01 / The problem
Challenge
Large repositories cannot be treated as one prompt. Continuity and correctness have to survive across many bounded processing steps.
02 / System view
Architecture at a glance
A simplified, public-safe model. Select a layer to inspect its responsibility.
Selected layer
Repository
Source code and documentation exceed one model context window.
03 / Engineering decisions
Approach
- Split source and documentation into logical, meaningful units.
- Carry forward intermediate representations and summaries between stages.
- Use repeatable validation and failure handling around batch processing.
04 / Tools & skills
What I used
Tools
Skills
05 / Evidence
Outcomes
- Resume-reported approximately 40% less manual engineering effort.
- Resume-reported approximately 30% fewer defects.
Resume-reported outcomes: approximately 40% less manual engineering effort and approximately 30% fewer defects. Confirm attribution before launch.
06 / Reflection
What I learned
01
Logical boundaries preserve meaning better than arbitrary truncation.
02
Intermediate state turns an oversized prompt into an observable pipeline.