ptrb25

4 ms·

1. 1.▲
   by ptrb25 1y ago

   Been working on a self-hosted AI security agent that runs completely offline — no cloud, no APIs, no external calls. It ingests system logs, embeds them into vector memory, promotes recurring patterns, and responds based on trust level. The
2. 2.▲
   by ptrb25 1y ago

   The article nails it, AI-generated noise is drowning out quality. We need better signal‑to‑noise management: stronger curation, anti‑spam tools, and incentives for real creators to stick around.
3. 3.▲
   by ptrb25 1y ago

   So… we’re solving AI’s energy guilt by literally turning it into a future sanitation problem? Feels like trading one mess for another and hoping someone else cleans it up.
4. 4.▲
   by ptrb25 1y ago

   The memo reads more like a product roadmap than a research brag sheet — and that's probably a good sign. If OpenAI wants to go from “cool demo” to “daily utility,” this is the way. Real question is whether they can still lead on resear