AI-Directed Engineeringfaq
What is AI-directed engineering?
AI-directed engineering uses AI for implementation speed while the developer retains direction, review, testing, and accountability.
Verified Aug 30, 2026Read →
Governed catalog
Knowledge
Practical notes from systems, operations, data, security, and AI-directed engineering.
Explore the verified expertise profile to connect these entries to capabilities and systems.
Popular knowledge
35 verified results
Multi-Model Engineeringprinciple
Why use multiple AI models in software development?
Multiple AI models can be used for complementary development and verification roles while the system remains model-neutral.
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AI Agent Governancearchitecture
What is a model-neutral AI workspace?
A model-neutral workspace keeps durable project context in files rather than binding the work to one AI provider.
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AI Agent Continuityworkflow
How do AI agents preserve context between sessions?
AI agent continuity uses files for pickup, session state, durable memory, and formal handoff evidence.
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AI Agent Continuityworkflow
What is Lost-Agent Recovery?
Lost-Agent Recovery restores a work session from governed files instead of relying on missing chat history.
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AI Agent Continuityprinciple
Why separate durable memory from active session state?
Durable memory holds stable facts while session state holds the current execution checkpoint.
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Workspace Architectureprinciple
What is an engineering source-of-truth hierarchy?
A source-of-truth hierarchy makes the authoritative document or runtime artifact explicit when evidence conflicts.
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AI Agent Governancepolicy
Why should AI-assisted engineering use owner gates?
Owner gates keep consequential AI-assisted actions explicitly human-authorized.
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Security & Governancepolicy
How should secrets be handled in AI-assisted engineering?
Keep credentials out of AI context and repositories; use protected configuration and explicit access boundaries.
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Technical Verificationprinciple
What does evidence-driven completion mean?
Completion requires recorded verification evidence that matches the risk and scope of the change.
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Technical Verificationprinciple
Why separate infrastructure failures from application defects?
Classify platform, environment, workflow, and application failures separately before repairing code.
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Software Engineeringprinciple
What does Reuse Before Build mean?
Inspect and reuse existing architecture and components before introducing new code.
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