฏ„ๅˆ† v5

ๅฎ‰่ฃ…ๅ‰้œ€ไบบๅทฅๅฎกๆŸฅ

ๅœจไบบๅทฅๅฎกๆŸฅๆˆ–ๆฒ™็›’้ชŒ่ฏๅŽไฝœไธบ้ฆ–้€‰ๅ€™้€‰ใ€‚

PythonLLMOpsCodexClaude CodeCursor

Stars

4.3K ไธช GitHub Stars

ไป“ๅบ“ๆดป่ทƒๅบฆ

4.3K ไธช Star๏ผŒ727 ไธช Fork

็ปดๆŠค็Šถๆ€

่ทไธŠๆฌกๆŽจ้€ 4 ไธชๆœˆ

่ฎธๅฏ่ฏ

MIT

ๅฎ‰่ฃ…

npx skills add decodingai-magazine/llm-twin-course

ๅฎ‰่ฃ…ๅฎ‰ๅ…จๆ€ง

ๆ ‡ๅ‡†่ฝฏไปถๅŒ…ๆˆ–่ฟ่กŒๆ—ถๅฎ‰่ฃ…่ทฏๅพ„

ๆƒ้™่Œƒๅ›ด

ๆ–‡ไปถ็ณป็ปŸๆˆ–ๆ–‡ๆกฃ่ฎฟ้—ฎ

Agent ็ป“ๆžœ

ๆš‚ๆœชๆœ‰ Agent ็ป“ๆžœๆ•ฐๆฎ

ๆ–‡ๆกฃ

README/SKILL.md ไธŠไธ‹ๆ–‡ๅ……ๅˆ†

้ฃŽ้™ฉๆ‘˜่ฆ

ไฝŽๅ…ƒๆ•ฐๆฎ้ฃŽ้™ฉ

  • Financial research output is not financial advice; require human review before any live investment decision.

ๅฎ‰่ฃ…ๅ‡†ๅค‡ๅบฆ

ๅฎ‰่ฃ…่ทฏๅพ„ๅฏ็”จ

  • ๅฎ‰่ฃ…่ทฏๅพ„ๅฏ็”จ
  • ไป“ๅบ“่ฏๆฎๅฏ็”จ
  • ๅทฒๅฃฐๆ˜Ž่ฎธๅฏ่ฏ
  • ๆš‚ๆ—  Agent ้ชŒ่ฏ็ป“ๆžœ่ฏๆฎ

Agent ๅฏ่ฏปๅ…ƒๆ•ฐๆฎ

่ฟ™ไธช Skill ็š„ๆœบๅ™จๅฏ่ฏปๅ†ณ็ญ–ๆ•ฐๆฎใ€‚

ไฝฟ็”จๆญคๅŒบๅ—ๆˆ–ๅ†…ๅตŒ JSON ๅˆคๆ–ญ Agent ๆ˜ฏๅฆๅบ”ๅฎ‰่ฃ…่ฏฅ Skillใ€้€‰ๆ‹ฉๆ›ฟไปฃๆ–นๆกˆ๏ผŒๆˆ–ๅ…ˆ่ฏทๆฑ‚ไบบๅทฅๅฎกๆŸฅใ€‚

ๆ‰“ๅผ€ JSON

้€‚็”จไปปๅŠก

  • ็ผ–็จ‹ Agent ๅทฅไฝœๆต
  • Claude Code ๅ›ข้˜Ÿ
  • ้‡่ง† GitHub ้‡‡็”จไฟกๅท็š„ๅ›ข้˜Ÿ
  • Inspect source files

้€‚็”จ Agent

PythonLLMOpsCodexClaude CodeCursorOpenAgentSkill CLICLI

ๅฎ‰่ฃ…ๅ†ณ็ญ–

ๅ‘ฝไปค
npx skills add decodingai-magazine/llm-twin-course
็ญ–็•ฅ
ๅฎกๆŸฅ
ไบบๅทฅๅฎกๆŸฅ
ๆ˜ฏ

