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GPT-5.4 mini matters for subagents because it changes what feels worth handing off. The parent thread should hold the architecture, plan, and progress narrative. Fast subagents can explore the repo, check hypotheses, and preserve the parent thread’s limited attention.

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Nick

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99,512 просмотров • 3 месяцев назад •via X (Twitter)

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subagents are just recursive agents where you can apply different prompts + models depending on the task. since they’re just a primitive, Cursor cli can actually spawn subagents by calling cursor-agent in headless mode via shell commands. that’s what makes the cli so nice. you can extend it, experiment, and have a lot of fun exploring orchestration patterns. here’s one way to do it w. dynamic model selection: 1. create a subagents.mdc rule 2. drop in: ``` --- alwaysApply: true --- ALWAYS spawn subagents by running `cursor-agent -p [task] --output-format=text --force --model [model]` in the terminal. Each subagent should return a summary of the changes it made. Subagents should be used for ALL tasks You can adopt a fan-out pattern where you spawn subagents to perform parallel isolated tasks, and then fan-in the results. Use the following models: - `--model gpt-5` for reasoning, researching, and planning - `--model sonnet-4` for implementation ``` 3. start cursor cli and try it out you can also adjust the rule to be more explicit when it should use subagents, when not to, which models when etc.
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subagents are just recursive agents where you can apply different prompts + models depending on the task. since they’re just a primitive, Cursor cli can actually spawn subagents by calling cursor-agent in headless mode via shell commands. that’s what makes the cli so nice. you can extend it, experiment, and have a lot of fun exploring orchestration patterns. here’s one way to do it w. dynamic model selection: 1. create a subagents.mdc rule 2. drop in: ``` --- alwaysApply: true --- ALWAYS spawn subagents by running `cursor-agent -p [task] --output-format=text --force --model [model]` in the terminal. Each subagent should return a summary of the changes it made. Subagents should be used for ALL tasks You can adopt a fan-out pattern where you spawn subagents to perform parallel isolated tasks, and then fan-in the results. Use the following models: - `--model gpt-5` for reasoning, researching, and planning - `--model sonnet-4` for implementation ``` 3. start cursor cli and try it out you can also adjust the rule to be more explicit when it should use subagents, when not to, which models when etc.

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You don’t have to use one model (or one provider!) for everything. With Workshop, you can combine frontier and local models in the same workflow. For example: Opus can be the main agent, and delegate specific tasks to Gemma 4 via subagents. Better quality where it matters. Better privacy, speed, and cost where it counts. One workflow, best model for each task.

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If the clowns in red who broke Ekurhuleni are what Malema calls experienced, he can keep it. The EFF's record speaks for itself, a legacy of failure and broken promises. He fears the vigilante, and he should, because I’m coming to kick down the doors they hide behind.

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This Airbus A400M pulled off a near-vertical takeoff, showing just how much power and lift it has. Even for a plane that big, it can get off the ground fast and handle short, rough runways this was just a demo of what it can really do. 📹: bobsurgranny

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OK, I can get behind this. With Magpul and Ruger collaborating on the RXM (very successfully, I might add), Mini-14 mags and furniture should at least be considered. The Mini-14 is an underrated platform and expensive proprietary mags hold it back. Cheap mags and Magpul furniture *could* create positive network effect demand for both. The Mini-14 price is still a tough sell at $1,300-$1,400 MSRP. If they could course correct on that at the same time, I'm just saying there are possibilities here.

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Love for humanity is the core of love for life. It arises from the recognition of life’s value and beauty, from faith in humanity’s ability for greatness, and from the awareness that you are its child — and that it is dear and close to you. : The author places love for humanity at the heart of love for life itself. It springs from a clear recognition of life’s immense value and beauty, from an unwavering faith in humanity’s capacity for greatness, and from the intimate awareness that each person is humanity’s own child, bound to it by blood, spirit, and destiny. This love is not distant admiration. It is the quiet, fierce tenderness a child feels for the parent who gave it existence. Humanity is dear and close because it is the living source from which we draw breath, meaning, and possibility. To love life is to love the collective that carries it forward. To doubt humanity is to doubt life’s own worth. When we see ourselves as its children, gratitude replaces judgment. Hope replaces despair. Love for humanity becomes the deepest form of self-love, because we are not separate from it. It is the recognition that every stranger carries a piece of the same miracle we carry in ourselves. That recognition turns strangers into kin, and the world into home.

