Exploring the frontiers of AI.

Toronto, Ontario
Joined March 2025
We’re now Rta Labs “Rta is the fundamental Vedic principle of natural, cosmic and moral order that regulates the universe, including the movement of the celestial bodies, seasons and moral conduct. Derived from the root r (‘to move’), it signifies the dynamic rhythm, truth and law that governs reality.” Rta is our guiding principle in our R&D. The trajectory stays the same, but now fully aligned. 🌌
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Directional intelligence > General intelligence Why? Less token usage Faster performance Consistent outputs omni.rtalabs.org
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Rta Labs retweeted
Replying to @buildcanada
This all but kicks off a sovereign AI race where each country will now try to ensure their citizens can get their hands on the best AI without having to resort to foreign ‘dumbed down’ models. We’re on it @RtalabsAI 🇨🇦
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AI for all. 🌌
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Our OMNI Agentic Platform was built with the foresight of agentic wave we're in now and the implications of that wave; rapid expenditure of tokens. Current frontier models are as powerful as ever but without proper integration brings the inevitable heavier hit to your business' bottom line; you'll lose more than what you sought to gain. Our OMNI agents are designed to keep your token usage to a minimum; by fine tuning every agent you deploy with the context you provide deemed necessary, the general intelligence provided by the AI models is now focused onto what you want for your unique workflow, with the same reasoning intelligence capabilities possessed by frontier models of today. Your context is stored within your OMNI agentic framework as .aura data; keeping your context secure and instantaneous. OMNI agents in your business means contextual intelligence for your business, while minimizing costs, latency and increasing flexibility. omni.rtalabs.org
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We’re excited to announce Opus 4.8 is now available on OMNI Platform, build and deploy your bespoke agentic workflows with the latest from @AnthropicAI OMNI.rtalabs.org
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We’re excited to announce Gemini 3.5 Flash is now available on OMNI Platform, build and deploy your bespoke agent with the latest from @GoogleDeepMind. OMNI.rtalabs.org
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Rta Labs retweeted
Here's Aura Research; built on top of our @auralithco Aura Core compiler. It's what I've been using for internal company research and my own personal research interests. Made some tweaks to it following @karpathy's tweet the other day, and it's a game changer. To use it: pip install aura-research, point it at a folder with all your docs relevant to your topic, let it compile, and you get a fully structured wiki with backlinked articles your LLM can actually navigate. Any new data you add gets automatically woven into the existing knowledge base on the next compile, no manual reorganizing. The Memory OS from Aura Core ensures your LLM doesn't forget important details no matter the scale, even as you're continuously introducing new empirical data. Runs 100% locally. Your data never leaves your machine. github.com/Rtalabs-ai/aura-r… Looking forward to hearing everyone's thoughts.
Wow, this tweet went very viral! I wanted share a possibly slightly improved version of the tweet in an "idea file". The idea of the idea file is that in this era of LLM agents, there is less of a point/need of sharing the specific code/app, you just share the idea, then the other person's agent customizes & builds it for your specific needs. So here's the idea in a gist format: gist.github.com/karpathy/442… You can give this to your agent and it can build you your own LLM wiki and guide you on how to use it etc. It's intentionally kept a little bit abstract/vague because there are so many directions to take this in. And ofc, people can adjust the idea or contribute their own in the Discussion which is cool.
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Rta Labs retweeted
Auralith is officially rebranding to Rta Labs 🌌 “Rta” is the Vedic principle of cosmic order and fundamental truth. It perfectly encapsulates my vision statement for the company and what I’m setting out to achieve. The trajectory still remains, now completely aligned in its vision. Rtalabs.org
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Stop building RAG pipelines just to give your LLM context. Upload your documents → deploy an agent → choose your model. PDFs, CSVs, DOCX, Markdown + 60 more formats supported, integrated in minutes. omni.auralith.org
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Embed our memory OS into your IDE & agents. Available now. aura.auralith.org/
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Keeping it fresh for 2026.
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Context is the new compute.
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Every OMNI agent goes through a structured, end-to-end lifecycle; from data ingestion to validation to live deployment. We don’t just “spin up agents.” We build systems that are designed, reviewed, and deployed with intent. Register today for more information Auralith.org
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RT @ps2604: A key element to the OMNI platform is our data stack and how it handles the data before training the bespoke agents. You descr…
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Rta Labs retweeted
Neat results for an OMNI agent we just deployed. @auralithco
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