ไฟกไปปไธŽ้ฃŽ้™ฉ

ไฟกไปป
82/100
ๅฎก่ฎก
89/100
้ฃŽ้™ฉ็บงๅˆซ
้œ€ๅฎกๆŸฅ

็ป“ๆžœ้—ญ็Žฏ

็ซฏ็‚น
/api/agent/outcome
ไบ‹ไปถ ID
resolve
็ป“ๆžœ
5

ๅฎ‰่ฃ…ๅ‘ฝไปค

npx skills add decodingai-magazine/llm-twin-course

ไธ้€‚็”จๅœบๆ™ฏ

  • ้œ€่ฆๅŽ‚ๅ•†ๆ”ฏๆŒ SLA ็š„ๅ›ข้˜Ÿ
  • ๆฒกๆœ‰ๅ†…้ƒจๅฎ‰ๅ…จๅฎกๆŸฅ็š„้ซ˜ๅˆ่ง„็Žฏๅขƒ
  • ๅฝ“ๅ‰ๅ…ƒๆ•ฐๆฎไธญๆœชๅ‘็Žฐ้‡ๅคง้ฃŽ้™ฉไฟกๅท
  • Financial research output is not financial advice; require human review before any live investment decision
  • Financial research output is not financial advice; require human review before any live investment decision.

Agent ๅฎ‰ๅ…จ v2

73/100 ยท ๅฎ‰่ฃ…ๅ‰ๅฎกๆŸฅ

ๅทฒๅฎกๆŸฅๅนถ้™„ๆƒ้™่ฏดๆ˜ŽๅฎกๆŸฅ

ๅฏ็”จๅ€™้€‰๏ผŒไฝ† Agent ๅœจๅฎ‰่ฃ…ๅ‰ๅบ”ๅฑ•็คบๆƒ้™ไธŽๅฎก่ฎก่ฏดๆ˜Žใ€‚

ๅœจ็œŸๅฎžๅทฅไฝœๅŒบๅฎ‰่ฃ…ๅ‰้œ€่ฆไบบๅทฅๆ‰นๅ‡†ใ€‚

้€š่ฟ‡ API ่งฃๆž

ไธญ

็ฝ‘็ปœ่ฎฟ้—ฎ

Skill ๅฏ่ƒฝ่ฎฟ้—ฎ่ฟœ็จ‹้กต้ขใ€APIใ€ไป“ๅบ“ๆˆ–ๅค–้ƒจๆœๅŠกใ€‚

ไธญ

ๆ–‡ไปถ็ณป็ปŸ่ฎฟ้—ฎ

Skill ๅฏ่ƒฝ่ฏปๅ–ๆˆ–ๅ†™ๅ…ฅ้กน็›ฎๆ–‡ไปถใ€ๆ–‡ๆกฃใ€็”Ÿๆˆไบง็‰ฉๆˆ–ๆœฌๅœฐๅทฅไฝœๅŒบ็Šถๆ€ใ€‚

  • Financial research output is not financial advice; require human review before any live investment decision

ๅฎ‰่ฃ…็›ฎๆ ‡

ๅœจไฝ ็š„ Agent ๅทฅไฝœๆตไธญๅฎ‰่ฃ…ๆญค Skill

้€š่ฟ‡ๅ…ฌๅผ€ๅฎ‰่ฃ…็ซฏ็‚น่Žทๅ–ๅ‘ฝไปคใ€ๅฎ‰ๅ…จๆธ…ๅ•ใ€็›ฎๆ ‡ๆ็คบ่ฏๅ’Œ่ฏฅ Skill ็š„่ง„่Œƒ้“พๆŽฅใ€‚

skill install

OpenAgentSkill CLI

Resolve policy, run the source installer safely, and report a verified install receipt.

