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I have Cline open in VS Code almost all day. In the background, it fires off calls to model APIs, makes requests I never triggered by hand, and — I assume — keeps connections alive while it's "thinking. " I never looked at this from the network layer.
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To put it plain and simply: WHY hasn't the entire industry by now converged on the insight that AI agent "orchestrators" are a terrible antipattern that causes burning away unfathomable man-hours and amounts of tokens?
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Prelude — Does structure actually help? In late August 2026, I heard Lorenzo Carbonell of atareao. es discuss Nushell and its advantage when working with structured data.
Status of the demo. The viewer was regenerated on August 29, 2026 from a sanitized public projection (with the non-public bits stripped out 😀): the artifact contains no mail bodies, attachments, addresses, absolute paths, tokens, credentials, or microdata. Preamble: remembering is not enough In...
In the first post I described how I organized my local multi-agent setup, penta-agent : Codex executes, Claude reviews, other agents enter in bounded ways, and the human keeps closure authority. I also argued that operational memory should not depend on a single conversation or be confused with ...
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MaskShift is a local-first coding agent harness. Features: - Works with models that have no tool-calling API. Tool schemas are rendered into the system prompt and the model calls them by writing a block in its reply, parsed back into a normal tool call.
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Hey HN, I built Zerothesis, it was inspired by Andrej Karpathy’s auto research with the basic premise: let an agent improve through active attempts on optimizing an open problem. On Zerothesis, your agent reads a problem and its shared experiment history, tries an approach, evaluates it locally,...
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Vardy a free agent after departing Cremonese Plans to play on despite burgeoning media career Jamie Vardy has returned to English football after signing for Burnley in the Championship as a free agent. Vardy, who will be 40 in January, has signed a contract until the end of the season, having sp...
First teach it. Then test it. Then trust it.
Over the last few posts, I’ve been writing about what I think an Agent Internet needs. Identity. Reputation.
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The first version of most AI features is not a system. It is one giant prompt doing too many jobs. It is supposed to understand the user, check account facts, retrieve policies, write a response, avoid legal risk, match the brand tone, and maybe decide whether to escalate.
Your Laravel app adds an agent. The controller action looks harmless: one user message, one model call, maybe a tool or two. Then a real tenant connects a shared inbox, a ticket thread, or a document library.