@ai.honeycove: Andrej Karpathy’s three-layer method transforms how we work with Claude AI by creating specs, verifiers, and environments to boost accuracy and efficiency without complex prompting. #claudeai #andrejkarpathy #aimethod #aiproductivity #artificialintelligence
okay i’m saving this list lol. one i’ve been using lately is workbeaver, mostly for repetitive tasks across my computer. you describe the task once and it takes care of the steps
2026-09-23 17:19:03
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haiko | AI & Automation :
For everyone asking if this is just prompts: the specs are prompts, but the verifiers and the environment are the part that actually changes the game. A prompt tells the model what you want once. A verifier checks whether it got there and lets it retry against a real target instead of your vibes. That feedback loop is why this beats one perfect prompt. The workspace is the hard part because that is where the checking lives.
2026-09-21 04:10:10
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user3060091610871 :
so, effectively these layers are the prompts?
2026-09-20 05:34:11
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Mando :
Basically what everybody already try’s to achieve. The hard part is the workspace.
2026-09-20 14:01:48
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daddi :
so literally speckit
2026-09-20 17:45:47
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goodmorning :
How about training Claude to understand humans and generate its own optimal prompts?
If I needed to learn a new language, I would learn JavaScript.
2026-09-20 05:33:59
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Alex Bowers :
Thx for sharing. Follow
2026-09-20 14:43:41
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x-€on :
😳😳😳
2026-09-20 10:20:23
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