YOUR CLAUDE AND CHATGPT AREN'T GETTING DUMBER BY MESSAGE 20. YOUR CONTEXT WINDOW IS.
—
skaly's Context Engineering piece nails what Karpathy and Shopify's Tobi Lutke already flagged
prompt engineering = what you say
context engineering = what the model sees (system prompt · docs · history · tools · memory)
Karpathy: LLM = CPU · context window = RAM · you = the OS
—
Chroma tested 18 frontier models (GPT-4.1 · Claude · Gemini · Qwen)
every one gets worse as input grows
Context Rot: Lost in the Middle · Attention Dilution · RoPE Decay
Claude's 200K / ChatGPT's big window = advertised, not the effective one
—
Cursor · Claude Code · Perplexity run similar models
the winners assemble context better
Anthropic even cut ~80% of a system prompt with zero benchmark loss
—
3 rules that stuck:
retrieve less (3–5 chunks > 20 "just in case")
put signal at the edges
new task = new chat (compact the garbage)
article below
🚨 NO CLIENTS? 6 MONTHS BUILDING, STILL $0 REVENUE.
THE PROBLEM WAS NEVER THE PRODUCT — IT WAS SALES.
DROP YOUR LINK: THIS AI FINDS YOUR BUYERS, WRITES THE EMAILS, BOOKS THE CALLS.
$30 FREE CREDITS, ONLY 9 LEFT — GONE TONIGHT 👇
https://t.co/COy9Kz3fqE
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
Allah
♥️ I LOVE ALLAH♥️