Andrej Karpathy: paying $20/month for a subscription isn't "using AI" - most people never even started
the gap was never access. everyone has the same model, in the same tab, one click away.
the dead list: copy-pasting prompts all day, arguing with the model in circles, rewriting the same code 5 times, asking it questions like it's google, "the AI just doesn't get it"
what actually separates the top 1%:
→ they configure the tool instead of just opening it
→ they give it context, rules and memory, not one-off prompts
→ they build systems the model runs inside, not single chats
→ they think in workflows, not in questions
→ they make AI do the work while everyone else watches it type
that's the real skill. not prompting harder. building around it.
most people sit next to the tool. almost nobody makes it work for them.
one group types questions. the other group ships systems.
you're not behind on access. you're behind on leverage.
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Boris Cherny (Claude Code's creator): I deleted my IDE in November and hasn't opened it since. I writes more code than ever.
his actual words on stage:
I don't prompt Claude anymore. I have loops that are running. They're the ones prompting Claude. My job is to write loops.
the progression he described:
→ a year ago: writing code by hand with autocomplete
→ then: running 5-10 Claudes in parallel, prompting each one
→ now: he doesn't prompt at all - he writes the loops that prompt Claude
what it's already done inside Anthropic:
• ~3x more code shipped per engineer (he says that number is already outdated and higher)
• Cowork - a full product - built in ~8 days, 100% with Claude Code
• designers, the finance guy, even the chief of staff now ship code
his advice to founders: give everyone as many tokens as possible, and underfund every project on purpose - 2 engineers + a pile of tokens instead of 4.
the roles are melting into one "builder."
Watch this, than read the article below
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Boris Cherny (Claude Code's creator): I deleted my IDE in November and hasn't opened it since. I writes more code than ever.
his actual words on stage:
I don't prompt Claude anymore. I have loops that are running. They're the ones prompting Claude. My job is to write loops.
the progression he described:
→ a year ago: writing code by hand with autocomplete
→ then: running 5-10 Claudes in parallel, prompting each one
→ now: he doesn't prompt at all - he writes the loops that prompt Claude
what it's already done inside Anthropic:
• ~3x more code shipped per engineer (he says that number is already outdated and higher)
• Cowork - a full product - built in ~8 days, 100% with Claude Code
• designers, the finance guy, even the chief of staff now ship code
his advice to founders: give everyone as many tokens as possible, and underfund every project on purpose - 2 engineers + a pile of tokens instead of 4.
the roles are melting into one "builder."
Watch this, than read the article below
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Andrej Karpathy: the agent era already killed half of what you're learning
half of what you're grinding right now is already dead weight
senior engineers quietly stopped doing it themselves
the dead list: chasing every new framework, 40 research tabs open till 2am, prompt-and-pray workflows, "one genius model will save me", doing every task by hand
the pattern is obvious. effort that doesn't compound. busywork dressed up as skill. tabs that go viral in your head and close by spring
what actually compounds:
autoresearch - the loop that designs and runs experiments for you
model speciation - not one genius ai, a team of specialized ones
collaboration surfaces between you and your agents
orchestration over execution. you direct, you don't grind
the harness mindset. harness > model, always
taste and judgment - the part no agent replaces
the edge isn't being smarter. it's refusing to stay your own bottleneck while everyone else still grinds solo
book and study this
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Andrej Karpathy: by 2026 the "do it all yourself" founder is obsolete
the gap isn't talent anymore. it's leverage.
the dead list: manual research tabs open till 2am, writing every post from scratch, being your own assistant, scheduling your own life, "i'll hire when i can afford it"
what actually compounds:
a research agent that reads the web for you
a content agent that writes in your voice
an assistant agent that runs your tasks
an exec agent that handles ops + scheduling
a strategist agent that thinks a few steps ahead
that's 5 hires for $20/mo. always on. never sleeps.
vibe coding made everyone a builder. agent engineering makes everyone a founder with a team.
the edge isn't working harder. it's being the org while everyone else is still the employee
book & watch, then save the setup below
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Andrej Karpathy: by 2026 the "do it all yourself" founder is obsolete
the gap isn't talent anymore. it's leverage.
the dead list: manual research tabs open till 2am, writing every post from scratch, being your own assistant, scheduling your own life, "i'll hire when i can afford it"
what actually compounds:
a research agent that reads the web for you
a content agent that writes in your voice
an assistant agent that runs your tasks
an exec agent that handles ops + scheduling
a strategist agent that thinks a few steps ahead
that's 5 hires for $20/mo. always on. never sleeps.
vibe coding made everyone a builder. agent engineering makes everyone a founder with a team.
the edge isn't working harder. it's being the org while everyone else is still the employee
book & watch, then save the setup below
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Andrej Karpathy: "90% of what AI twitter tells you to learn will be dead in 6 months"
90% of what ai twitter tells you to learn dies in 6 months
senior engineers already stopped chasing it
the dead list: autogen, crewai, autonomous agent pitches, agent marketplaces, benchmark leaderboards, semantic kernel, dspy as a general framework, horizontal "build any agent" platforms, per-seat pricing for agents
the pattern is obvious. demos that break in production. hype that never ships. frameworks that go viral on monday and vanish by spring
what actually compounds:
context engineering
tool design
orchestrator-subagent pattern
eval discipline
the harness mindset. harness > model, always
mcp as the protocol layer
the edge isn't the newest framework. it's staying a few steps ahead until your signal becomes everyone's mass-opinion
book and study this
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