# ๐Ÿ” [๋ฆฌ๋ทฐ] ํ•˜๋„ค์Šค ํšจ์œจ์„ฑ ๊ฐ์‚ฌ > **๊ฒฐ๋ก ** โ€” ์‚ฌ์šฉ์ž ํ•˜๋„ค์Šค์˜ ๊ณจ๊ฒฉ์€ 2025~2026 ์—…๊ณ„ ํ•ฉ์˜(๋ฉ€ํ‹ฐ์—์ด์ „ํŠธ๋Š” ํŒ๋‹จ/๋ฆฌ์„œ์น˜์—๋งŒ, ์ฝ”๋”ฉ์—” ๋‹จ์ผ; ์ข…ํ•ฉ ์‹œ ์š”์•ฝ ๋ง๊ณ  ์›๋ณธ ํŠธ๋ ˆ์ด์Šค ๊ณต์œ )์™€ ์ •ํ•ฉํ•˜๋ฉฐ ๊ทธ ๋‘ ๊ตํ›ˆ์„ ์ŠคํŽ™์œผ๋กœ ์„ฑ๋ฌธํ™”ํ–ˆ๋‹ค โ€” fan-out/collapse ๋ถ„๊ธฐ + synthesis-rehydration. ํšจ์œจ์˜ ๊ณจ๊ฒฉ ๊ทผ๊ฑฐ๋Š” ํƒ„ํƒ„ํ•˜๋‹ค. ์‹คํŒจ๋Š” ๊ตฌ์กฐ๊ฐ€ ์•„๋‹ˆ๋ผ ์šด์˜ ๊ทœ์œจ(tier ๊ฒŒ์ดํŠธยท๋ Œ์ฆˆ ์ƒํ•œยทdissent ๋ณด์กด ๊ฒ€์ฆ์„ ์ •์ฑ… ํ…์ŠคํŠธ๊ฐ€ ์•„๋‹ˆ๋ผ hook ๊ฐ•์ œ๋กœ ๋ฐฐ์„ ํ–ˆ๋Š”๊ฐ€)์—์„œ ์˜จ๋‹ค. > **๊ฒฐ์ • ํ•„์š”** โ€” โ€” ์•„๋‹ˆ์˜ค > **ํ™•์‹ ๋„** โ€” Med (E3 ๊ทผ๊ฑฐ) `repo: company-haness` ยท `2026-07-07 11:12:50+00:00` ยท `wf-harness-audit` ## ยท report id harness-comparison-20260707T111250Z ## ยท created at 2026-07-07 11:12:50+00:00 ## ยท verdict ์ด๋ก€์ ์œผ๋กœ ์ž๊ธฐ์ธ์‹์ด ๋†’์€ ์„ค๊ณ„. Anthropic(์ฝ”๋”ฉ์—” ๋ฉ€ํ‹ฐ์—์ด์ „ํŠธ ๋น„๊ถŒ์žฅ)๊ณผ Cognition(์š”์•ฝ ๋ง๊ณ  full trace)์˜ ํ•ต์‹ฌ ๊ตํ›ˆ์„ ๊ฐ๊ฐ collaboration-default์™€ synthesis-rehydration์œผ๋กœ ์ฝ”๋“œํ™”ํ–ˆ๊ณ , ๋‹ค์–‘์„ฑ์„ headcount๊ฐ€ ์•„๋‹ˆ๋ผ 11 ๋ Œ์ฆˆ๋กœ ๊ณ ์ •ํ•ด spawn ํญ๋ฐœ์„ ๊ตฌ์กฐ์ ์œผ๋กœ ์–ต์ œํ–ˆ๋‹ค. ## ยท strengths - fan-out/collapse ๋ถ„๊ธฐ = ์—…๊ณ„ ์ตœ์„  ํŒ๋‹จ๊ณผ ์ •ํ•ฉ(์ฝ”๋“œ๋Š” collapse๋กœ ์ ‘์–ด Anthropic/Cognition์˜ ์ฝ”๋”ฉ ๊ฒฝ๊ณ  ๋ฐ˜์˜). MetaGPT/ChatDev/CrewAI์—” ์ด ๊ตฌ๋ถ„ ์—†์Œ โ†’ ๋” ๋ฐฉ์–ด์ ยทํ† ํฐํšจ์œจ์ . - synthesis-rehydration์ด Cognition 1์ˆœ์œ„ ๋น„ํŒ(์š”์•ฝ์ด ๊ด€์  ์œ ์‹ค)์„ ์ •๋ฉด ๋ฐฉ์–ด โ€” ํ•˜์œ„ .report.yaml ์ „๋ฌธ ์žฌ์ ์žฌ. - ๋‹ค์–‘์„ฑ์„ 11 ๋ Œ์ฆˆ๋กœ ๊ณ ์ •ํ•œ ๊ฒƒ์ด ํ† ํฐ ํญ์ฆ์˜ ๊ตฌ์กฐ์  ๋ฐฉํŒŒ์ œ(Anthropic '๋‹จ์ˆœ ์งˆ์˜ 50 subagent' ์‹คํŒจ๋ฅผ ์ŠคํŽ™ ์ฐจ์›์—์„œ ์–ต์ œ). ์กฐ์‚ฌ๋Œ€์ƒ ์ค‘ ๊ฐ€์žฅ ๋…์ฐฝ์ . - modeร—tier ๊ฒฝ์ œ์„ฑ ๊ฒŒ์ดํŠธ๊ฐ€ Anthropic์˜ '๊ณ ๊ฐ€์น˜ ๊ณผ์ œ์—๋งŒ ๋ฉ€ํ‹ฐ์—์ด์ „ํŠธ'๋ฅผ ์ •์ฑ…ํ™”(AWS routing-vs-full๊ณผ ๋™ํ˜•, 2์ง๊ต์ถ•์œผ๋กœ ๋” ์„ธ๋ฐ€). - ํŒŒ์ผ๊ธฐ๋ฐ˜ยท๊ณ„์•ฝ๊ธฐ๋ฐ˜ ์†Œํ†ต์ด org OS(๋‚ด๊ตฌยท๊ฐ์‚ฌ) ๋ชฉ์ ์— ์ •ํ™• โ€” 12-factor own-context, LangGraph checkpoint ๊ณ„์—ด. ์ง€์—ฐ ๋ฏผ๊ฐ ์ฝ”๋“œ๋ฃจํ”„๋Š” collapse๋กœ ์ƒ์‡„. ## ยท closest industry - Anthropic multi-agent research system โ€” ๊ฐ€์žฅ ์ง์ ‘์  ์›ํ˜•(Orchestrator + fan-out worker + clean context). - Magentic-One Task/Progress Ledger โ€” plan.md+progress.yaml ๋“€์–ผ ์›์žฅ์œผ๋กœ ์ง์ ‘ ์ฐจ์šฉ. - Cognition Don't Build Multi-Agents โ€” ๋ช…์‹œ ์ธ์šฉยท๋ฐฉ์–ดํ•œ ๋ฐ˜๋ก  ์ง„์˜. - AWS Bedrock routing vs full = light vs heavy tier์™€ ๋™ํ˜•. LangGraph FSM = state-transition-rules. ## ยท recommendations - wave๋‹น ํ† ํฐยท๋น„์šฉ ๊ณ„์ธก + tier๋ณ„ fan-out ์˜ˆ์‚ฐ ํ•˜๋“œ ์ƒํ•œ(์ดˆ๊ณผ ์‹œ ์ž๋™ collapse ๊ฐ•๋“ฑ). ์ •์ฑ… ํ…์ŠคํŠธ๋ฅผ hook ๊ฐ•์ œ๋กœ ์Šน๊ฒฉ. (๊ทผ๊ฑฐ: Anthropic 15๋ฐฐ ํ† ํฐ) - standard tier fan-out ํญ์„ family๊ฐ€ ์•„๋‹ˆ๋ผ lens๋กœ ์ƒํ•œ(๊ณต์œ ๋ Œ์ฆˆ primary 1๊ฐœ, heavy๋งŒ sub-angle ๋ถ„ํ™”). ์ด๋ฏธ ์žˆ๋Š” shared-lens-selection์„ ๊ธฐ๋ณธ ๊ฐ•์ œ๋กœ. (๊ทผ๊ฑฐ: 50 subagent ์‹คํŒจ) - fan-out phase ๋‚ด๋ถ€์— '๊ณต์œ  ์ œ์•ฝ pre-brief'(์Šน์ธ Packet+๊ณตํ†ต ์„ค๊ณ„์ œ์•ฝ)๋ฅผ context-package์— ๋™๋ด‰ โ€” ๋ฐœ์‚ฐ ๋‹ค์–‘์„ฑ์€ ์œ ์ง€ํ•˜๋˜ ์ถฉ๋Œ ๊ฒฐ์ •๋งŒ ์‚ฌ์ „ ์ •๋ ฌ. (๊ทผ๊ฑฐ: Cognition Flappy Bird) - ์ข…ํ•ฉ์ž์— dissent-๋ณด์กด ๊ฒ€์ฆ ๊ฐ•์ œ๊ธฐ: ์ข…ํ•ฉ .report.yaml์— conflicts/dissent ํ•„๋“œ + ํ•˜์œ„ ๋ณด๊ณ ์„œ ๋งํฌ ์กด์žฌ๋ฅผ validate_report๊ฐ€ ๊ฒ€์‚ฌ. (๊ทผ๊ฑฐ: dissent ์‚ญ์ œ ๊ธˆ์ง€ must-not) - ์ดˆ์žฅ๊ธฐ wave์šฉ compaction ๋‹จ๊ณ„ ํ˜•์‹ํ™”ํ•˜๋˜ ๊ฒฐ์ • ์žฌ์ ์žฌ(synthesis-rehydration) ๊ฒฝ๋กœ๋Š” ์••์ถ• ๋Œ€์ƒ์—์„œ ์ œ์™ธ. (๊ทผ๊ฑฐ: 12-factor dumb-zone 40~60%) ## ยท sources - Anthropic multi-agent research system: https://www.anthropic.com/engineering/multi-agent-research-system - Cognition Don't Build Multi-Agents: https://cognition.com/blog/dont-build-multi-agents - MetaGPT arXiv 2308.00352 / ChatDev arXiv 2307.07924 - Magentic-One (Microsoft Research) / AWS Bedrock multi-agent collaboration / 12-Factor Agents - ์ „์ฒด ์ถœ์ฒ˜ยท๋น„๊ตํ‘œ: docs/superpowers/harness-efficiency-audit-2026-07-07.md ## โš ๏ธ ๋ฆฌ์Šคํฌ - ํ† ํฐยท์ง€์—ฐ ๋น„์šฉ: Anthropic ๊ด€์ธก์ƒ ๋ฉ€ํ‹ฐ์—์ด์ „ํŠธ ~15๋ฐฐ ํ† ํฐ, ํ† ํฐ๋Ÿ‰์ด ์„ฑ๋Šฅ๋ถ„์‚ฐ 80% ์„ค๋ช…. fan-out ์œ„์— ์ „๋ฌธ ์žฌ์ ์žฌ๋ฅผ ์Œ“์•„ ์ข…ํ•ฉ ์ง€์ ์ด ํŠนํžˆ ๋ฌด๊ฒ๋‹ค. - ๋‹จ์ผ fan-out phase ๋‚ด๋ถ€ ๋ฐœ์‚ฐ: 8 family๊ฐ€ clean context๋กœ ๋ณ‘๋ ฌ ์‹œ์ž‘ํ•˜๋ฉด ๋ฏธ๋ช…์‹œ ๊ฐ€์ • ์ถฉ๋Œ(Cognition Flappy Bird) ์ž”์กด โ€” ์žฌ์กฐ์ • ๋ถ€๋‹ด์ด ์ข…ํ•ฉ์ž์— ์ง‘์ค‘. - ์ข…ํ•ฉ์ž๊ฐ€ ํ’ˆ์งˆ ๋ณ‘๋ชฉยท๋ฏธ๊ฒ€์ฆ ์ง€์ : dissent ๋ณด์กด์„ ๊ฐ•์ œํ•˜๋Š” hook์ด ์ข…ํ•ฉ ๋‹จ๊ณ„์— ์•ฝํ•จ. - 62->26 taxonomy ์ฑ…์ž„ ์ค‘๋ณต ๋ฆฌ์Šคํฌ: AWS ๋ฒ ์ŠคํŠธํ”„๋ž™ํ‹ฐ์Šค๋Š” collaborator ์ค‘๋ณต ์ตœ์†Œํ™” ๊ถŒ๊ณ  โ€” family ์ˆ˜๊ฐ€ ๋งŽ์•„ ์˜ค๋ผ์šฐํŒ… ํ™•๋ฅ โ†‘. ## ๐Ÿ“Ž ๊ทผ๊ฑฐ | # | ์ถœ์ฒ˜ | ๋“ฑ๊ธ‰ | |---|---|---| | 1 | docs/superpowers/harness-efficiency-audit-2026-07-07.md | E2 | | 2 | org-os/06-agent-work/execution-policy.yaml | E3 | | 3 | org-os/06-agent-work/collaboration-map.yaml | E3 | ## ๐Ÿ“‚ ์›๋ณธ ํŒŒ์ผ (์—์ด์ „ํŠธ์šฉ YAML) - ์ข…ํ•ฉ/์›์ฒœ: `_sandbox/completion-records/wf-harness-audit/harness-comparison-20260707T111250Z.report.yaml`