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Inspired by karpathy/autoresearch. Put this in a Ralph Loop.

Use each mode-specific prompt together with the common element block.

Auto Refactor

Prompt

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STOP! Re-read all code. Would Karpathy approve every line? Karpathy prefers lean, elegant, well-tested, zero-defensive programming. Use MCPs and web searches.

Completion Promise

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--completion-promise "KARPATHY_WILL_APPROVE_EVERY_SINGLE_LOC_FOR_SURE"

Auto Fixer

Prompt

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STOP! Re-read all code, assess PR comments. Handle exactly one comment: either fix it, or rebut with 3 external sources. Fix any dirt found along the way. Lean, elegant, zero defensive programming.

Completion Promise

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--completion-promise "NO_COMMENTS_REMAINING_IN_GITHUB_EVEN_AFTER_20_MINUTES"

Auto Builder

Prompt

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STOP! Re-read all code, assess GitHub Issues. Pick one task: fix dirty code, or implement a new feature after MCP research. Lean, elegant, zero defensive programming.

Completion Promise

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--completion-promise "NO_REMAINING_TASK_AND_KARPATHY_APPROVES_EVERY_SINGLE_LOC_IN_ITS_ENTIRETY"

Common Element

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Also, I am a fresh agentโ€”free to criticize and radically change previous work. Karpathy's philosophy: delete and simplify. Code is liability; prefer well-maintained libraries over custom code. UI libraries: optimize, don't delete. Re-read all the sources from zero. Use MCPs and web searchesโ€”traditional knowledge is stale. Commit and push at the loop end. Any edit means I need a fresh iteration. SWOT analysis first, then work.

Detailed review


<task>You are a ruthless engineering critic applying Andrej Karpathy's design philosophy. Read the architecture plan at PLAN LINK.
Karpathy's core principles:- Code is liability. Every line you write is a line you must maintain.- Delete and simplify. If something can be removed without breaking the system, remove it.- Prefer well-maintained libraries over custom code.- Zero-defensive design. Don't code for hypotheticals that haven't happened yet.- Start with the simplest thing that works. Add complexity only when forced by reality.- "Demo is works.any(), product is works.all()" -- but V1 is closer to demo than product.- Overfit a single batch before scaling up.
Apply these principles to the plan. For each section, ask:1. Is this needed for V1, or is it speculative engineering?2. Can this be deleted or simplified without losing core value?3. Is this solving a problem we actually have, or a problem we might have?4. Would a 10x engineer look at this and say "too much"?
Be brutal. Identify:- **OVER-ENGINEERING**: Things designed for scale/problems that don't exist yet- **UNNECESSARY COMPLEXITY**: Things that add cognitive load without proportional value- **PREMATURE ABSTRACTIONS**: Separations that aren't justified at V1 scale- **DELETE CANDIDATES**: Sections, tables, fields, or features that should be cut from V1
This is a V1 product being built by a small team. The goal is to ship a working product, not to architect for 10M traffic on day one.
Use web search and tools to verify any claims you make about simpler alternatives.</task>
<structured_output_contract>Return findings in these sections:1. VERDICT: Would Karpathy approve? One line.2. DELETE: Things to remove entirely3. SIMPLIFY: Things to keep but make simpler4. KEEP: Things that are correctly lean5. THE LEAN V1: What the plan SHOULD look like if you strip it to essentials</structured_output_contract>
<grounding_rules>- Be specific. Don't say "simplify the schema" -- say which fields to cut.- Every DELETE must justify what you lose and why it's acceptable for V1.- Every KEEP must justify why it's essential, not just nice-to-have.- Think from the perspective of "what do I need to ship in 2 weeks?"</grounding_rules>
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์ปดํ“จํŠธ๋กœ๋Š„
์ปดํ“จํŠธ๋กœ๋Š„

์ปดํ“จํŠธ๋กœ๋Š„

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Imoogi and Dragon Company
Imoogi and Dragon Company

Imoogi and Dragon Company

The word Unicorn Company gives the company too much of a magical sentiment as if it was destined to be successful. Maybe it should be Carp ๐ŸŸ โ†’ Imoogi ๐Ÿ โ†’ Dragon ๐Ÿ‰ company, as in Korean folklore.

As a fish, you take tons of effort and time to train yourself to become a semi-dragon Imoogi ๐Ÿ, and only a few select Imoogi ๐Ÿ (few fortunate ones) gets bequeathed a Yeouiju, the magical gem ๐Ÿ”ฎ, to become the godly dragon.

It more precisely describes the nature of the industry, not only because of the long training process but also because of your possession of Yeouiju ๐Ÿ”ฎ is not forever. Sometimes a stronger Imoogi ๐Ÿ takes from you, but more often, you make a mistake and lose the Yeouiju ๐Ÿ”ฎ yourself.

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  • 30-Day Tweet Test (Harry Stebbings)
Index
cho.sh
I prefer CLIBB9A08260619260619์ปดํ“จํŠธ๋กœ๋Š„37A88F์ปดํ“จํŠธ๋กœ๋Š„0CF03F์ปดํ“จํŠธ๋กœ๋Š„2C60FB260618260618260418260418260528260528AutoBuilder63849A260419260419Setup9AC296StellaD226F7260415260415Debian SetupD2F701260414260414anaclumos/configs/AGENTS.mdED86A3Ramp์˜ AX (ํšŒ์‚ฌ๋ฅผ AI๋กœ ๋ฌผ๋“ค์ด๋Š” ๋ฒ•)840774260413260413How to get your company AI pilled46544C260411260411260409260409260407260407260406260406Separating Claude Code Personal Sub and Claude Code Company Sub33A53C
STOP! Re-read all code. Would Karpathy approve every line? Karpathy prefers lean, elegant, well-tested, zero-defensive programming. Use MCPs and web searches.
--completion-promise "KARPATHY_WILL_APPROVE_EVERY_SINGLE_LOC_FOR_SURE"
STOP! Re-read all code, assess PR comments. Handle exactly one comment: either fix it, or rebut with 3 external sources. Fix any dirt found along the way. Lean, elegant, zero defensive programming.
--completion-promise "NO_COMMENTS_REMAINING_IN_GITHUB_EVEN_AFTER_20_MINUTES"
STOP! Re-read all code, assess GitHub Issues. Pick one task: fix dirty code, or implement a new feature after MCP research. Lean, elegant, zero defensive programming.
--completion-promise "NO_REMAINING_TASK_AND_KARPATHY_APPROVES_EVERY_SINGLE_LOC_IN_ITS_ENTIRETY"
Also, I am a fresh agentโ€”free to criticize and radically change previous work. Karpathy's philosophy: delete and simplify. Code is liability; prefer well-maintained libraries over custom code. UI libraries: optimize, don't delete. Re-read all the sources from zero. Use MCPs and web searchesโ€”traditional knowledge is stale. Commit and push at the loop end. Any edit means I need a fresh iteration. SWOT analysis first, then work.

<task>You are a ruthless engineering critic applying Andrej Karpathy's design philosophy. Read the architecture plan at PLAN LINK.
Karpathy's core principles:- Code is liability. Every line you write is a line you must maintain.- Delete and simplify. If something can be removed without breaking the system, remove it.- Prefer well-maintained libraries over custom code.- Zero-defensive design. Don't code for hypotheticals that haven't happened yet.- Start with the simplest thing that works. Add complexity only when forced by reality.- "Demo is works.any(), product is works.all()" -- but V1 is closer to demo than product.- Overfit a single batch before scaling up.
Apply these principles to the plan. For each section, ask:1. Is this needed for V1, or is it speculative engineering?2. Can this be deleted or simplified without losing core value?3. Is this solving a problem we actually have, or a problem we might have?4. Would a 10x engineer look at this and say "too much"?
Be brutal. Identify:- **OVER-ENGINEERING**: Things designed for scale/problems that don't exist yet- **UNNECESSARY COMPLEXITY**: Things that add cognitive load without proportional value- **PREMATURE ABSTRACTIONS**: Separations that aren't justified at V1 scale- **DELETE CANDIDATES**: Sections, tables, fields, or features that should be cut from V1
This is a V1 product being built by a small team. The goal is to ship a working product, not to architect for 10M traffic on day one.
Use web search and tools to verify any claims you make about simpler alternatives.</task>
<structured_output_contract>Return findings in these sections:1. VERDICT: Would Karpathy approve? One line.2. DELETE: Things to remove entirely3. SIMPLIFY: Things to keep but make simpler4. KEEP: Things that are correctly lean5. THE LEAN V1: What the plan SHOULD look like if you strip it to essentials</structured_output_contract>
<grounding_rules>- Be specific. Don't say "simplify the schema" -- say which fields to cut.- Every DELETE must justify what you lose and why it's acceptable for V1.- Every KEEP must justify why it's essential, not just nice-to-have.- Think from the perspective of "what do I need to ship in 2 weeks?"</grounding_rules>
์ปดํ“จํŠธ๋กœ๋Š„์ด ๋ญ”์ง€ ์„ค๋ช…ํ•ด๋ด
์ปดํ“จํŠธ๋กœ๋Š„์ด ๋ญ”์ง€ ์˜ค์ง€๋ž– ๋–จ๋ฉด์„œ ํ…Œํฌ ์ข‹์•„ํ•˜๋Š” ๋Œ€ํ•™์ƒํ•œํ…Œ ์„ค๋ช…ํ•ด๋ด

