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The underrated Codex pattern: stop asking one thread to hold the whole universe. OpenAI's jason talks about thread managers, threads that talk to other threads, Slack context, hourly loops, and feedback IDs. The win is not just parallelism. It is better-scoped context. Join us in the Token Billionaires Lounge,...

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Sarah Chieng

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21,171 просмотров • 10 дней назад •via X (Twitter)

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🧵 Slack sync Sync Slack threads to Linear issues so that the conversation in Slack is mirrored in a comment thread in Linear. Replies, screenshots, and files immediately sync and Linear posts updates to the thread when the issue is completed, canceled, or re-opened.

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The Bible in its context is not a Christian book. The Bible in its nature is a catholic book which was edited and given to us in the context of what it is. - Joshua Maponga
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most agent memory is one file that grows forever and gets re-read every single turn. it overflows the context, overwrites old facts, loses the thread. that's why your agent feels sharp on day one and lost by week three. Sibyl Memory replaces the pile with a structure: → leaner context, lower token cost. a bloated agent file and flat memory get re-read in full every message. Sibyl Memory keeps a light hot layer and retrieves the rest on demand, so each turn carries only the tokens that matter. → relations are first-class. people link to projects, projects to deals, deals to the decisions behind them. ask about one partner and the agent surfaces the whole connected web around them. that relational context is what lets it help run a company. → one source of truth per fact, person, and project. no duplicates, no silent overwrites. works with hermes, claude code, and codex. beta open.

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token efficiency isn’t just about speed, it’s also about accuracy. less noise in context == fewer hallucinations == better results. at we’ve been using call graphs + static analysis to give LLMs the best possible code context. big win not just for codegen, but for generating docs that stay true to the code itself.

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Prime Intellect engineer: "everyone's bragging about a million-token context. here's what they don't tell you. at 256k tokens GPT-5.5 scores 80% on retrieval. push it to a million and it drops to 36%. the model accepts the context, it just can't reason across it. people call it context rot." in a 20-minute talk he explains why bigger context windows won't save your agents. continual learning + training on your own traces + real environments - that's the fix. Watch the talk, then save!
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Prime Intellect engineer: "everyone's bragging about a million-token context. here's what they don't tell you. at 256k tokens GPT-5.5 scores 80% on retrieval. push it to a million and it drops to 36%. the model accepts the context, it just can't reason across it. people call it context rot." in a 20-minute talk he explains why bigger context windows won't save your agents. continual learning + training on your own traces + real environments - that's the fix. Watch the talk, then save!

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If you miss the context… The true greater context… That they are controlling us with a psychological weapon, then you begin to realize it’s not just about elections. It’s world domination and I’m not joking. Our election is just a drop in the bucket. But DOGE was basically the opportunity to steal a lot of data from us.
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If you miss the context… The true greater context… That they are controlling us with a psychological weapon, then you begin to realize it’s not just about elections. It’s world domination and I’m not joking. Our election is just a drop in the bucket. But DOGE was basically the opportunity to steal a lot of data from us.

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“Sometimes there is no hand to take ours, or to hold it, the heart beats on, apparently alone. But hope is never lost to us completely, it can hang by the finest and most delicate of threads. Surviving somehow, just as we do…” #CallTheMidwife continues next Sunday on BBC One

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I went on Pod Save America to talk about our one fight: is this the billionaires' world and we're just living in it, or is Texas a state that is by and for the people? I know which side I'm on.

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Billionaires and the Israeli lobby just bought another US election and defeated Thomas Massie, the one Republican in Congress who took on the Epstein Class and Israel. Billionaires buying elections is not democracy. It is oligarchy. Rise up, America. A better world is possible.
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Billionaires and the Israeli lobby just bought another US election and defeated Thomas Massie, the one Republican in Congress who took on the Epstein Class and Israel. Billionaires buying elections is not democracy. It is oligarchy. Rise up, America. A better world is possible.

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I gave a talk about why I'm skeptical of the argument for doom from alien AI motivations in "If Anyone Builds It, Everyone Dies." Video below and on YouTube, link to transcript and slides in thread. The talk is based on my recent essay on the topic, also linked in thread.

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