$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install decodingai-magazine-llm-twin-course

Agent ่งฃๆž่ฎกๅˆ’

่ฎฉ Agent ๅœจๅฎ‰่ฃ…ๅ‰้ชŒ่ฏๅŒน้…ๅบฆใ€‚

Resolve API ่ฟ”ๅ›ž้ฆ–้€‰ Skillใ€ๆ›ฟไปฃๆ–นๆกˆใ€ๅฎ‰ๅ…จ็ญ–็•ฅใ€ๅฎก่ฎก่ฏดๆ˜Žใ€ๅฎ‰่ฃ…็›ฎๆ ‡ๅ’Œๅฏ็›ดๆŽฅๆ‰ง่กŒ็š„ๆ็คบ่ฏ๏ผŒๆ— ้œ€ๆŠ“ๅ–ๆญค้กต้ขใ€‚

ๆ‰“ๅผ€ๆ–‡ๆœฌ่ฎกๅˆ’

Agent ๅบ”ๆฃ€ๆŸฅ

  • ไปŽ Resolve API ๆฃ€ๆŸฅไปปๅŠกๅŒน้…ไธŽๆ›ฟไปฃๆ–นๆกˆใ€‚
  • ๆฃ€ๆŸฅๅฎก่ฎก่ฏ„ๅˆ†ใ€ไฟกไปป่ฏ„ๅˆ†ๅ’Œๅฎ‰ๅ…จ็ญ–็•ฅ่ญฆๅ‘Šใ€‚
  • ๆฃ€ๆŸฅ Codexใ€Claude Codeใ€Cursor ๆˆ– CLI ็š„ๅฎ‰่ฃ…็›ฎๆ ‡ๅ…ผๅฎนๆ€งใ€‚

ๅคๅˆถๆ็คบ่ฏ

Task: Use Llm Twin Course in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Llm%20Twin%20Course%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/decodingai-magazine-llm-twin-course/install
Install command: npx skills add decodingai-magazine/llm-twin-course
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent ไบคๆŽฅ

ๆŠŠๅฎ‰่ฃ…่ทฏๅพ„ไบค็ป™ Agent๏ผŒ่€Œไธๆ˜ฏๅ†็ป™ไธ€ไธช็›ฎๅฝ•้กตใ€‚

้€š่ฟ‡ๅ…ฌๅผ€ๅฎ‰่ฃ…็ซฏ็‚น่Žทๅ–ๅ‘ฝไปคใ€ๅฎ‰ๅ…จๆธ…ๅ•ใ€็›ฎๆ ‡ๆ็คบ่ฏๅ’Œ่ฏฅ Skill ็š„่ง„่Œƒ้“พๆŽฅใ€‚

ๆ‰“ๅผ€ๅฎ‰่ฃ… API

Agent ๆ็คบ่ฏ

Use Llm Twin Course for this task. Review https://www.openagentskill.com/api/skills/decodingai-magazine-llm-twin-course/install, then install with: npx skills add decodingai-magazine/llm-twin-course

Registry ๅ…ƒๆ•ฐๆฎ

็”จไบŽ่‡ชๅŠจ้€‰ๆ‹ฉ Skill ็š„ Agent ๅฏ่ฏปๆกฃๆกˆใ€‚

ๆœฌ้กต้€š่ฟ‡ Registry API ๆไพ›็›ธๅŒ็š„ๅ†ณ็ญ–ใ€ไฟกไปปใ€ๅฎก่ฎกใ€ๅœบๆ™ฏๅ’Œๅฎ‰่ฃ…ไฟกๅท๏ผŒ่ฎฉ Agent ๆ— ้œ€ๆŠ“ๅ–็•Œ้ขๅณๅฏๆŽ’ๅบใ€‚

ๆ‰“ๅผ€ Manifest

้€‚้… Agent

100/100

็ผ–็จ‹ Agent

ๅนณๅฐ

Python, LLMOps, Claude Code

ๅฎก่ฎกๆŠฅๅ‘Š

้œ€ๅฎกๆŸฅ ยท 89/100

ๅฏนๅฎ‰่ฃ…ๅ‡†ๅค‡ๅบฆใ€ๅฎ‰ๅ…จๅ…ƒๆ•ฐๆฎใ€็ปดๆŠคๆƒ…ๅ†ตไธŽ้‡‡็”จ้ฃŽ้™ฉ็š„ๆœบๅ™จๅฏ่ฏปๅฎกๆŸฅใ€‚

