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Atharva Ingle
@AtharvaIngle7
AI @jarvislabsai , @kaggle Competition Expert
329 Following    2.3K Followers
been using @t3dotcodes for a month now and i genuinely don't understand how people are still using terminals or any other app for agentic development. I say this as someone who loved working in the terminal for years, but with how we work with agents today, terminals just don't feel like the best interface anymore. T3 Code is miles ahead of anything else i've tried (even the Codex app, which i haven't opened in a month fyi). The new Orchestrator V2 is so good, and the sidebar makes managing multiple agents feel so much better. it's also super snappy, has great performance, mobile/iPad integration, and so many power-user features. once you set it up with a remote dev machine, the whole experience is just on another level. I genuinely can't imagine going back to anything else right now. and i'm so glad that the best option out there is open source too. huge kudos to @theo and @jullerino for taking this project in such a great direction. i've already gotten everyone on my team T3 Code-pilled lol.
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I've been using DeepSeek V4.1 Flash 1017, and it's so good, much better than GLM 5.3 / GLM 5.3 Flash. Feels more reliable and is so fast that it really helps me stay focused during in-the-loop work. It's already live on our Token Factory at @jarvislabsai, and we're actively working on making it even faster (currently at 180–200 tok/s). PS: The following video is not sped up 👀
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this is the best release of the month, we are so back
Today we announce 1Password for Agents platform, building with companies @Muse, SpaceX Super Intelligence Grok @Bot, @AnthropicAI’s @Claudeai, @OpenAI, @TownAI, @Browserbase, @Browser_use, @heydana_ai, Instinct, @usekernel, @Perplexity_ai, @tryramp, @Tomo, and @wajo_ai, with more integrations on the way. 🎉 We've heard from so many of our customers who want to use these new personal AI agents to help them get more done, but want more control over what the agent can access with the same trust and ease of use they get when using 1Password directly. 1Password for Agents gives your agents access without giving up your passwords. When an agent reaches a sign-in form, it requests a credential from your vault. If you approve the request, 1Password directly auto-fills the credential in the destination site so the agent can’t see or take possession of the credentials. The agent gets the task done, but it doesn’t get your passwords.. You stay in control. 1Password for Agents free and optional for personal and family accounts. Unless you opt-in to an agent connector, agents cannot touch your vault. ➡️Learn more:
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Good models deserve great infrastructure. Developers shouldn’t have to worry about it. Introducing Token Factory by @jarvislabsai Open models, one API, pay per token. Also lookout in near future we are cooking something that you guys will like 👀
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In 1750, India made a quarter of the world's goods. In 2026, we're one of the world's biggest consumers of AI tokens. Time to make them again. 🎧
Going through DeepSeek's new DeepInfer repo. They say each GPU earns them $38/hour serving tokens, at off-peak prices. Thats crazy.
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this model is really capable for its size, try it out!
NVIDIA AI Nemotron 3.5 Super VL is live on Jarvislabs. If you are working with a lot of invoices, need video understanding or document AI, this is a really good choice for most enterprise use cases. Works with your existing OpenAI SDK.
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Fair point on usability. That's what we've been obsessing over at Jarvislabs. Containers launch in under 2s, VMs in under 90s. InfiniBand clusters, serverless endpoints and token factories too, all built in India. We're seeing a big jump in Indian customers on GPUs. Honestly, our biggest problem right now is compute supply, and we're actively adding more. Try our CLI with Claude Code, Codex or OpenCode. Stuck anywhere? Email engineering@jarvislabs.ai, real engineers reply.
