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Track 2

Prompt, Context & Token Discipline

Better prompts, cleaner context, lower token waste

Focus 1Verbalized Sampling Prompts for multi‑agent clarity
Focus 2TOON vs JSON: cut tokens, speed prompts
Focus 3CLAUDE.md & System vs User prompts

Track 2 Implementation Playbook

The first 20 Track 2 articles are now organized into one practical implementation playbook. Use the book as the structured foundation, then use new articles below to continue the track.

Track 2 • Book 1

Prompt, Context & Token Discipline

A Practical Implementation Playbook for Software Testing Engineers

Build disciplined AI-assisted testing workflows through prompt architecture, context engineering, token-efficient formats, reusable memory, agent collaboration, and continuous improvement.

20 foundational Track 2 articles • 5 implementation chapters • Practical worksheets • 90-day roadmap

Put Track 2 Into Practice

Move from the Prompt, Context & Token Discipline playbook into the runnable Track 2 project. See how system and task prompts, context packets, project memory, token budgets, evaluation regression, promotion gates, and rollback evidence become versioned QA assets.

New Track 2 articles since Book 1 (0)

New Prompt, Context & Token Discipline articles published after Book 1 will appear here. The original 20 Track 2 articles are preserved and organized in the implementation playbook above.

Continue Learning

Return to the ValidTec landing page to explore related tracks, recent articles, featured implementation playbooks, and Fireside Chats.