LLM Incident Response: Runbooks for Hallucination Spikes, Outages and Rollbacks
When your AI feature breaks at 2am, hope is not a plan. Build incident runbooks for hallucination spikes, provider outages and bad model upgrades — with rollbac
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When your AI feature breaks at 2am, hope is not a plan. Build incident runbooks for hallucination spikes, provider outages and bad model upgrades — with rollbac
Microsoft is reported to be readying Project Perception, an AI security tool that routes each task to the cheapest capable model — a direct challenge to premium
Fireworks raised $1.505B at a $17.5B valuation to scale "specialised intelligence" — fine-tuned open models served at scale. Here's what it means for builders.
Most teams know their total LLM bill and nothing else. Here's how to attribute every token to a feature, team or customer — and turn that into unit economics.
Our rate limiter and lockout counter keyed off the client IP. Behind nginx that IP came from a header the client could set, so one rotating header handed every request a fresh IP and every per-IP control fell over. The one-line spoof, and the fix that is fiddlier than it looks on Kubernetes.
Architecture guide to compliant LLM routing under India's DPDP Act, UK GDPR and EU rules: region-aware gateways, perimeter PII masking, hybrid local-plus-API se
A physical-AI hub for taking industrial AI from pilot to production — and a map of where enterprise AI hiring goes next, from digital twins to industrial agents
A long-running, governed desktop agent for knowledge workers — and what always-on enterprise agents mean for AI builders in India and the UK.
Up to 50% lower inference cost on async workloads, using consumer-grade and ex-mining GPUs. Where the economics work for Indian and UK builders — and where they
UK startup Cosine has signed BT, HSBC, Lloyds, NatWest, BAE Systems and eight more institutions to co-design Lumen Sovereign, trained on Isambard-AI.
Nebius is committing £1.7bn to four Nvidia-powered UK sites reaching 65MW by 2027 — private capital, distinct from the government's Sovereign AI Fund. Here's wh
Meta is reportedly building a cloud arm to rent out surplus AI GPUs, taking on AWS, Azure and Google Cloud. What a fourth hyperscaler dumping compute means for