3. Evaluate retrieval and unsupported questions
Applied AI · Use relevance labels, ranking metrics and separate abstention cases.
Existing companion · depth review pendingOpen collection →Read deeply.
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Explore the SQL reference collection →201 topic collections. Page 15 of 17. Existing companions are not automatically complete study units.
4. Extract structured fields without hiding ambiguity
Applied AI · Build a narrow deterministic baseline before considering a generative extractor.
Existing companion · depth review pendingOpen collection →5. Validate model-shaped output and abstention
Applied AI · Enforce types, fields and failure behavior while keeping factual checks separate.
Existing companion · depth review pendingOpen collection →6. Review factual support claim by claim
Applied AI · Distinguish supported, contradicted and insufficient claims with a reproducible rubric.
Existing companion · depth review pendingOpen collection →7. Treat retrieved instructions as untrusted data
Applied AI · Keep document content outside application permissions and tool authority.
Existing companion · depth review pendingOpen collection →8. Record privacy, provenance, cost and latency
Applied AI · Write an operating contract that distinguishes actual measurements from assumptions.
Existing companion · depth review pendingOpen collection →9. Deliver an inspectable Applied AI mini-project
Applied AI · Build a small evidence report that makes model, parser and reviewer limitations visible.
Existing companion · depth review pendingOpen collection →1. Map a service and its operating responsibilities
Cloud & Operations · Draw the boundaries between application, state, infrastructure and operator responsibilities.
Existing companion · depth review pendingOpen collection →2. Keep configuration explicit and secrets out of artifacts
Cloud & Operations · Validate an environment contract before a process performs work.
Existing companion · depth review pendingOpen collection →3. Stage a release, verify it and roll back code
Cloud & Operations · Use versioned artifacts and a controlled local activation step while preserving state.
Existing companion · depth review pendingOpen collection →4. Prove a backup by restoring into a separate target
Cloud & Operations · Validate recovered content without overwriting the current source.
Existing companion · depth review pendingOpen collection →5. Use logs, latency and service objectives carefully
Cloud & Operations · Turn safe structured observations into a reproducible operational signal.
Existing companion · depth review pendingOpen collection →One useful next step
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