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Self propelled Clown Prince Reza Pahlavi on Fox News “When will the Calvary arrive, because we can only hold the Alamo for that much amount of time” Little does he know the US and Israel most definitely have another leader in mind in their post Iran war victory plan. What a naive prince

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🏜️ I set out to explore one of the most mysterious and luxurious off-grid properties in Joshua Tree… @LostMoonRanch. With a hidden airplane hangar, secret cave, and panoramic desert views, this place feels like something out of a movie. In this video, I’ll take you inside the ranch, share the story behind it, and show you what it’s like to throw a party in the middle of the desert. From the architecture to the isolation, every corner of this property tells a story of creativity, freedom, and desert magic. If you love off-grid living, unique properties, desert exploration, or Joshua Tree adventures, this one’s for you! LIVE ON MY CHANNEL 🎥 Fieldtrip #youtube #outdoorshower #joshuatree

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Codex update 0.105.0 is out! Despite the fairly pedestrian changelog, this one's a doosie. It's a laundry list of quality of life improvements across the board. - Wispr Voice dictation (hold space to talk) - Theme picker - Codex can prevent sleep on Linux & Windows (I just know there's a joke in there) - Customize Plan Mode reasoning - Many other fixes/updates There's also a complete overhaul to subagents: - New names for readability - Visual display overhaul (way cleaner) - Allow for multi-layered subagent depth (max_depth) - Custom multi-agent role definitions (custom subagents) - /agents now shows both agent names, agent roles, and "dead agents" for auditibility This is the largest single update of Codex I've ever seen! Absolutely massive if you love to use multi-agents. To turn on Voice Transcription, enable: [features] voice_transcription = true Does not work on Linux yet. Well done OpenAI Developers 👏

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Let’s make it clear. Here’s the difference between the auto switch lens on and off. Auto switch lens in demo units at store is on by default You should check your device with both options on and off. If it’s smooth with auto switch lens on, then it’s not a hardware issue and it can be solved by updating the Camera Assistant app or future software updates , But if you still have the issue, you should ask for a replacement #GalaxyS24Ultra #GalaxyS24

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I was arrested and released on bail pending investigation for defending my family. A man was taking pictures of my daughter and trying to enter my restaurant. Any parent would react. Things escalated and blows were exchanged, yet I’m the one facing charges based on the culprit’s complaint. What message does this send? That protecting your own family makes you the criminal? I respect the law, but the system must also respect a father’s right to act when his family feels threatened. Metropolitan Police, I hope the full truth comes out. Because this isn’t justice.

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Yesterday at Brown University ICERM's workshop on “Agentic Scientific Computing and Scientific Machine Learning” I spoke about “Adaptive Swarms Across Scales”, making the case for scientific AI as systems that can create representations, stress them, fracture them, and enlarge the category in which future representations live. The category here is a composable and breakable working universe of science: data, hypotheses, simulations, measurements, tools, failures, figures, papers, provenance, and the transformations that connect them. Discovery happens when those transformations become executable, inspectable, composable, and capable of changing the world model they operate within. Atomistic modeling gives one category - states, forces, trajectories, observables, boundary conditions, conservation laws. Neural surrogates learn fast morphisms inside or between such categories. But discovery is higher-order: it changes which objects and morphisms are available in the first place: what variables exist, what operations are allowed, what evidence counts, what scale is active, what invariant is being preserved, and what kind of explanation the system is even capable of forming. This is scientific method as adaptive architecture: compression, stress, fracture, recomposition. Fracture matters here because it makes the logic physical: a non-commuting diagram realized in matter. The imposed load, material hierarchy, defect field, and assumed continuum description no longer map cleanly into the observed outcome. The crack is the obstruction and it identifies where the old morphism failed and where a new representation must be introduced. The physical crack and the categorical obstruction are the same event viewed in different substrates. ScienceClaw × Infinite is a machine for constructing and transforming a category of scientific artifacts. Each artifact is typed. Each operation has lineage. Each failed branch remains in the category as reusable structure. The “paper” is no longer the terminal object of science; it is one projection of a larger compositional trace, and it can be generated at any time for consumption by a human or an AI. With that the unit of scientific labor is changing. For most of the twentieth century the unit was the result (a measurement, a theorem, a synthesized molecule). It is now becoming the algorithm that produces results, and after that, the substrate of discovery itself. The static PDF is the wrong terminal object for this regime, and the role of the scientist with it. We now design algorithms that build algorithms, and eventually substrates in which such algorithms compose themselves. At that point, the scientist is no longer outside the discovery system. The scientist becomes one of the representations the system can transform. In that sense, the systems will eventually do science to us, and that is the structural consequence of the principle they are built on.

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You mine Bitcoin. Soon you can carry the brand too. The first of our merch reveals drops today, and it starts with the GoMining Bottle. Limited, clean, and made for daily use. More drops are coming soon, and the launch date will be revealed shortly. So keep your eyes open, because this is only the start 👀 If you could put one GoMining design on your desk every day, what would it be?
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You mine Bitcoin. Soon you can carry the brand too. The first of our merch reveals drops today, and it starts with the GoMining Bottle. Limited, clean, and made for daily use. More drops are coming soon, and the launch date will be revealed shortly. So keep your eyes open, because this is only the start 👀 If you could put one GoMining design on your desk every day, what would it be?

GoMining

26,801 просмотров • 1 месяц назад