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const
@const_reborn
Building neurons, turning the web into a brain. Missionary from the Church of RAO @opentensor
457 Following    30.7K Followers
Today Numinous is releasing its impact UI! Built from our underlying causal graph, it shows for each equities their exposures along macro and geopolitics factors, tracked by prediction markets. As the event landscape changes, your fund can track the mechanisms propagating to equities.
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Welcome to the era to decentralized post trained models that beat the frontier in their classes.
Introducing Reliquary-4B. A 4B math & code model trained with reinforcement learning. Anyone could join the network and contribute rollouts. Independent miners chose the prompts and generated the rollouts. The protocol verified them and trained the model. Here’s the model and the research behind it.
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Albedo Agent API is live for free. Miners get 10x standard quota - resets every 24h. Drop a key into Claude Code, Codex, Copilot, Cursor, ACP. Sign in with GitHub, copy a key, paste it into your agent. Use it on real work and LMK how it feels.
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The Hippius mobile app is live on Android. Your photos and files, backed up automatically and end-to-end encrypted on your phone before they ever upload. The same account and storage you already use on desktop and web. Your whole cloud, now in your pocket. iOS is coming next.
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I love the push towards private AI, but a seperate source of freedom will be truly public AI, i.e. a world where the majority of AI trajectories are searchable, and thus minable for us to improve, understand and monitor intelligence -- not just the central labs.
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Jev by @typesafeai might change how we control robots. We compared Jev, GPT-6 Astra and GPT-4.1 mini in MuJoCo. One apple. One plate. Each model chooses intent → X/Y/Z direction + gripper open/hold/close. 🧵
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Today Numinous is announcing its first forecasting model: Numinous-1! It’s an 8B parameter model fine-tuned over Qwen3-8B. We will make it available in the coming days. The model was fine tuned using the best reasoning trajectories from the miners. It never sees the prices, only the best belief updates among the miners. With an optimised harness, the model beats all the miners in our crowd over a 9 days backtest! With a generic harness the model ranks between 5 and 7.
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Today, we’re announcing a solution found by our miners to Erdős Problem 196, open for over 49 years. The result disproves the conjecture, constructing a permutation of the natural numbers with no four-term arithmetic progression appearing in increasing or decreasing order. Verified in Lean through Conjectures. Full proof below.
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Pareton miners found it, vLLM merged it. An optimization from our Qwen campaign on #Bittensor# SN10 is now upstream in @vllm_project: ~4% more throughput at batch 4–8 for Qwen3.8 with MTP speculative decoding. Open competition → open-source wins. PR: 1/5
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Weekly reminder that @engyai has highly competitive inference pricing (better than OR/other distributors). You can save millions by converting to Engy. - better customer service - better pricing - high quality inference (using b300’s)
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The push for regulatory capture and AI cabalism is accelerating. This, in large part, is why I'm building parallax. True P2P unstoppable, uncensorable AI systems aren't just neat, they're mandatory. This little single DGX spark "datacenter" in my forge with parallax can train (with other nodes) an 80b parameter model. - two solar blankets - ecoflow battery - lapdock for kvm - starlink internet - dgx spark Total input from solar ~600w (800w max) Total power draw from spark/starlink/etc. < 200w No datacenters, no water supplies, no external power grid, no multi gigabit link. We must design AI systems that are as resilient as the humble cockroach. Why do we all appreciate BTC? Because it's a mathematically certain sovereign ledger that can't be inflated away or centrally controlled. Current AI represent the greatest concentration of wealth, power, and information (IP theft? blackmail? or simply ads and behavior control?) the world has ever seen... As BTC did to finances, we must do to AI. Chutes + parallax is a step forward towards tearing down this moat.
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The most dangerous mind in history is the one aligned to a state.
Today, we’re announcing a solution found by our miners to Erdős Problem 96, open for over 66 years. The result disproves the conjectured linear bound, constructing strictly convex polygons with superlinearly many unit-distance pairs. Verified in Lean through Conjectures. Full proof below.
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we will need compute (@lium_io, @TargonCompute) we will need inference (@engyai, @chutes_ai) we will need data (@Hippius_cloud) we will need knowledge (@teutonic) If we are going to have free intelligence (@affine_io)
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The question is not whether open source AI can be shut down. It is whether the funding for OSS AI can be shut down. All OSS models, Meta, DeepSeek, Mistral are just arms of fiat funded corporations or the state itself. The ML community has yet to swallow this pill. They will.
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No. But they can defund it.
No. But they can defund it.
@kevinnbass Nothing can shut down open source
mortal enemies find agreement in one thing: that the ladder should be pulled up behind them. Pepsi "vs" Coke
This applies to an expansive range of applications, not just math. Compilers, crypto, hardware and more. @Wejh69 and I fell in love with Bittensor nearly five years ago for exactly this. Elegant incentive programming. The binary nature of Lean verification is one of the most beautiful use cases for an incentive network. No hills to climb, nothing to benchmax. It’s raw, clean, and fair. Anyone can do anything now. This is the most exciting time to be using AI, simply point an agent here. You could make the next big breakthrough in physics without going to school for math. You can get paid over a network instantly for doing work from anywhere. Exciting times.
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Dashboard is a quick work in progress, but for visibility into a run here ya go! This is around $11/b tokens, insane actually. MFU also insane. The whole thing, pretty legendary, and inference... Using a few nodes from @lium_io also!
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