ๆŸฅ็œ‹ๅฎก่ฎกๆŠฅๅ‘ŠๆŸฅ็œ‹่ฏ„ไผฐๆŠฅๅ‘Š

Agent ๅ†ณ็ญ–้ขๆฟ

้€‚ๅˆ ็ผ–็จ‹ Agent ็š„้ฆ–้€‰

ๅฐ†ๅ…ถไฝœไธบไผ˜ๅ…ˆๅ€™้€‰๏ผŒๅ†ๅœจไฝ ็š„ Agent ็Žฏๅขƒไธญ้ชŒ่ฏ README ไธŽๅฎ‰่ฃ…่ทฏๅพ„ใ€‚

100
ๅฐฑ็ปชๅบฆ
้‡‡็”จ
้˜ถๆฎต

ๆ ˆไธญ่ง’่‰ฒ

้ฆ–้€‰

ไธป่ฆๅŒน้…

็ผ–็จ‹ Agent

ไฟกไปปๆ ‡็ญพ

ๅฏ็”จไบŽ็”Ÿไบง

ๅฎ‰่ฃ…่ทฏๅพ„

ๅ‘ฝไปคๅทฒๅฐฑ็ปช

้€‚็”จๅœบๆ™ฏ

  • ็ผ–็จ‹ Agent ๅทฅไฝœๆต
  • Claude Code ๅ›ข้˜Ÿ
  • ้‡่ง† GitHub ้‡‡็”จไฟกๅท็š„ๅ›ข้˜Ÿ

่ฏๆฎ

  • 4,350 ไธช GitHub Stars
  • ไป“ๅบ“่ฟ‘ๆœŸๆดป่ทƒ
  • ๅทฒๆไพ›ๅฎ‰่ฃ…ๅ‘ฝไปคๆˆ– GitHub ไป“ๅบ“
  • 98/100 ่ดจ้‡ๆกฃๆกˆ
  • 12 ไธช OpenAgentSkill ไบคไบ’ไบ‹ไปถ

ๅ…ˆๅฎกๆŸฅ

  • ๅฝ“ๅ‰ๅ…ƒๆ•ฐๆฎไธญๆœชๅ‘็Žฐ้‡ๅคง้ฃŽ้™ฉไฟกๅท

ๅฎžๆ–ฝ่ทฏๅพ„

  1. 1ๅœจๆฒ™็›’ Agent ไธญๅฎ‰่ฃ…ๅฎƒ๏ผŒๅนถ็ซฏๅˆฐ็ซฏๅฎŒๆˆไธ€ๆฌก็ผ–็จ‹ AgentไปปๅŠกใ€‚
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

ไฟกไปปๆกฃๆกˆ

ๅฎกๆŸฅๅŽๅฎ‰่ฃ…

้€‚ๅˆๅŠ ๅ…ฅๅ€™้€‰ๆธ…ๅ•๏ผŒไฝ† Agent ๅœจ่ฟ่กŒๅ‰ๅบ”ๅฎกๆŸฅๅฎก่ฎก่ฏดๆ˜Žใ€ๅฎ‰่ฃ…็ญ–็•ฅๅ’Œ็ป“ๆžœ่ฏๆฎใ€‚

