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engineering-judgment

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ai-mastery

A practical resource for building engineering judgment through software, systems, architecture, and deliberate practice. Study how things work, understand the tradeoffs behind technical decisions, test ideas through real projects, and develop the skills to build software that is clear, useful, maintainable, and built to last.

  • Updated Sep 3, 2026
  • HTML
ai-change-record

A practical record for documenting meaningful changes to software systems. Capture what changed, why it changed, who is responsible, what needs review, what to monitor, when to stop, and how to roll back so the next person can understand the decision and maintain the system with confidence.

  • Updated Sep 3, 2026
  • HTML
lifecycle-skills

Open, evidence-led skills for the full software lifecycle, from prototype and build through review, growth, maintenance, and cleanup. Practical guidance for software engineering, product development, technical decision-making, documentation, testing, maintainability, and responsible change.

  • Updated Sep 3, 2026
  • Python
action-boundary-brief

A model-neutral pre-action brief for defining access control, decision limits, human oversight, and stop conditions before a system can act. Capture the intended outcome, accountable reviewer, risk boundaries, change control, and review record so technical governance stays clear, inspectable, and easier to maintain.

  • Updated Sep 3, 2026
  • HTML

Official community for the Engineering Trustworthy Intelligent Systems (ETIS) ecosystem. Discuss the ETIS framework, books and publications, professional computing, education, engineering practice, trustworthy AI, and the application of engineering judgment in the AI era.

  • Updated Aug 12, 2026
principal-engineer-os

A reusable agent skill that brings principal-engineer judgment to software design, implementation, code review, debugging, refactoring, migrations, and production readiness—with explicit attention to correctness, security, reliability, architectural trade-offs, and operational cost.

  • Updated Oct 20, 2026
  • Python

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