@James

I just open-sourced RelayOps - a small, honest, production-shaped AI support agent built specifically for telecom and subscription billing queues.Key results (v1.5.1): 54% of a 50-ticket sample queue auto-resolved 0 unsafe auto-actions 0 billing escapes (tested on 12 adversarial billing/account abuse cases) Safe-route rate 1.000 on 100 hand-written adversarial cases Deterministic access gate + server-side scoped tools + layered guardrail + durable SQLite audit store + Decision Console + Handoff Queue Tech stack: Fine-tuned Qwen2.5-1.5B LoRA (published on HF) as Tier-1 intent classifier Hybrid BM25+TF-IDF/RRF RAG with citations Independent guardrail that blocks hallucinated pricing/offers Full per-turn decision traces (what was known + what was unavailable) Action policy table (blast radius × reversibility) Everything is reproducible, heavily evaluated, and the README is brutally honest about synthetic-data caveats and pending reruns.Live demo (Streamlit): https://relayops-production.up.railway.app GitHub: https://github.com/patibandlavenkatamanideep/relayops I'm actively looking for design partners who run real support queues. Drop a small redacted sample of your tickets and I’ll run the exact same batch evaluation on your data and send back the full report (auto-resolve %, safety metrics, audit export, time-saved estimate). Zero cost, zero production access required. Would love feedback from the community especially on the calibration/safety routing layer, the audit ledger format, or the guardrail design. Let me know what you think! submitted by /u/Fit_Fortune953 [link] [Kommentare]

Cherry-pick of #58945 and #58949 to stable Adds support for Anthropic's Claude Fable 5 model when using your own Anthropic API key. Because Fable 5 cannot be offered under Zero Data Retention...

For Tolkien, any place can become “Mordor”, when the desire to benefit others turns into the will to dominate them.

Split firewood in 3D — an interactive Three.js experience

Speaking the TCP protocol, we communicate between "ports" in the local and remote ends. Each of these port fields are 16 bits in the protocol header so they can hold values between 0 - 65535. (IPv4 or IPv6 are the same here.) We usually do HTTP on port 80 and we do HTTPS on port … Continue reading Pretending port zero is a normal one →

Two Queens-based construction firms subcontracted to rebuild the Hunts Point Playground agreed to pay more than $600,000 in restitution and penalties to 24 workers who were paid below the prevailing wage.

Researchers and policymakers are fixated on the fear of AI launching nuclear weapons—to the neglect of more realistic threats.

The second-gen Volvo XC60 has been around long enough that it should be old news by now, but the interior and plug-in hybrid powertrain make it a real gem.

The brain activity that occurs during the act of drawing reveals fundamental neural properties and has implications for the improvement of brain-computer interfaces and the study of brain disorders.

...would use in energy [$] if it's kept on everyday every hour for a month in Colorado? submitted by /u/ToxicRoserade [link] [Kommentare]