Notes on building AI systems that hold up.https://akd.dev/en-ushttps://akd.dev/writing/told-to-verify-still-stale/https://akd.dev/writing/told-to-verify-still-stale/What building a memory tool for coding agents taught me about LLMs and out-of-date context.Fri, 31 Jul 2026 00:00:00 GMTai-agentsllmsreliability