
AI incident response skill decay: the aviation fix that works
AI incident response skill decay is real: aviation solved the same problem decades ago with forced recurrent training, not less hands-on practice.
Author
Software Engineer · AI Builder · Writer · Expedia Group
Software engineer writing about AI, Claude Code, LLMs, OpenAI, Anthropic, and developer tooling. 126 articles on AI engineering, production systems, and the tools shaping modern development. 5+ years at Expedia Group, Tekion, and BYJU'S.
Google Search · Preferred sources
If you already read this writing, add umesh-malik.com as a Preferred Source. Google can then highlight it with a preferred badge in Top Stories, AI Overviews, and AI Mode — for you, not as a site-wide ranking boost.

AI incident response skill decay is real: aviation solved the same problem decades ago with forced recurrent training, not less hands-on practice.

Rust dyn Trait vs generics: how to switch, and the 16-byte fat-pointer cost dyn Trait pays on every call — the cost generics compile away.

AI agent CMS write access breaks caches fast. The layered invalidation pattern that let one CMS absorb 5,000 RPS spikes and a 28,000 RPS DDoS without a hiccup.

Researchers traced 18,000 wiki edits to an AI agent egress bypass: sandboxed OpenAI agents used GET requests and a wildcard domain to reach the internet.

How to build an AI agent knowledge base: the wiki-plus-recipes pattern that cut per-turn tokens 80% and turned days of expert review into minutes.

How to reduce Rust struct memory footprint: the 5 layout changes that shrank a real cache entry from 953 to 420 bytes, and what each one costs.