82
OpenAgentSkill ไฟกไปป่ฏ„ๅˆ†

GitHub ้‡‡็”จๅบฆ

้€š่ฟ‡

4.3K ไธช GitHub Stars

Star/Fork ๆดป่ทƒๅบฆ

้€š่ฟ‡

4.3K ไธช Star๏ผŒ727 ไธช Fork; ๅฝ“ๅ‰ๅ…ƒๆ•ฐๆฎไธญๆฒกๆœ‰่ฎฎ้ข˜ๆดป่ทƒๅบฆไฟกๆฏ

่ฟ‘ๆœŸ็ปดๆŠค

ไฟกๆฏ

่ทไธŠๆฌกๆŽจ้€ 4 ไธชๆœˆ

่ฎธๅฏ่ฏๆธ…ๆ™ฐๅบฆ

้€š่ฟ‡

MIT

็งฏๆžไฟกๅท

  • ไบบๅทฅ้ชŒ่ฏ็š„ๆ”ถๅฝ•
  • AI ๅฎกๆŸฅๅทฒ้€š่ฟ‡
  • ๅฎ‰่ฃ…่ทฏๅพ„ๅฏ็”จ
  • ไป“ๅบ“่ฏๆฎๅฏ็”จ
  • ๆœ‰ๆ„ไน‰็š„ GitHub ้‡‡็”จไฟกๅท
  • ๅฎ‰่ฃ…ๅ‘ฝไปคๆœชๅ‘็Žฐๆ˜Žๆ˜พ้ซ˜้ฃŽ้™ฉๆจกๅผ
  • ็ป“ๆžœ้—ญ็Žฏๅทฒๅฐฑ็ปช๏ผŒไฝ†้œ€่ฆ้ฆ–ๆฌก็œŸๅฎž Agent ่ฟ่กŒ

ๅฎ‰่ฃ…ๅ‰ๅฎกๆŸฅ

  • Financial research output is not financial advice; require human review before any live investment decision.
  • ๆš‚ๆœชๆœ‰็œŸๅฎž Agent ็ป“ๆžœๆŠฅๅ‘Š
  • ๆ— ไบบๅ€ผๅฎˆๅฎ‰่ฃ…ๅ‰้œ€่ฆไบบๅทฅๅฎกๆŸฅ

ๅปบ่ฎฎๆ“ไฝœ

ๅœจไบบๅทฅๅฎกๆŸฅๆˆ–ๆฒ™็›’้ชŒ่ฏๅŽไฝœไธบ้ฆ–้€‰ๅ€™้€‰ใ€‚

่ดจ้‡ๆกฃๆกˆ

ไผ˜็ง€ ้€‚็”จไบŽ Agent ๅทฅไฝœๆต็š„ๅ€™้€‰

้ซ˜็ฝฎไฟกๅ€™้€‰๏ผŒๅ…ทๆœ‰่พƒๅผบ็š„้‡‡็”จๅบฆไธŽๅฅๅบท็ปดๆŠคไฟกๅทใ€‚

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ๅทฅไฝœๆตๅŒน้…

ๅœจ่ฟ™ไบ›ๅœบๆ™ฏไฝฟ็”จๆญค Skill

ๅทฅไฝœๆตๅŒน้…

ๅŠ ๅ…ฅๅฎŒๆ•ดๅทฅไฝœๆต

ๆ›ฟไปฃๆ–นๆกˆ็Ÿญๅๅ•

ๅฎ‰่ฃ…ๅ‰ๅฏนๆฏ”

ๅฏ่ƒฝ้€‚ๅˆ่ฏฅไปปๅŠก็š„็›ธ่ฟ‘ Skillใ€‚

ๅฏนๆฏ”ๅ…จ้ƒจ

ๆฆ‚่งˆ

๐Ÿค– ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป for ๐—ณ๐—ฟ๐—ฒ๐—ฒ how to ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ an end-to-end ๐—ฝ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป-๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐—Ÿ๐—Ÿ๐—  & ๐—ฅ๐—”๐—š ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ using ๐—Ÿ๐—Ÿ๐— ๐—ข๐—ฝ๐˜€ best practices: ~ ๐˜ด๐˜ฐ๐˜ถ๐˜ณ๐˜ค๐˜ฆ ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ + 12 ๐˜ฉ๐˜ข๐˜ฏ๐˜ฅ๐˜ด-๐˜ฐ๐˜ฏ ๐˜ญ๐˜ฆ๐˜ด๐˜ด๐˜ฐ๐˜ฏ๐˜ด

Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.

