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- 139 Document 73a19212This document details how sf-metadata fits into the multi-skill workflow for Salesforce development. ---Votes: 0GitHub stars: 9
- Versioned Library Documentation ResearchUse when an answer or implementation depends on current behavior of a named library, framework, SDK, or API to resolve the exact project and version, consult primary documentation, verify examples against the installed dependency where possible, and cite the relevant source. Trigger for setup, configuration, API usage, migrations, or version-sensitive code.Votes: 0GitHub stars: 2
- Codebase OnboardingUse when a developer or agent needs to understand an unfamiliar repository, find its entry points and conventions, or prepare a concise project map to inspect instructions, manifests, structure, tests, and a representative data flow without reading every file. Trigger for repo onboarding, first-session orientation, or targeted architecture familiarization.Votes: 0GitHub stars: 2
- Bioacoustic Species Detection EvaluationUse when a task involves evaluating an acoustic model that detects target species in field recordings to define the target, lifecycle stage, controlling artifact, authoritative evidence, version or operating conditions, sensitivity, and approval boundary before applying the method. Separate observed facts from assumptions and model output. Verify the result with appropriate independent checks, preserve provenance, and report uncertainty and limitations. Do not perform production, financial, h...Votes: 0GitHub stars: 2
- Patternlab Time Series Analysis Measurement Uncertainty Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Pattern recognition and applied machine learning: time-series analysis for measurement uncertainty. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Carry sensor, annotation, sampling, and preprocessing error into the interpretation rather than reporting false precision. Success means material claims are linked to current primary sources with dates and limitation...Votes: 0GitHub stars: 2
- Patternlab Statistical Evidence Assessment Measurement Uncertainty Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Pattern recognition and applied machine learning: statistical evidence assessment for measurement uncertainty. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Carry sensor, annotation, sampling, and preprocessing error into the interpretation rather than reporting false precision. Success means material claims are linked to current primary sources with dates and...Votes: 0GitHub stars: 2
- Patternlab Pattern Recognition Measurement Uncertainty Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Pattern recognition and applied machine learning: pattern recognition for measurement uncertainty. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Carry sensor, annotation, sampling, and preprocessing error into the interpretation rather than reporting false precision. Success means material claims are linked to current primary sources with dates and limitations...Votes: 0GitHub stars: 2
- Patternlab Classification Evaluation Measurement Uncertainty Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Pattern recognition and applied machine learning: classification evaluation for measurement uncertainty. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Carry sensor, annotation, sampling, and preprocessing error into the interpretation rather than reporting false precision. Success means material claims are linked to current primary sources with dates and limit...Votes: 0GitHub stars: 2
- Patternlab Anomaly Detection Measurement Uncertainty Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Pattern recognition and applied machine learning: anomaly detection for measurement uncertainty. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Carry sensor, annotation, sampling, and preprocessing error into the interpretation rather than reporting false precision. Success means material claims are linked to current primary sources with dates and limitations. ...Votes: 0GitHub stars: 2
- Camera Analytics Incident Evidence PreservationUse when a task involves preserving authorized video-analytics evidence for a defined operational incident to define the target, lifecycle stage, controlling artifact, authoritative evidence, version or operating conditions, sensitivity, and approval boundary before applying the method. Separate observed facts from assumptions and model output. Verify the result with appropriate independent checks, preserve provenance, and report uncertainty and limitations. Do not perform production, financi...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Security Rights And Safety ReviewUse when the workflow could affect people, systems, confidential data, intellectual property, or physical outcomes for Video production and post-production: timeline editing for tutorial videos. Produce a scoped risk-and-control review with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the review names relevant hazards, permissions, contro...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Video production and post-production: timeline editing for tutorial videos. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use permissioned inputs...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Video production and post-production: timeline editing for tutorial videos. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means requirements have priorities, evidence, owners, and measurable acceptanc...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Video production and post-production: timeline editing for tutorial videos. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means options are compared on user-approved criteria with uncertainty and trade-o...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Measured Improvement And HandoffUse when a measured result or recurring failure suggests a change worth testing and handing to an owner for Video production and post-production: timeline editing for tutorial videos. Produce a versioned improvement proposal and handoff packet with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the proposed change is compared with a baselin...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Video production and post-production: timeline editing for tutorial videos. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the failure is bounded by observations, one testable hypothesi...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Design BlueprintUse when a solution needs a coherent structure before implementation or production for Video production and post-production: timeline editing for tutorial videos. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means interfaces, dependencies, constraints, and review points are testable before build. Use permi...Votes: 0GitHub stars: 2
- Videolab Timeline Editing Tutorial Videos Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Video production and post-production: timeline editing for tutorial videos. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the prepared result is reproducible, reviewable, and within the approv...Votes: 0GitHub stars: 2
- Videolab Storyboarding Tutorial Videos Security Rights And Safety ReviewUse when the workflow could affect people, systems, confidential data, intellectual property, or physical outcomes for Video production and post-production: storyboarding for tutorial videos. Produce a scoped risk-and-control review with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the review names relevant hazards, permissions, controls,...Votes: 0GitHub stars: 2
- Videolab Storyboarding Tutorial Videos Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Video production and post-production: storyboarding for tutorial videos. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use permissioned inputs, p...Votes: 0GitHub stars: 2
- Videolab Storyboarding Tutorial Videos Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Video production and post-production: storyboarding for tutorial videos. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means requirements have priorities, evidence, owners, and measurable acceptance c...Votes: 0GitHub stars: 2
- Videolab Storyboarding Tutorial Videos Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Video production and post-production: storyboarding for tutorial videos. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means options are compared on user-approved criteria with uncertainty and trade-offs...Votes: 0GitHub stars: 2
- Videolab Storyboarding Tutorial Videos Measured Improvement And HandoffUse when a measured result or recurring failure suggests a change worth testing and handing to an owner for Video production and post-production: storyboarding for tutorial videos. Produce a versioned improvement proposal and handoff packet with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the proposed change is compared with a baseline, ...Votes: 0GitHub stars: 2
- Videolab Storyboarding Tutorial Videos Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Video production and post-production: storyboarding for tutorial videos. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Align each board to the brief, approved script, shot purpose, intended duration, and rights-cleared visual reference. Success means the failure is bounded by observations, one testable hypothesis, ...Votes: 0GitHub stars: 2