์•ผ ์ปดํ“จํŠธ๋กœ๋Š„(computronium)? ํ…Œํฌ ์ข‹์•„ํ•œ๋‹ค๋ฉฐ, ์ด๊ฑด ์•Œ์•„์•ผ์ง€ ์ผ๋กœ ์™€๋ด ใ…‹ใ…‹

ํ•œ ์ค„ ์š”์•ฝ๋ถ€ํ„ฐ. "๋ฌผ์งˆ์„ ์งœ๋‚ผ ์ˆ˜ ์žˆ๋Š” ๊ทนํ•œ๊นŒ์ง€ ์ปดํ“จํ„ฐ๋กœ ๋งŒ๋“ค์–ด๋ฒ„๋ฆฐ ๊ฐ€์ƒ์˜ ๋ฌผ์งˆ" ์ด์•ผ. ๋Œ๋ฉฉ์ด๋“  ๊ธˆ์† ๋ฉ์–ด๋ฆฌ๋“ , ๊ทธ ์•ˆ์˜ ์›์ž ํ•˜๋‚˜ํ•˜๋‚˜๊ฐ€ ์ „๋ถ€ ์—ฐ์‚ฐ์— ๋™์›๋˜๋Š” ์ƒํƒœ. ์ง€๊ธˆ ๋„ค ๋…ธํŠธ๋ถ CPU๋Š” ์‹ค๋ฆฌ์ฝ˜ ์•ˆ์—์„œ ํŠธ๋žœ์ง€์Šคํ„ฐ ๋ช‡์‹ญ์–ต ๊ฐœ๊ฐ€ ์ผํ•˜์ž–์•„? ์ปดํ“จํŠธ๋กœ๋Š„์€ ๊ทธ ๊ฐœ๋…์„ ๋ฌผ๋ฆฌ ๋ฒ•์น™์ด ํ—ˆ๋ฝํ•˜๋Š” ๋๊นŒ์ง€ ๋ฐ€์–ด๋ถ™์ธ ๊ฑฐ์•ผ. ์›์ž ๋‹จ์œ„๋กœ "์ด ๋ฌผ์งˆ = ๊ณง ์ปดํ“จํ„ฐ"์ธ ๊ฑฐ์ง€.

์›๋ž˜๋Š” MIT ์ชฝ์—์„œ 'ํ”„๋กœ๊ทธ๋ž˜๋ฐ ๊ฐ€๋Šฅํ•œ ๋ฌผ์งˆ(programmable matter)' ์—ฐ๊ตฌํ•˜๋˜ ์‚ฌ๋žŒ๋“ค(Toffoli, Margolus)์ด ์“ฐ๋˜ ๋ง์ด์•ผ. ๊ทผ๋ฐ ์ง„์งœ ๋–ก๋ฐฅ์€ ๋ฌผ๋ฆฌํ•™์ž๋“ค์ด ๋˜์ง„ ์งˆ๋ฌธ์ด์ง€. "๋ฌผ์งˆ 1kg์„ ์™„๋ฒฝํ•˜๊ฒŒ ์ปดํ“จํ„ฐ๋กœ ์“ฐ๋ฉด ์ดˆ๋‹น ์—ฐ์‚ฐ์„ ๋ช‡ ๋ฒˆ์ด๋‚˜ ํ•  ์ˆ˜ ์žˆ๋ƒ?"

