Anthropic and Andrew Ng built an agent that uses 90% fewer tokens from scratch:
they dropped the entire book of Frankenstein into a prompt - 108,000 tokens asked one question
the input dropped from 108,000 tokens to 11
here's how:
step 1 → put everything that never changes at the top - tools, then system, then docs
step 2 → mark where the static part ends. everything above it gets cached
step 3 → one stray space breaks it - and you pay full price again
step 4 → the cache dies in 5 min - every read resets the clock
step 5 → cached tokens don't count against your rate limits. free headroom
most people never touch this - it pays for itself on day one
watch & bookmark - this 1-hour brilliant course ↓
ANTHROPIC JUST REVEALED THE MEMORY SYSTEM THEY USE INTERNALLY.
Every AI agent has the same problem.
It works for one session.
Then it forgets everything.
Anthropic solved that with a massive knowledge graph of 8,893 connected notes, thousands of links, and one central memory system.
This is how the world's leading AI company keeps knowledge alive across sessions.
The article below shows you exactly how to build the same memory system for your AI agents.
He leads engineering on Gemini at Google.
instead of keeping his Claude setup private, he open-sourced it.
Addy Osmani. That Google: Chrome DevTools lead, "Learning JavaScript Design Patterns" author.
'agent-skills' - his personal loadout. Drop-in for any project.
68,925 stars. MIT.
→ https://t.co/n7NI3Sr7uu
bookmark it. This is how your Claude setup goes pro.
Karpathy just said the people who don't use LLMs are already losing
he spent 4 minutes explaining why smart people are still going to fall behind
not only the people who refuse AI, but also those who think signing up for Claude counts as using it
typing a prompt and reading what comes back isn't the skill, anyone can do that
the real shift is going from asking AI things to building something that runs without you
that's exactly why I wrote an article on Claude features most people don't even know exist
read the article below and you'll already be ahead of 99% of people
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