Applied AI Engineering services; specializing in natural language understanding and computer vision applications. (Views are my own.) #GenAI #MLOps #VerticalAI

Joined September 2017
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Solving the "Dirty Data" Bottleneck and Scaling Enterprise AI Most enterprises sit on a goldmine of proprietary data—specifically massive purchase datasets, supply chain logs, and legacy archives. However, an "Invisible Wall" prevents this data from being used in AI: Data Inconsistency. Traditional automation is deterministic; it relies on rigid code. If a human enters a phone number in an address field or a vendor shifts a spreadsheet column, the entire ingestion pipeline breaks. - The "Twitch" Factor: Minor human errors or vendor formatting shifts create a massive, expensive bottleneck. - The Scale Paradox: Companies find that AI works for the first thousand rows but fails at 20 million because it cannot "ingest" the entire database at once without hitting context limits or economic failure. Visit @rotationalio to learn more about practical solutions for improving data accessibility and unlock your organization's knowledge. #EnterpriseAI #AITaskAutomation #GenAI #DataScience
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Endeavor is an enterprise-grade agent platform designed to give leadership full visibility, governance, and cost controls, while safely enabling teams to rapidly prototype and automate mundane workflows. Our built-in evaluation system acts as a strict guardrail, ensuring only fully accountable, trusted agents ever make it to production. Endeavor Product Overview & Live AI Agent Demo See how real AI agents move from idea to production. June 26, 12:30 - 1:00pm ET rotational.ai/endeavor-demo
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Ryan Low retweeted
NEW AIR PURIFIER SECRETLY MINES BITCOIN @heatbit_com unveils Bitair, a Bitcoin miner disguised as a home air purifier. The device combines True HEPA air filtration for rooms up to 200 square feet with a built-in 1.2 TH/s Bitcoin mining chip, drawing just 20 watts of power and operating at 25–44 dB. Heatbit says Bitair is designed to bring Bitcoin mining into the home without the noise, heat, or complexity traditionally associated with mining hardware. Users can solo mine, join mining pools, or switch between the two through the app. At 1.2 TH/s, solo miners face roughly 1-in-17,200 annual odds of finding a Bitcoin block and claiming the full 3.125 BTC reward. The device is available for pre-order at a $149 Genesis price, with retail pricing set at $249 and shipments expected to begin in September 2026.
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The more I travel, the more Bitcoin makes sense.
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The answer to "savers might leave low-yield accounts" is not to keep paying savers nothing. The answer is for banks to compete by paying a fair return. As the American Enterprise Institute has noted, nothing stops banks from issuing their own fully-reserved instruments and competing directly. youtu.be/m_xMSPc7vww?si=Lags… via @YouTube
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A proof of concept already exists This is not a thought experiment. Caitlin Long's Custodia Bank in Wyoming was built from the ground up as a 100%-reserved, non-lending institution — it holds the full value of fiat deposits in reserve and does not engage in fractional reserve banking at all. Wyoming's special-purpose depository charter, and similar statutes now in a handful of states, exist specifically to allow this model. Custodia has spent years in court fighting for a Federal Reserve master account precisely because the incumbent system does not want to let the honest version of a bank plug into the rails on equal footing. That fight tells you everything. A fully-reserved bank is not a fantasy. It is operating. The resistance it meets is the resistance of a model defending its franchise.
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New paper: Bitcoin mining enables better absorption of surplus renewable generation, minimizing curtailment and supporting higher renewable integration without extra storage or infrastructure costs, creating a win-win for grid stability and mining profitability The finding is significant, because it establishes Bitcoin Mining as the only way grid operators can avoid the significant cost of balancing frequency fluctuations and operational cost increases that doesn't involve significant capital outlay on grids with high renewable penetration Source: sciencedirect.com/science/ar… The paper "Leveraging Bitcoin Mining in Demand-Response to Mitigate Ramping-Induced Transients" (Ginzburg-Ganz et al. 2026) was published in Electric Power Systems Research. Impact Factor: 4.2 (top 12% of academic journals worldwide).
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First a trickle, then a torrent There have now been 30 papers since 2021 showing Bitcoin solving all three aspects of the energy trilemma: ♻️energy sustainability 🔐energy security (including grid stability) and 💳energy equity No other technology can address all three concurrently In fact, many energy experts believed this was impossible (Source link to all 30 papers with a summary of they says in comments)
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Sen. Cynthia Lummis on Jamie Dimon's opposition to the CLARITY Act: "He either hasn't read the bill or he wants to mislead people."
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Ran a command Ran a command Change is live, and I replayed yesterday's data through it to check for second-order effects. One thing the simulation surfaced is worth your attention, and it actually lands in your favor. 🤖
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Ryan Low retweeted
Replying to @NateGeraci
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New paper provides scientific validation that Bitcoin improves energy equity TL:DR: Using Bitcoin mining recycled heat for hot water and space heating in apartments makes heating significantly more affordable for residents, especially in colder climates Source: sciencedirect.com/science/ar… Published in: Case Studies in Thermal Engineering Impact Factor: 6.4 (in the top 5% of journals worldwide)
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What if you could take three completely different model families… and distill them into one tiny model? 🤯 📜 Paper: arxiv.org/pdf/2605.21699 MOPD (Multi-Teacher On-Policy Distillation) has become a standard procedure in post-training. We already distill multiple specialized variants of the same model into a single set of weights. But what if we could go further - and distill models from entirely different families? Turns out, it is possible. Today we’re releasing a paper on cross-tokenizer distillation - our first steps in this exciting direction. 📄 We distilled Qwen3-4B, Phi-4-Mini, and Llama-3B into Llama-3.2-1B. MMLU jumped from 32.05 → 46.32 when using multiple teachers. 📈 The team is now working on Nemo-RL integration so the community can try this method in their own settings. Plus, we are scaling experiments up. 🚀
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This is what fear sounds like The banking cartel is losing power

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How Bitcoin works in a single image.
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New version of Nostr VPN is out. Like tailscale, but no email addresses or 3rd party accounts, just public keys. New: * native multiplatform user interfaces * Nostr-based multihop routing (FIPS protocol) — very useful when NAT holepunching fails * improved network management UX
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✉️ Momentum built. Now we’re taking it to Ottawa. After almost 9,000 signatures on our parliamentary petition on stablecoins led by Kevin Zhang Co-Founder of @LoonFinance, we’ve published an open letter to Prime Minister of Canada @MarkJCarney calling for clear, modern stablecoin rules that protect consumers and support innovation.
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