Vizuara Harness Engineering
/ mentor-handbook
For mentors · Dr. Raj Dandekar

The Mentor's Handbook

Teaching Harness Engineering — everything a mentor must learn, from the agent loop up, to deliver the five-day workshop and build a pi-style harness live with the cohort. Every chapter teaches the idea from the ground up — plain words, a metaphor, a by-hand example, the real math, where it runs in production today, and a minute-by-minute plan for teaching it. Read it in order; by the end you can deliver the entire workshop. 18 chapters.

Start: how to use this handbook →
00
Before You Teach
2 chapters

The mindset and the single story that connects all five days: build a coding harness like pi, one layer at a time.

01
Foundations You Must Feel
3 chapters

The bedrock: what a harness even is, the three engineering disciplines, and the five layers, explained so simply a beginner keeps up.

02
Teaching the Loop
3 chapters

Day 1. How to teach the agent loop from first principles and get the class to a working bare harness.

03
Teaching Tools & Safety
3 chapters

Day 2. How to teach tool schemas, wiring real file/shell tools into the loop, and the permission + sandbox story.

04
Teaching Context Engineering
2 chapters

Day 3. How to teach the context window as a scarce resource, compaction, and memory.

05
Teaching Durability & Orchestration
2 chapters

Day 4. How to teach checkpointing, recovery, and sub-agents under supervision.

06
Delivery Craft
3 chapters