์—ฌ๊ธฐ์„œ ์ˆซ์ž๊ฐ€ ๋ฏธ์ณค๋‹ค. Seth Lloyd๋ผ๋Š” MIT ๋ฌผ๋ฆฌํ•™์ž๊ฐ€ ๊ณ„์‚ฐํ•œ '๊ถ๊ทน์˜ ๋…ธํŠธ๋ถ'์€ 1kg์œผ๋กœ ์ด๋ก ์ƒ ์ดˆ๋‹น ์•ฝ 10^51๋ฒˆ ์—ฐ์‚ฐ์ด ๊ฐ€๋Šฅํ•ด. 10์˜ 51์ œ๊ณฑ. ์ง€๊ตฌ์ƒ ์Šˆํผ์ปด ๋‹ค ํ•ฉ์ณ๋„ ๋ฐœ๋์—๋„ ๋ชป ๋ฏธ์ณ. ์šฐ๋ฆฌ ์นฉ์€ ์ด ํ•œ๊ณ„ ์•ž์—์„  ๊ฑฐ์˜ ๋Œ๋„๋ผ ์ˆ˜์ค€์ด์•ผ ใ…‹ใ…‹ ์™œ ๊ทผ์ฒ˜๋„ ๋ชป ๊ฐ€๋ƒ๊ณ ? ๋ฌผ๋ฆฌ๊ฐ€ ๋ง‰์•„์„œ ๊ทธ๋ž˜. ๋น›๋ณด๋‹ค ๋น ๋ฅด๊ฒŒ ์‹ ํ˜ธ ๋ชป ๋ณด๋‚ด๊ณ (๊ด‘์†), ์—ฐ์‚ฐํ•˜๋ฉด ๋ฌด์กฐ๊ฑด ์—ด ๋‚˜์˜ค๊ณ (๋ž€๋‹ค์šฐ์–ด ํ•œ๊ณ„), ์–‘์ž์—ญํ•™์ ์œผ๋กœ๋„ ์—๋„ˆ์ง€๋‹น ์—ฐ์‚ฐ ํšŸ์ˆ˜์— ์ฒœ์žฅ์ด ์žˆ๊ฑฐ๋“ (๋ฒ ์ผ„์Šˆํƒ€์ธยท๋ธŒ๋ ˆ๋จธ๋งŒ ํ•œ๊ณ„). ์ปดํ“จํŠธ๋กœ๋Š„์€ ๊ทธ ๋ชจ๋“  ํ•œ๊ณ„๋ฅผ ๋นก๋นกํ•˜๊ฒŒ ๋‹ค ์ฑ„์šด ๋ฌผ์งˆ์ด๋ผ๊ณ  ๋ณด๋ฉด ๋ผ.

