A problem/solution analysis of total-recall — multi-tiered persistent memory for TUI coding assistants, backed by local SQLite + vector embeddings.
What I learned building thkiln — benchmarking 6 LLMs, the agent escalation pattern, and why review cost dominates total cost.
Every AI companion claims memory. Almost none have it in any meaningful way. Here's what I learned building a system that actually compounds.