# 2026-04-23 — Session Log ## Structured Logging Adoption - Starting Phase 1 & 2 of LOGGING.md spec - Defined entry format, run IDs, query patterns - First structured entries written to 2026-04-23.md ## Evening Session Continuation - Assessed external protocol vs HoffDesk sovereign approach - Root cause: model over-indexing on struggle pattern, missing style example, low-quality model - Email → LLM → Calendar → Telegram flow operational ## TODO — Phase 3 - **DEFERRED** — Implement when sufficient structured logs accumulated ### Phase 3 Deliverables (TODO) | Item | Description | Priority | |------|-------------|----------| | `log_activity()` helper | Python function for agents to write structured entries | P2 | | Query CLI | `loggrep --run-id 20260423_wv_001` style tool | P2 | | Duration analytics | Average task time, agent throughput metrics | P3 | | Dashboard view | Optional HTML/HTMX summary of runs | P3 | | Backfill script | Convert high-value legacy entries | P3 | **Trigger:** Phase 3 begins after 7 days of structured logging usage or when query pain becomes acute. --- **Last Updated:** 2026-04-23 02:21 UTC **Logging Spec:** `memory/LOGGING.md` v1.0