Give your agent a whole team’s playbook.

Translate a product brief into observable acceptance examples and resolve ambiguity before implementation or release review.

Turn existing customer interviews, support evidence, and usage observations into a traceable product problem decision.

Turn a batch of product feedback into deduplicated, evidence-linked backlog changes and customer response drafts.

Assess a specific product release and produce a release decision, owner actions, and customer-facing readiness artifacts.

Rank competing product opportunities using comparable evidence, explicit constraints, and sensitivity to uncertain estimates.

Convert a feature request or oversized roadmap item into a bounded release specification with explicit tradeoffs.

Finish the behavior of an existing interface: state transitions, feedback, focus, dense work, and motion. Use after the main task and visual direction are established.

Use when animations jump, queue, finish in the wrong state, or fight rapid repeated input.

Use when a working interface needs a focused visual polish pass without changing its product scope.

Use when buttons, toggles, saves, or optimistic actions feel unresponsive or give ambiguous completion feedback.

Use when adding or tuning UI animation that explains a state change, spatial relationship, or direct interaction.

Use when adapting a desktop composition to smaller screens or fixing layouts that collapse under real content.

Design or revise an HTTP API contract when request semantics, errors, pagination, or client compatibility need concrete decisions.

Build or debug asynchronous jobs when retries, cancellation, scheduling, worker crashes, or progress reporting affect user-visible behavior.

Implement or repair retryable server writes, webhook ingestion, and duplicate suppression where repeated requests could create duplicate effects.

Investigate slow endpoints or expensive server workloads and implement measured improvements using representative workloads.

Plan or implement database schema and data migrations that must coexist with running application versions and preserve existing records.

Add or improve service logs, metrics, traces, and alerts for a concrete operational question or production failure mode.

Create or repair browser tests for user journeys where accessible interaction, navigation, state, and rendering must work together.

Verify behavior across database, API, queue, or service boundaries where isolated mocks can miss serialization and persistence failures.

Diagnose a newly failing test or user-visible regression and isolate whether the change, environment, or test caused it.

Design reusable deterministic fixtures that expose meaningful states without coupling tests to incidental data or leaking real customer information.

Choose focused verification for a proposed change based on affected behavior, failure impact, and existing coverage.

Write or refactor focused unit tests for deterministic logic while avoiding brittle implementation coupling and excessive mocking.

Use when auditing a defined set of brand surfaces for conflicting identity, voice, or product claims.

Use when clarifying what a brand stands for, whom it serves, and why buyers should choose it over a concrete alternative.

Build and test writing guidance from a person's approved samples. Use when tone adjectives or generic presets fail to reproduce their actual editorial choices.

Use when preparing approved logos, colors, typography, and usage rules for a practical brand handoff.

Use when generating and evaluating names for a product, feature, or brand against a specific brief.

Create a distinctive interface through current professional references, ambitious composition studies and visual comparison. Use for new websites, product UI or rejected designs; preserve approved direction for maintenance.

Find the first meaningful value milestone and diagnose activation losses from event data and user evidence.

Evaluate an A/B experiment and produce a valid result interpretation, decision, and reproducible analysis artifact.

Create behavior-triggered onboarding, recovery, or retention messages with explicit eligibility and suppression rules.

Repair a specific onboarding flow so a new user can complete a meaningful first task with less avoidable friction.

Build a referral or invitation flow around a real shared-use benefit with clear reward economics and abuse boundaries.

Build comparable retention cohorts and identify a specific repeat-value problem with an actionable intervention.

Turn community discussions into a traceable feedback digest and completed responses without overstating representativeness.

Analyze community participation and moderation evidence to improve useful member activity and operating sustainability.

Create the finished operating and welcome assets for a focused new customer or practitioner community.

Build and operate a specific community event with finished participant communications, a run of show, and recovery options.

Apply an existing community policy to a reported incident and produce a proportionate case record and response.

Create a scoped partnership proposal with a real member benefit, balanced responsibilities, and usable outreach artifacts.

Use when interface content is difficult to read, distinguish, or operate under zoom, color changes, or narrow layouts.

Use when designing or fixing labels, validation, error summaries, and recovery in a form.

Use when a web task cannot be completed by keyboard or focus disappears, skips controls, or becomes trapped.

Use when implementing or repairing modal dialogs, command dialogs, or confirmation overlays on the web.

Use when asked to audit a defined web flow or release for accessibility and produce actionable evidence.

Use when search results, saves, background operations, or toasts need useful screen-reader announcements.

Use when creating an interactive web study of a material or object with controllable appearance and a static alternative.

Use when a Three.js scene loads slowly, drains resources, or needs a practical performance budget for target devices.

Use when adding picking, object selection, rotation, or parameter controls to a web 3D scene.

Use when scenes accumulate memory, duplicate render loops, or fail after remounting, navigation, or context loss.

Use when a web 3D object looks flat, muddy, clipped, or materially implausible and needs a controlled studio lighting pass.

Use when a canvas experience must remain understandable if WebGL, JavaScript, assets, or motion are unavailable.

Build retention, conversion, or expansion cohort analyses with consistent entry rules and observation windows.

Create coherent fictional business datasets and matching sample content for demos, prototypes, onboarding, or portfolio work.

