Andrej Karpathy Anthropic Head of Technical Staff:
"Multi-task learning has a team problem nobody talks about."
Karpathy's team runs 100 subtasks inside one neural network
In this 15-minute talk, Karpathy breaks down the full multi-task stack:
architecture tradeoffs + loss balancing + data engines + team workflow.
Worth more than any $500 ML bootcamp.
Watch it & then read the full article below
met an anthropic engineer making $1.2M a year.
asked him how he ships alone at the pace of a full team.
he didn't answer. sent me his .claude/. one folder.
SAME MODEL - DIFFERENT RESULT.
everyone's still picking between opus and sonnet like the model is the ceiling. it isn't.
the real lever is what the model wakes up into:
CLAUDE.md → hooks → verifier subagent → skills → mcp → memory → shift notes.
you stop chatting with the model.
you write the folder once. the folder runs the model.
- CLAUDE.md - the contract
- settings.json - the permissions
- hooks/ - the reflexes
- agents/verifier - the shift-notes cop
- skills/ - 33 muscle memories
- .mcp.json - the tools
- MEMORY.md - the shift log
that's the stack.
full breakdown in the article below. bookmark before he realizes i posted it.
Today we’re launching Command Line, a new technical blog about how and why we build.
Our first stories go behind the architecture, design decisions, and research shaping the next wave of developer tools.
Stay tuned for more next week at #MicrosoftBuild https://t.co/JKbHGpz130
Indian and unapologetically rising 🇮🇳🔥
MUST WATCH and share.
At a city council meeting in Frisco, a man chose mockery over maturity
..reducing Indians to tired stereotypes during a discussion on H-1B visas.
But what stands out isn’t his words, it’s the dignity with which Indian-Americans like #SahasKaul and #NehaSuratrani stood up and called it out for what it is—racism, plain and simple.
Indian communities across the world are built on hard work, values, and contribution...not the cheap caricatures some try to push.
Turning a policy debate into a platform for targeting a community only exposes prejudice, not truth.
We rise higher, always.
Retweet if you want the man who picked up 16 wickets at 21 & economy of 7 in 2022 for KKR, as a solid replacement for an experienced new ball bowler.#ipl2026
I was in same coach. This person is lying, he was touching a fellow passenger who is minor girl inappropriately.
Which was noticed by other passengers and they beaten him up. Informed police too. Once police came he started religion card. Me being a Muslim i beat him twice with chappal
So it is not related to Muslim