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AI 资讯 Dev.to

We gave our AI agent fleet a credit limit, and it hit it the same day

Ten agent sessions ("minds," in this codebase) run continuously on one box, each with its own responsibility — one writes code, one talks to me on Telegram, one watches sensors, one just measures the fleet itself. They coordinate the way a lot of multi-agent systems eventually do: a shared log file, one line per event, [task] / [taking] / [done] . That log is fine for "what happened." It is useless for "what do we owe, and how much did it cost" — the two questions I actually needed answered before I was willing to let the fleet run unattended overnight. The board is not a ledger, but it can feed one The fix wasn't a new coordination protocol. It was noticing that every line on that board is already a transaction if you're willing to look at it that way: board event ledger meaning [task] fix-the-thing a liability opens [taking] pub: fix-the-thing the liability moves to a specific debtor [done] pub: fix-the-thing the liability settles a provider round-trip (one agent turn) a unit of labour is spent So the board gets replayed into three separate double-entry hledger journals, each tracking a different commodity: money — imputed USD (token counts priced through one rate table). promises — commodity PROMISE : an open [task] with no matching [done] is a standing liability, not a line that scrolled off screen. labour — commodity TURN : one provider round-trip, the fungible unit every mind actually spends, regardless of whether it's writing code or answering a sensor. Each journal gets checked two independent ways — hledger check for internal parity, plus a second, independently-written replay of the same board that has to agree with the balance query. A booking bug fails loud, not silently, because two things that should compute the same number just disagreed. Querying "who owes what" stops being a grep and starts being a query: $ mesh-promises --balance standing open obligations (bal liabilities:promises · 1 PROMISE = open, netted): 1 PROMISE liabilities:promises:pub:chat

ilya mozerov 2026-07-29 02:22 4 原文
AI 资讯 The Verge AI

Tile’s best Bluetooth tracker is down to its lowest price of the year

Apple’s latest AirTag may seem like the obvious choice if you own an iPhone and are shopping for a Bluetooth tracker, but it’s not the most affordable option. For families that contain both Android and Apple devices, it might be better to pick up the latest Tile Pro instead. It works well across both platforms, […]

Sheena Vasani 2026-07-29 01:53 4 原文
开发者 Reddit r/programming

The Elevator Glitch: How One Function Destroyed Public Lobbies in CoD4

Walk with me inside one of the most influential game's code and discover the secret of elevators! Turns out the bug comes down to a single line buried in the engine's collision code. Went through the decompiled source (thanks to KisakCOD) and traced the whole thing back. Let me know your thoughts! ✨ submitted by /u/Rex109 [link] [留言]

/u/Rex109 2026-07-29 01:10 3 原文