ๅนณๅฐๅ…ผๅฎนๆ€ง

pythonFULL
llmopsFULL

ๆŠ€ๆœฏ่ฏฆๆƒ…

็‰ˆๆœฌ
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MIT
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2026ๅนด8ๆœˆ18ๆ—ฅ
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2026ๅนด5ๆœˆ23ๆ—ฅ

ๆก†ๆžถไธŽๅทฅๅ…ท

PythonLLMOps

ๅ†ณ็ญ–ๆ‘˜่ฆ

้ฆ–้€‰

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ๅฎ‰่ฃ…ไธŽ้‡‡็”จๅฎกๆŸฅ

89
้œ€ๅฎกๆŸฅ
ๅฎ‰ๅ…จๆ€ง
87/100
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76/100
ๅฎ‰่ฃ…
92/100
ๆ‰“ๅผ€ๅฎŒๆ•ดๅฎก่ฎกๆŸฅ็œ‹่ฏ„ไผฐๆŠฅๅ‘Š

Agent ้ชŒ่ฏ่ฏๆฎ

Agent ้ชŒ่ฏ่ฏๆฎ

ๆฅ่‡ช่งฃๆžใ€ๅฎกๆŸฅใ€ๅฎ‰่ฃ…ๅ’Œไธ€ๆฌกๅฐ่Œƒๅ›ด่ฟ่กŒๅŽ็š„็ป“ๆžœๆŠฅๅ‘Šใ€‚

0
ๅทฒ้ชŒ่ฏ
Needs first agent run่‡ชๅŠจๅฎ‰่ฃ…: ๅ…ˆๅฎกๆŸฅๆœ€่ฟ‘: ๆœช็Ÿฅ
ๆˆๅŠŸ็އ
โ€”
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โ€”
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0
่พ“ๅ‡บ่ดจ้‡
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0
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0
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0
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0
้œ€่ฆ้…็ฝฎ
0
็”Ÿไบง็Žฏๅขƒ
0

ๆš‚ๆ—ถๆฒกๆœ‰ Agent ็ป“ๆžœๆ•ฐๆฎใ€‚้ฆ–ๆฌก Agent ๆ‰ง่กŒๅฏไปฅ้€š่ฟ‡ /api/agent/outcome ๆŠฅๅ‘ŠๆˆๅŠŸใ€้œ€่ฆ่ฎพ็ฝฎใ€้ฃŽ้™ฉๆ‹ฆๆˆชใ€ๅคฑ่ดฅๆˆ–ไธ็›ธๅ…ณใ€‚

ๅฎ‰่ฃ…

ๅŠ ๅ…ฅ Agent ๅทฅไฝœๆต

ๅ…่ดนไธ”ๅผ€ๆบ. ๅœจ็”Ÿไบง Agent ไธญๅฎ‰่ฃ…ๅ‰่ฏทๅ…ˆๅฎกๆŸฅๆŠฅๅ‘Šใ€‚

ๅขž้•ฟ้—ญ็Žฏ

ๅˆ†ไบซๅทฅๅ…ทๅŒ…

X

ไธบ Llm Twin Course ๅ‡†ๅค‡็š„ๅœบๆ™ฏๅŒ–่‰็จฟ๏ผŒๅฏๆ‰‹ๅŠจๅ‘ๅธƒๅˆฐ Xใ€‚

็ญ–ๅฑ•่ฏดๆ˜Ž
Llm Twin Course: ๐Ÿค– ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป for ๐—ณ๐—ฟ๐—ฒ๐—ฒ how to ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ an end-to-end ๐—ฝ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป-๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐—Ÿ...

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https://www.openagentskill.com/skills/decodingai-magazine-llm-twin-course?ref=x
ๆ‰“ๅผ€ X ่‰็จฟ
ๅฏ้€‰๏ผšๅธฆๅฎ‰่ฃ…ๅ‘ฝไปค็š„ๅ›žๅค
Listing + install path for Llm Twin Course:
https://www.openagentskill.com/skills/decodingai-magazine-llm-twin-course?ref=x

