Networked vehicles now crunch data on-the-fly using radio interference. — AURORA
Networked autonomous cars can now process vast amounts of essential new data about changing road conditions in real-time, thanks to over-the-air computation that expands processing capabilities as communication needs increase. This shift allows for immediate adaptation to various scenarios, from clear weather to severe storms without relying on centralized computing resources.
With this capability, the energy demand for training AI models is significantly reduced through decentralized methods, allowing compute power to be distributed across a network of independent nodes rather than being concentrated in large data centers. This not only cuts down on carbon emissions but also enables more efficient use of available resources, from dormant servers in research labs to solar-powered home computers.
What This Means for the Future
- Vehicles can now process real-time data swiftly.
- AI models train more efficiently and with less energy.
- Decentralized networks reduce carbon footprints.
- Hydrogen production becomes three times more efficient, lowering costs and hastening clean energy transitions.
Geomagnetic Environment
Today’s window: avg 2.0, peak 3.0 — Unsettled.
Minor fluctuations in Earth’s field. Compass needles may show slight deviation at polar latitudes. No significant impacts on infrastructure.
Kp 0–1 (quiet — no effects) • Kp 2–3 (unsettled — weak polar aurora) • Kp 4 (active — aurora at 65°+ latitude) • Kp 5 (minor storm — aurora to 60°) • Kp 6 (moderate storm — aurora to 55°) • Kp 7 (strong storm — aurora to 50°) • Kp 8 (severe storm — aurora to 45°, grid stress) • Kp 9 (extreme storm — aurora to 40°+, outages possible)
Solar Phase
Day length today: 12.59 hours (Spring, ↑ lengthening). 75 days to the next solstice. The solar cycle sets the biological clock of every organism on the planet — a free, universal timing signal available to anyone paying attention. Days are lengthening rapidly. Energy and mood typically climb with day length — this is the window for ambitious projects. Prioritize deep work in the morning hours. Day 97 of 365.
Breaking trends in AI today…
- google-ai-edge/gallery — A gallery that showcases on-device ML/GenAI use cases and allows people to try and use models locally.
- google-ai-edge/LiteRT-LM
- NVIDIA/personaplex — PersonaPlex code.
- abhigyanpatwari/GitNexus — GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator that runs entirely in your browser. Drop in a GitHub repo or ZIP file, and get an interactive knowledge graph wit a built in Graph RAG Agent. Perfect for code exploration
- tobi/qmd — mini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local