#llm

Articles tagged with #llm

Your AI Agent Has 99.9% Uptime and Still Gives Wrong Answers — Here's How Error Budgets Fix That
SRE reliability patterns adapted for AI agents — SLIs based on output quality, error budgets that trigger automatic throttling, and rollback policies that protect users from silent degradation
Mar 28, 202612 min read2
Your AI Agent Breaks Every Time You Deploy a New Version — Here's How to Version and Ship Agents Safely
Blue-green deploys, canary releases, shadow testing, rollback strategies, and version pinning — the patterns that make AI agent deployments safe when prompt changes mean behavior changes.
Mar 26, 202612 min read16
Your AI Agent Makes the Same LLM Call 50 Times a Day — 5 Caching Patterns That Cut Latency and Cost
Exact-match cache, semantic cache, tool result cache, prompt assembly cache, and tiered invalidation — practical Python patterns for agents that waste money on duplicate LLM calls.
Mar 25, 20269 min read3
Your AI Agent Just Mass-Deleted Production Data Because Nobody Told It to Stop — 5 Escalation Patterns That Prevent Runaway Decisions
Autonomy without escalation is just a crash waiting to happen. Here are 5 concrete patterns — with Python code — for building agents that know when to ask a human.
Mar 21, 202613 min read5
Your AI Agent Has 200K Tokens of Context and Still Forgets What It's Doing — Here's How Context Engineering Fixes That
The systematic discipline of managing what information your agent sees, when it sees it, and how it shares state across steps.
Mar 20, 202612 min read42
Your Multi-Agent System Routes Every Task to GPT-4 — Here's How Model Fleet Architecture Cuts Costs by 90%
The engineering patterns behind heterogeneous model combinations that production teams use to optimize cost, latency, and quality simultaneously
Mar 19, 202611 min read1