Ai-Reliability

Ai-Reliability

Deep technical articles on this topic.

7Articles
7Topics covered
Articles in this category

All 7 articles, sorted alphabetically

NEW · AGENT AND AI ENGINEERING

Per-Feature Degradation Ladders: Planning Every Step Before an Outage

Write an ordered fallback ladder for each AI feature before the provider fails: secondary model, small model, cache, rules and an honest message. Decide which features must never use a weaker model, how modes switch without flapping, and how to drill it.

Read article →
NEW · AGENT AND AI ENGINEERING

Timeouts for Streaming LLM Calls: First-Token, Idle and Total Budgets

One total timeout kills long streamed answers and still waits too long on stalled ones. Split it into a first-token budget, an idle budget between content events and an overall deadline, and see what SDK defaults, pings and thinking phases do.

Read article →
ARTICLE · 01

Designing an AI Incident Response Runbook

A runbook for incidents that return HTTP 200: an AI incident taxonomy, severity rules that escalate safety and privacy, containment levers built in ad…

Read article →
ARTICLE · 02

Circuit Breakers and Backpressure for Model APIs

How to protect a service that calls a model API from overload and slow failure: Little's law with token-variable requests, token-weighted admissi…

Read article →
ARTICLE · 03

Multi-Provider Model Routing and Graceful Degradation

What it takes to make a second model provider a real fallback: eligibility filters, request and response adapters, error classification and circuit br…

Read article →
ARTICLE · 04

Multi-Region Inference and Provider Outage Recovery

The recovery lifecycle for AI features across regions: mapping every regional dependency beyond the model, RTO and RPO per AI asset, static stability,…

Read article →
ARTICLE · 05

SLOs for AI Applications: Quality, Latency, Availability, and Cost

How to define service level objectives for an AI feature: usable-answer availability, streaming latency, sampled judged quality with confidence interv…

Read article →

Views are my own and do not represent any employer, past or present.