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It sounds insane, because we're used to a particular way of doing research: of giving and receiving credit, of counting beans, of hiring, recruiting, and promoting. And the machine god came to crush that game. The old game is dead. That reasonably causes incredible amounts of dread for many folks, who understand this as the death of research. But it's not about Research, but the way we played the game. The old game was built around scarcity, scarce compute, scarce students, scarce hours, scarce people who knew the right technique and method etc. Most of a research career went into managing and playing along these constraints. Those walls just came crushing down. One person with a good question can now do what used to take a lab and five years. You do not need permission, you do not need a big grant, you do not need a professor or researcher title, or a team of twenty experts , or one thousand gpus to stare straight into the first light of the universe. How absolutely incredible
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Le Chaton Fat is real Looking forward for open weight release 🫡
Meet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance and it surpasses closed frontier models on visual grounding. • Forged in Europe end-to-end and is deployable from Europe via our own Mistral Cloud infrastructure. • Available to all via API today. Working with cybersecurity partners privately. Open weights release end of October.
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been following Nathan since his robotics days. really excited to see what he builds with Trillium Labs. congrats, and best of luck for the next chapter!
Today we're unveiling Trillium Labs @trillium_labs, a new non-profit to foster the open science of frontier AI. We're building open post-training recipes and will expand into open infra to study RSI, reward-hacking, multi-agent systems, and whatever comes next. We're built around the theory of change that you need more eyes to solve hard technical problems. We have faith in the scientific methods and communities that humanity has built, and worry that AI is becoming too closed to utilize them. Trilliums are wildflowers that bloom briefly in the spring, before the forest canopies fill out. Though they are small, they lay the foundation for the cycles of growth and nourishment through the rest of the year. At Trillium Labs, the recipes will be the slow nutrients for the seasons and the model releases will be the blooms. Building an institution dedicated to this is needed because, much as nature’s trilliums are slow to expand and grow, the open-ecosystem needs time and dedicated resources to catch up. I co-founded with with a long-time friend and collaborator Tom Zick (@thesezickbeats). We're hiring (full time + student collabs/interns), we're fundraising, and we're looking for compute. Please get in touch if you're interested in helping out. Offices based in the Bay Area and Cambridge MA, remote okay. I’m in the Bay Area until for The Curve and COLM to connect with people who are interested. We’re thankful to have initial support from Halcyon Futures and Schmidt Sciences with more funding en route to enable our ambitions of scaling. Our advisors @Thom_Wolf, @HannaHajishirzi, @gneubig and @ctnzr have been instrumental to building the ecosystem that exists today, and I’m stoked to get to keep working with them.
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hard agree and so relatable.
Doing infra when you have spent the last years doing research is… an humbling experience
haha we've got more models to ship before GTA 6 too. we've been working hard on making inference faster, cheaper and nicer to use. pretty cool to see people trying it out. give it a spin and let us know your feedback
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Jarvis Labs have hosted models now including the latest ones. guess we got soverign inference provider before GTA 6.
came back to claude models after months just to try them out, and now i remember why i left. they’re so preachy and annoying, and somehow manage to confuse both themselves and me. idk man, people are saying fable 5.1 is an improvement, but i feel like it still has a ton of claudisms baked into it. and yeah, i’m scared to even touch opus 5. i hate these models with a burning passion.
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if anyone doubted anthoripic’s commitment to pacing the frontier all they have to do is try opus 5
Meanwhile GLM 5.3 hosted on @jarvislabsai models No arguments. Just did the thing I asked it to do.
the security guard was literally put in place by me. I am explicitly telling astra to bypass it and it still argues with me. GLM 5.3 would have happily done it for me.
the security guard was literally put in place by me. I am explicitly telling astra to bypass it and it still argues with me. GLM 5.3 would have happily done it for me.
astra is getting so annoying lately for me. It does a lot of "tool-calls" using python code and it is just a pile of highly compressed python code which is not readable. complete lack of transparency what the agent is doing.
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We are adding more models to the capacity, let us know what models you want to see on the platform.
When you want to try a large model like GLM 5.3 without hosting it yourself, there was rarely an Indian platform offering it. No more, try them today on Jarvislabs ai
I rarely see astra use its edit tool or read tool. It uses cat, sed for reading, hand-rolled cursed python for editing files. this was issue with previous models too but this is so magnified in Astra. but it almost never messes up an edit, which is surprising.
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models would rather do whatever this thing is than going to therapy