Cloud & infrastructure as code
Separate cloud-spend changes into usage volume, workload mix, and effective unit rates, with a reconciled example and read-only evidence checks.
Incident response & observability
A read-only-first workflow for turning operator evidence into bounded next steps.
Git, releases & migrations
Checks a change against build, test, migration, rollback, and browser evidence.
Databases & data engineering
Reviews schema changes for locking, compatibility, backfill, and rollback risk.
Containers & Kubernetes
Guides evidence collection for pods, rollouts, services, and cluster events.
Documentation & technical writing
Updates technical documentation while preserving verified commands and source boundaries.
Frontend, UI & accessibility
Performs keyboard, semantics, contrast, motion, and responsive checks.
Security & privacy
Traces trust boundaries, authorization, secrets, injection, and unsafe operations.
Backend & APIs
Plans additive changes, client overlap, deprecation, telemetry, and rollback.
Testing & QA
Builds a reproducible baseline and attributes latency or resource cost before optimization.
Frontend, UI & accessibility
Translates an approved design brief into consistent tokens, components, and visual QA.
Code review & refactoring
An evidence-first workflow to plan a behavior-preserving refactor across explicit module boundaries.
Code review & refactoring
An evidence-first workflow to review a change without confusing preference with a defect.
Code review & refactoring
An evidence-first workflow to detect architecture boundary violations and accidental coupling.
Code review & refactoring
An evidence-first workflow to prove that code is unreachable or unused before deleting it.
Testing & QA
An evidence-first workflow to find missing behavioral coverage around a proposed change.
Testing & QA
An evidence-first workflow to separate nondeterminism, shared state, timing, and environment failures.
Testing & QA
An evidence-first workflow to design consumer-visible compatibility tests for an API boundary.
Frontend, UI & accessibility
An evidence-first workflow to verify hierarchy and interaction behavior across supported viewport ranges.
Frontend, UI & accessibility
An evidence-first workflow to attribute loading and interaction latency before proposing optimization.
Backend & APIs
An evidence-first workflow to review resource semantics, status codes, caching, pagination, and idempotency.
Backend & APIs
An evidence-first workflow to design bounded background work with retries, idempotency, cancellation, and observability.
Backend & APIs
An evidence-first workflow to verify signature handling, replay protection, retries, ordering, and idempotent processing.
DevOps & CI/CD
An evidence-first workflow to locate the first actionable pipeline failure without rerunning blindly.
DevOps & CI/CD
An evidence-first workflow to evaluate build, migration, configuration, rollback, and observability gates.
DevOps & CI/CD
An evidence-first workflow to trace untrusted inputs, token permissions, artifact provenance, and protected deployment paths.
DevOps & CI/CD
An evidence-first workflow to compare declared and observed deployment state without mutating either.
Cloud & infrastructure as code
An evidence-first workflow to review infrastructure changes for replacement, privilege, exposure, cost, and rollback risk.
Cloud & infrastructure as code
An evidence-first workflow to identify unintended permissions and privilege-escalation paths in cloud access policy.
Containers & Kubernetes
An evidence-first workflow to review an image for provenance, contents, privileges, secrets, and reproducibility.
Containers & Kubernetes
An evidence-first workflow to review rendered Kubernetes resources and upgrade behavior before a release.
Security & privacy
An evidence-first workflow to map assets, trust boundaries, attacker capabilities, and abuse paths for a concrete change.
Security & privacy
An evidence-first workflow to trace personal data collection, purpose, sharing, retention, deletion, and user controls.
Databases & data engineering
An evidence-first workflow to explain a slow query from its plan, estimates, indexes, and runtime evidence.
Databases & data engineering
An evidence-first workflow to verify freshness, completeness, uniqueness, lineage, and recovery behavior.
AI/ML, prompts, RAG & agents
An evidence-first workflow to evaluate retrieval quality separately from answer quality and citation fidelity.
AI/ML, prompts, RAG & agents
An evidence-first workflow to turn prompt behavior into a repeatable dataset and scored release gate.
AI/ML, prompts, RAG & agents
An evidence-first workflow to review tool schemas, permissions, confirmation boundaries, and untrusted tool output.
Documentation & technical writing
An evidence-first workflow to verify that integration documentation matches the published API contract and real failure behavior.
Documentation & technical writing
An evidence-first workflow to write an incident procedure with entry conditions, safe checks, decisions, and stop conditions.
Git, releases & migrations
An evidence-first workflow to resolve conflicting intent while preserving both branches' tested invariants.
Git, releases & migrations
An evidence-first workflow to stage a backwards-compatible application and data migration with safe overlap.
Incident response & observability
An evidence-first workflow to reconstruct one request or failure across services without retaining sensitive payloads.
Incident response & observability
An evidence-first workflow to interpret error-budget burn across short and long windows before escalating.
Product, planning & operations
An evidence-first workflow to turn an ambiguous request into testable outcomes, constraints, and explicit non-goals.
Product, planning & operations
An evidence-first workflow to deduplicate and prioritize work using impact, evidence, dependency, and risk.
Product, planning & operations
An evidence-first workflow to review an experiment for hypothesis quality, metrics, guardrails, exposure, and decision rules.
Documents, media & structured files
An evidence-first workflow to audit a workbook for formula errors, inconsistent ranges, hidden assumptions, and reproducibility.
Documents, media & structured files
An evidence-first workflow to review a PDF for tags, reading order, language, text alternatives, forms, and contrast.
Documents, media & structured files
An evidence-first workflow to review a presentation for narrative, evidence, readability, accessibility, and speaker flow.