Day 82 · Week 12
Week 12 · Integrate and verify
Scheduled session · Friday, 4 December 2026

Our planned session
We finish and explain the utility; advanced typing and concurrency remain later exercises.
Weekly outcome
A tested Python text utility we can explain from TypeScript knowledge.
Readiness check
We build on Week 11: The existing companion runs reproducibly in a local service stack. If its required checks remain incomplete, we use this week to finish or reduce scope first.
Human approval gate
We run the utility and tests and explain its input, output, and error behaviour.
This chapter has not been published yet.
We plan to publish each chapter one day before its scheduled session. Session results record work we actually performed and reviewed. Neither the calendar date nor publication alone marks this activity complete.
Expected file: content/365-days-to-fullstack-ai-engineer/day-082.md