KARA LABS
I build production AI agents.
What works, what doesn't, and why. Comparisons, benchmarks, and implementation details.
Context Engineering
Agents degrade after 30 minutes. Memory architecture, JIT loading, compaction, and what actually keeps them sharp.
Agent Architectures
Coordination patterns compared on the same task. Supervisor, pipeline, debate — which ones hold up and which ones don't.
Production Stack
Observability with real cost breakdowns. No-code vs hand-coded. Deployment infra across platforms. The boring stuff that matters.