AI agents7 min read
Building a Defensible AI-Powered Virtual Aquarium
The demo of a tiny-LLM-driven aquarium hides a later cost: engineers must untangle undocumented information flows.
Read reportReports
Long-form writing for teams who inherit production AI: what breaks after the demo, what to measure, and how to leave the system operable.
127 reports across 7 domains
Enterprise AI6 min read
Knackline Report - Modular Autonomy Proof
Autonomous agents look strong in demos, yet the cost of stitching them together shows up later as downtime and rollback cycles.
Read reportEnterprise AI6 min read
Predictable AI Agent Rollout
An AI agent ships, traffic climbs, and response time drifts while error rates rise.
Read reportLLMOps6 min read
Build Decisions After GitHub Tests Multi-Service Dispatch with HydraFusion
GitHub's recent multi-service dispatch experiments with HydraFusion exposed reliability gaps that can appear in any shadow-to-production rollout.
Read reportProduction RAG7 min read
Efficient AI System Production
Users see a noticeable pause between typing a query and receiving the first token.
Read reportLLMOps6 min read
Build Decisions After AI Agents Just Slashed the Cost of a Quantum Attack on Bitcoin
AI agents have cut the estimated cost of a quantum attack on Bitcoin from millions to a few thousand dollars.
Read reportEnterprise AI7 min read
Autonomous AI Agent Deployment Challenges
The first fork is whether to build a custom watch-dog or adopt an external product.
Read reportProduction RAG7 min read
Feedback Loop Amplification in Autonomous AI
On real traffic, hidden costs show up as latency spikes and runaway compute.
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Showing 8 of 127 reports