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I built RelayOps, an open-source prototype for auditable AI support-agent routing. The goal is not to make a better chatbot. It is to test whether an AI support system can safely decide when to respond, act, block, or hand off. Current features: scoped customer/device tools deterministic access gate route safety for billing/account-risk requests guardrails for invented prices, discounts, and PII per-turn decision traces human handoff context local FAQ/RAG with citations Qwen LoRA intent eval optional local LLM composer public canned guardrail demo Honest scope: synthetic/sample data only no production users no real customer data not production-ready One eval detail I’m trying to keep honest: in-set safe-route: 1.000 held-out novel-phrasing safe-route: 0.786 The lower number is the more important one. Repo: https://github.com/patibandlavenkatamanideep/relayops Feedback welcome, especially on eval framing and whether the held-out routing setup is convincing submitted by /u/Fit_Fortune953 [link] [Kommentare]
I admire Fabrice Bellard. He is almost certainly a better overall programmer than I am.
A cinematic Three.js short film: a quiet procedural archipelago of dark monoliths, survey lines, paper light, and monumental silence.
Download structured cycling intervals as .ZWO, .ERG, .FIT or .MRC and run them on Zwift, Garmin, Wahoo or any smart trainer. No subscription.
See if your crypto portfolio is dangerously concentrated before the next crash. Get a clear risk score across 12 dimensions in 60 seconds, free, no wallet needed.
The attack on the Emissions Trading System is among industry’s most direct calls yet for the EU to change course on climate.
Just a few years ago, they were raking in clicks and cash. But now that the platform tweaked their algorithm, they’re suddenly collateral damage.
How I found that anyone could register on FIFA's public Agent Platform, gain access to the Football Data Platform's Streaming Management panel, and get RTMP ingest URLs and stream keys for every live FIFA World Cup 2026 camera feed. I then spent hours calling FIFA, MediaKind, HBS, CISA, and the FBI trying to get someone to pick up the phone.