Week 29 - Daily Log
Continuing the detailed daily logging format. Each day’s work and learning outcomes are tracked in separate files for clarity and granularity.
Table of Contents
- Day 1 - March 30, 2026
- Day 2 - March 31, 2026
- Day 3 - April 01, 2026
- Day 4 - April 02, 2026
- Day 5 - April 03, 2026
- Day 6 - April 04, 2026
Overview
This week focuses on the AnanaCare Relabel project, with emphasis on automating the setup process and planning the Undo/Redo functionality.
Daily Work Logs
See the sidebar or the links above for each day’s detailed log.
Weekly Summary (Week 29)
- Primary focus: Production hardening and architectural evolution for the AnanaCare backend — moving from a model-centred prediction engine toward a Clinical Decision Support System (CDSS) with clearer API contracts and safer outputs. See daily notes: logs/day-46.md, logs/day-47.md, logs/day-48.md, logs/day-49.md, logs/day-50.md.
- Deployment & reliability: Stabilized the setup pipeline and model-loading behavior (timm/Hugging Face caching), added diagnostics endpoints and container runtime fixes to improve production troubleshooting and cold-start behavior (days 46–47).
- Preprocessing & validation: Fixed preprocessing to produce consistent, square face crops and tightened image-format validation (PNG/JPEG), reducing downstream validation failures (day 47).
- CDSS transition: Replaced raw prediction outputs with structured clinical insights via a centralized
SYMPTOMS_MAP, introduced SHA-256-basedcapture_ididentifiers, and implemented a referential YAML ledger for captures (day 49). - Symptoms architecture & API: Evolved symptoms handling to a strategy-driven design (e.g.,
maxstrategy), modernized the API schema (symptoms: dict[str, SymptomsDetail]), and simplified response flows to improve documentation and client compatibility (day 50). - Technical debt & next steps: Remaining work includes decoupling
validate↔analyzedependencies, deploying diagnostics to production to validate runtime behavior, resolving duplicated pipeline initializations, and adding compatibility layers for API consumers (days 46–50). - For reference: model tuning and experiment-tracking practices are summarized in logs/week-19.md and may inform next steps for threshold calibration and validation workflows.