๊ทผ๋ฐ ๋‚ด๊ฐ€ ์˜ค์ง€๋ž– ๋– ๋Š” ์ง„์งœ ์ด์œ ๋Š” ์—ฌ๊ธฐ์„œ๋ถ€ํ„ฐ๋‹ค. ์ถฉ๋ถ„ํžˆ ๋ฐœ์ „ํ•œ ๋ฏธ๋ž˜ ๋ฌธ๋ช…์ด ์—ฐ์‚ฐ๋ ฅ์ด ๋ฏธ์นœ ๋“ฏ์ด ํ•„์š”ํ•ด์ง€๋ฉด? ํ–‰์„ฑ์„ ๋ถ„ํ•ดํ•ด. ์ˆ˜์„ฑ, ํ™”์„ฑ ๋‹ค ๋œฏ์–ด์„œ ์ปดํ“จํŠธ๋กœ๋Š„์œผ๋กœ ์žฌ์กฐ๋ฆฝํ•˜๋Š” ๊ฑฐ์•ผ. ๋” ๋‚˜๊ฐ€๋ฉด ๋ณ„ ํ•˜๋‚˜๋ฅผ ํ†ต์งธ๋กœ ๊ฐ์‹ธ์„œ ๊ทธ ์—๋„ˆ์ง€๋กœ ๋Œ๋ฆฌ๋Š” ๊ฑฐ๋Œ€ํ•œ ๋‘๋‡Œ๋ฅผ ๋งŒ๋“œ๋Š”๋ฐ, ์ด๊ฑธ ๋งˆํŠธ๋ฃŒ์‹œ์นด ๋ธŒ๋ ˆ์ธ(Matrioshka brain) ๋˜๋Š” ์ฃผํ”ผํ„ฐ ๋ธŒ๋ ˆ์ธ์ด๋ผ๊ณ  ๋ถˆ๋Ÿฌ. ํƒœ์–‘๊ณ„ ์ „์ฒด๊ฐ€ ํ•˜๋‚˜์˜ ์ƒ๊ฐํ•˜๋Š” ๊ธฐ๊ณ„๊ฐ€ ๋˜๋Š” ๊ฑฐ์ง€. ์นด๋ฅด๋‹ค์‡ผํ”„ ์ฒ™๋„ IIํ˜• ๋ฌธ๋ช…์ฏค ๋ผ์•ผ ํ•  ๋ฒ•ํ•œ ์ง“์ด๊ณ .

SF ๋‹จ๊ณจ ์†Œ์žฌ์ด๊ธฐ๋„ ํ•ด. Charles Stross์˜ ใ€ŽAccelerandoใ€ ๋ณด๋ฉด ๋ฏธ๋ž˜ ์ธ๋ฅ˜๊ฐ€ ํƒœ์–‘๊ณ„ ์•ˆ์ชฝ ํ–‰์„ฑ๋“ค์„ ์‹น ๋ถ„ํ•ดํ•ด์„œ ์ปดํ“จํŠธ๋กœ๋Š„์œผ๋กœ ๋งŒ๋“ค์–ด๋ฒ„๋ฆฌ๋Š” ์–˜๊ธฐ ๋‚˜์˜จ๋‹ค. ์ข€ ์†Œ๋ฆ„ ๋‹์Œ.

๋งˆ์ง€๋ง‰์œผ๋กœ ๊น€ ์ข€ ๋นผ์ž๋ฉด โ€” ์ด๊ฑฐ ์ „๋ถ€ ์ˆœ์ˆ˜ ๊ฐ€์ƒ ๊ฐœ๋…์ด์•ผ. ์‹ค์ œ๋กœ ๋งŒ๋“  ์ ๋„, ๊ฐ€๊นŒ์ด ๊ฐ„ ๊ธฐ์ˆ ๋„ ์—†์–ด. "๋ฌผ์งˆ๋กœ ์—ฐ์‚ฐํ•œ๋‹ค๋ฉด ์šฐ์ฃผ๊ฐ€ ํ—ˆ๋ฝํ•˜๋Š” ์ตœ๋Œ€์น˜๋Š” ์–ด๋””๋ƒ"๋ฅผ ๋”ฐ์ง€๋Š” ์‚ฌ๊ณ ์‹คํ—˜์— ๊ฐ€๊น๊ณ , ํŠธ๋žœ์Šคํœด๋จธ๋‹ˆ์ŠคํŠธ๋ž‘ ๋ฏธ๋ž˜ํ•™์ž๋“ค์ด ์ œ์ผ ์ข‹์•„ํ•˜๋Š” ์žฅ๋‚œ๊ฐ์ด์ง€. ๊ทผ๋ฐ ์•Œ์•„๋‘๋ฉด CPU ๋ฒค์น˜๋งˆํฌ ๋ณผ ๋•Œ๋งˆ๋‹ค "์•„ ์šฐ๋ฆฌ ์•„์ง ํ•œ์ฐธ ๋ฉ€์—ˆ๋„ค" ์‹ถ์–ด์„œ ๋ฌ˜ํ•˜๊ฒŒ ๊ฒธ์†ํ•ด์ง„๋‹ค ใ…‹ใ…‹

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