Taste Profile

Saved 2 Aug 2026@Marc Cleroux27sopen on Instagram
Keyframe 1Keyframe 2Keyframe 3Keyframe 4Keyframe 5Keyframe 6Keyframe 7Keyframe 8Keyframe 9
Summary
Explains Andrej Karpathy's 65-line CLAUDE.md file and its 4 rules that reportedly boosted Claude coding accuracy from 65% to 94%.
Caption
Andre Karpathy's 65-line file took Claude coding accuracy from 65% to 94%. Comment "guide" for the file. #ai #claude #coding #openai #github
On screen
1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. THE GOAT WITH ANOTHER ONE → thin... state... n unsure. never gue... → s... writ... es the problem. no a... → s... dor... request. ever... ack to what was aske... → goa... verifiable success turn v... crit... This guy doesn't miss! 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules inside: → think before coding state your assumptions. ask when unsure. never guess. → sim... write t... ode that solves the problem. no abs... ody asked for. → sur... don't to... nrelate... equest. every c... e must tr... k to what was ask... ... ble success his claude.md file that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules inside: → think before coding state your assumptions. a... unsure. never guess. → simpl... write t... code that... s the problem. no ab... ody asked... → su... don't... nrelated to the request. every c... e must trace back to what was asked... ... ble success accuracy from 65% to 94% that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules insid... → think befor... state your assum... unsure. never guess. → simp... write t... ode that... s the problem. no abs... ody asked... → sur... don't t... nrelated to the request. every c... e must trace back to what was asked... ... ble success and it's only 65 lines that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules inside: → think before coding state your assumptions. ask when unsure. never guess. → simplicity first write the minimum code that... lem. no abstractions nobody aske... → surgical changes don't touch code unrelated to... every changed line must trace... t was asked. → goal-driven execut... turn vague instruction... criteri... No wonder it's trending before writing a singl... that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules inside: → think before coding state your assumptions. ask when unsure. never guess. → simplicity first write the minimum code tha... lem. no abstractions nobody ask... → surgical changes don't touch code unrelated t... every changed line must trac... at was asked. → goal-driven execut... turn vague instruction... criteri... everything to get him to before writing a sing... that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules inside: → think before coding state your assumptions. ask when unsure. never guess. → simplicity first write the minimum code t... roblem. no abstractions nobody as... → surgical changes don't touch code unrelated t... every changed line must trac... at was asked. → goal-driven execut... turn vague instruction... criteria any type of coding, but before writing a singl... that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules insid... → think befor... state your assu... when unsure. never guess. → simplicity first write the minimu... solves the problem. no abst... → surgic... don't tou... every ch... t was asked. → goal-driven execution turn vague instructions into verifiable success criteria pinned comment or before writing a single line. that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does. 1.9K posts Posts Replies Highlights Videos Photos Articles self.dll @seelffff · 1d karpathy's CLAUDE.md hit #1 on github trending. 220,000 stars. most devs still haven't read it. it's 65 lines. it took AI coding accuracy from 65% to 94%. the 4 rules inside: → think befor... state your ass... when unsure. never guess. → simplicity fi... write the minim... at solves the problem. no abstractions... ked for. → surg... don't to... every c... at was asked. → goal-driven execution turn vague instructions into verifiable success criteria follow for more videos before writing a single line. that's it. 65 lines. 4 rules. 94% accuracy. save this before everyone else does.
Spoken
This guy doesn't miss, Andre Carpathi, the co-founder of OpenAI, released his cloud.md file because it took his cloud coding accuracy from 65% to 94% and it's only 65 lines long. No wonder it's trending number one on GitHub and the entropic did literally everything to get him to join the team. This is really good if you do any type of coding, but if you want it, just check the pin comment or comment guide and I'll send it to you, but make sure to follow for more videos like this.
Provenance
urlscraped.media
placesderived.classifier
topicsderived.classifier
captionscraped.caption
summaryderived.classifier
productsderived.classifier
user_noteuser.note
transcriptderived.audio_transcript
on_screen_textderived.keyframe_ocr

This row depends on automated collection from instagram.com — an explicit product decision, recorded per field so it stays reversible.

Cost
Not recorded. Ingested before cost tracking, or every stage was cached.