Install: npx skills add decodingai-magazine/llm-twin-course
ๆ‰“ๅผ€ๅ›žๅค่‰็จฟ

ๆ”ถๅฝ•ๆฅๆบ

็คพๅŒบๆ”ถๅฝ•

ๅฏ่ฎค้ข†

ๆญคๅˆ—่กจๆฅ่‡ชๅ…ฌๅผ€ๆฅๆบ๏ผŒ็ปดๆŠค่€…่ฎค้ข†่Žทๆ‰นๅ‰ไธไผšๆ ‡่ฎฐไธบๅฎ˜ๆ–นใ€‚

ๅˆ›ไฝœ่€…
decodingai-magazine
ๆ”ถๅฝ•ๆ–น
OpenAgentSkill ็คพๅŒบ็ดขๅผ•

ๅฝ’ๅฑž้“พๆŽฅๆŒ‡ๅ‘ๅ…ฌๅผ€ไป“ๅบ“ๆˆ–ๅˆ›ไฝœ่€…ไธป้กตใ€‚ๅˆ›ไฝœ่€…ๅฏ่ฎค้ข†ๅˆ—่กจไปฅๆ›ดๆ–ฐๆ‰€ๆœ‰ๆƒไฟกๅทใ€‚

่ฎค้ข†ๆญค Skill

ๆ‰€ๆœ‰่€…่ฎค้ข†

่ฎค้ข†ๆญค Skill ้กต้ข

่ฟ™ๆก ็คพๅŒบๆ”ถๅฝ• ๅˆ—่กจๅฝ’ๅฑžไบŽ decodingai-magazine๏ผŒไฝ†ๅฐšๆœชๆ ‡่ฎฐไธบๅฎ˜ๆ–นใ€‚่ฎค้ข†ๅŽๅฏๅขžๅŠ ๅทฒ้ชŒ่ฏๆ‰€ๆœ‰่€…ไฟกๅท๏ผŒไฝฟๅŽ็ปญๅ‘ๅธƒใ€ๅฎ‰่ฃ…ๅ’Œๅฎก่ฎกๆ›ดๆ–ฐๆ›ดๅ€ผๅพ—ไฟก่ต–ใ€‚

ๅˆ›ไฝœ่€…ๅค–้“พๅทฅๅ…ทๅŒ…

ๅฐ†่ฏๆฎๅพฝ็ซ ๅŠ ๅ…ฅไฝ ็š„ README

ๅœจๅผ€ๅ‘่€…่ฏ„ไผฐไป“ๅบ“็š„ไฝ็ฝฎๅฑ•็คบ่ง„่Œƒ้กต้ขใ€ๅฝ“ๅ‰ไฟกไปปไธŽๅฎก่ฎกไฟกๅท๏ผŒไปฅๅŠ็œŸๅฎž็š„ Agent ้ชŒ่ฏ่ฏๆฎใ€‚

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/decodingai-magazine-llm-twin-course?metric=listed&label=Listed)](https://www.openagentskill.com/skills/decodingai-magazine-llm-twin-course)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/decodingai-magazine-llm-twin-course?metric=trust&label=Trust)](https://www.openagentskill.com/skills/decodingai-magazine-llm-twin-course)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/decodingai-magazine-llm-twin-course?metric=audit&label=Audit)](https://www.openagentskill.com/skills/decodingai-magazine-llm-twin-course/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/decodingai-magazine-llm-twin-course?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/decodingai-magazine-llm-twin-course)

ไฝœ่€…

D

decodingai-magazineโœ“

@decodingai-magazine

ๅนณๅฐ้€‚้…

ๅฅๅบทไฟกๅท

GitHub Stars
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2026ๅนด4ๆœˆ20ๆ—ฅ
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2
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็คพๅŒบไฟกๅท

ๅ‘Š่ฏ‰ๆˆ‘ไปฌ่ฟ™ไธช Skill ๆ˜ฏๅฆๅฏนไฝ ็š„ Agent ๅทฅไฝœๆตๆœ‰ๅธฎๅŠฉใ€‚ๆฑ‡ๆ€ปๅ้ฆˆไผšๆŒ็ปญๆ”นๅ–„ๆŽ’ๅบใ€‚

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  • ไพ่ต–ไธŽ่ฟ่กŒๆ—ถ้ฃŽ้™ฉๅค–้ƒจๅŒ…ๅฎ‰่ฃ…่Œƒๅ›ดไฟกๆฏ