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Lyren_o

@0xAIlabs • 1,173 subscribers

building cool things with AI. sometimes sharing them.

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It is becoming f*cking dangerous A 23-year-old dev from China just ran 300 Claude Code agents in parallel and hooked them to a verification layer so none of them could bullshit him He opens the live dashboard: - 300 agents writing and checking at the same time - Every output verified against the source in ~100 ms - Three passes over 100 company profiles → zero errors left - Everything dumped straight into an Obsidian vault The trick is the split: one model does the work, a cheaper one decides if the claim is actually true. The loop doesn’t stop until everything checks out An analyst team would bill weeks for this. He got it in one run Same kind of Second Brain + swarm setup that keeps circulating. Bookmark the full breakdown

It is becoming f*cking dangerous A 23-year-old dev from China just ran 300 Claude Code agents in parallel and hooked them to a verification layer so none of them could bullshit him He opens the live dashboard: - 300 agents writing and checking at the same time - Every output verified against the source in ~100 ms - Three passes over 100 company profiles → zero errors left - Everything dumped straight into an Obsidian vault The trick is the split: one model does the work, a cheaper one decides if the claim is actually true. The loop doesn’t stop until everything checks out An analyst team would bill weeks for this. He got it in one run Same kind of Second Brain + swarm setup that keeps circulating. Bookmark the full breakdown

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GPT-6 ASTRA on a live terminal. $240 → $2,860 in four sessions. Working capital after that: $895 Already moved out: $1,965 into a separate reserve What the system is doing on screen: • finding trades • checking contracts • logging settled results • tracking available capital • sending profit to reserve automatically After a green session, 75% of net gain leaves the trading wallet. The agents can see the reserve. They can’t move it back. Then two positions closed red. Working capital: $895 → $731.40 Reserve: still $1,965 The loss hit the active stack. Most of the profit was already locked.

GPT-6 ASTRA on a live terminal. $240 → $2,860 in four sessions. Working capital after that: $895 Already moved out: $1,965 into a separate reserve What the system is doing on screen: • finding trades • checking contracts • logging settled results • tracking available capital • sending profit to reserve automatically After a green session, 75% of net gain leaves the trading wallet. The agents can see the reserve. They can’t move it back. Then two positions closed red. Working capital: $895 → $731.40 Reserve: still $1,965 The loss hit the active stack. Most of the profit was already locked.

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