Design or revise product analytics events when teams need consistent instrumentation for journeys, activation, and adoption.

Define or repair business metrics when dashboards disagree about revenue, activation, conversion, retention, or their denominators.

Add data pipeline validation or diagnose unreliable imports, transformations, and published datasets.

Answer a business question with SQL while controlling join multiplicity, null semantics, grain, and reconciliation.

Design or implement defensive quotas, rate limits, and resource bounds for a specified expensive or abuse-prone product operation.

Review or repair access control for tenant resources, object operations, and privileged fields in an application the user is authorized to assess.

Map personal or sensitive data flows for a specified product feature and implement scoped minimization, retention, or deletion controls.

Assess and remediate a concrete dependency advisory or requested package risk using the actual lockfile, reachable code, and primary advisory evidence.

Repair application or delivery secret handling, redaction, and rotation workflows for known credentials within an authorized environment.

Assess defensive threats for a specified feature or architecture and turn plausible abuse paths into scoped engineering changes.

Use when checking a draft for unsupported numbers, causal claims, quotations, comparisons, or implied endorsements.

Revise existing prose while preserving its facts, uncertainty, authorial stance, and observable voice. Use for editing a supplied draft, not inventing a new brand personality.

Use when turning project notes, interviews, or results into a customer or portfolio case study without inflating outcomes.

Use when documenting a concrete setup, integration, command-line task, or troubleshooting procedure that readers should be able to execute.

Use when converting merged changes into release notes that explain observable behavior, migration needs, and known limitations.

Use when writing labels, helper text, empty states, errors, confirmations, or other copy inside an interactive product.

Write a relevant follow-up to an existing sales conversation using the buyer’s context and a useful next action.

Convert a closed or closing opportunity into an implementation-ready customer handoff with promises, owners, and verified context.

Turn authorized sales notes and account evidence into a qualified opportunity brief and concrete next-step draft.

Reconcile a CRM export into evidence-based stages, realistic next actions, and an auditable forecast view.

Evaluate packaging, discounts, or a specific quote using unit economics, customer evidence, and explicit commercial constraints.

Create a buyer-specific commercial proposal from verified scope, pricing, delivery constraints, and discovery evidence.

Build a cash-timing forecast and scenario comparison from supplied balances, expected receipts, and payment obligations.

Turn a consequential operating decision or ownership transfer into a completed, evidence-linked record that another person can act on.

Prepare a role-specific employee onboarding package and complete authorized setup and handoff work.

Create a role-specific hiring brief, structured evaluation rubric, and realistic work sample based on actual job requirements.

Translate a company objective into a feasible operating commitment and complete the first concrete work artifacts.

Compare vendors for a specific business need and produce an evidence-backed selection record and usable evaluation artifacts.

Use when turning a repeated UI pattern into a reusable component or clarifying an unstable component API.

Use when adding or repairing interface icons within an existing icon family or establishing an SVG icon system.

Use when defining or repairing a web type scale, font loading, long-form reading, or dense interface typography.

Use when extracting repeated design values into tokens or restructuring a token system for themes and components.

Use when teams have duplicated components, conflicting tokens, or uncertain ownership and need a practical consolidation plan.

Use when introducing dark mode, an alternate theme, or a theme migration across an existing interface.

Use when a frontend fetch, mutation, search, or save needs explicit loading, empty, error, and stale-result behavior.

Use when wiring a web form to an API while preserving drafts, preventing accidental duplicates, and handling server validation.

Use when investigating slow page rendering or interaction and implementing a measured frontend improvement.

Use when a web page or control needs a useful baseline before JavaScript or optional capabilities load.

Use when optimizing page images or video for layout stability, loading behavior, and appropriate image selection.

Use when filters, sorting, tabs, or pagination should survive reloads, sharing, and browser navigation.

Design or repair tools exposed to a model when argument validation, side effects, authorization, retries, or result interpretation need clear boundaries.

Measure and improve AI feature cost or response time without inventing provider prices or sacrificing required quality.

Create or improve an evaluation harness for model output, prompts, retrieval, or agent behavior using representative cases and defensible scoring.

Design or implement a bounded AI product feature with explicit user value, failure behavior, and measurable acceptance criteria.

Build or diagnose retrieval for grounded answers over a known document corpus, including chunking, filtering, citations, and freshness.

Implement or debug model-generated JSON and typed artifacts that must satisfy a downstream application contract.

Build or repair continuous integration checks that reliably validate the repository while respecting dependency, caching, and workflow trust boundaries.

Verify that a deployed artifact is the intended revision and that its critical user behavior works in the target environment.

Prepare a concise engineering handoff for completed or interrupted work so another person can operate, review, or continue it accurately.

Investigate and stabilize an active service incident using available evidence, bounded mitigations, and a clear operational timeline.

Prepare a concrete release sequence for a completed change that has compatibility, migration, rollout, or coordination requirements.

Prepare or execute recovery for a specific release when application versions, migrations, external effects, or restored data complicate reversal.

Analyze a completed campaign export and produce a defensible decision with corrected reporting and follow-on assets.

Choose a practical channel mix and build executable campaign assets using audience evidence, budget, and operating capacity.

Transform an owned source article, talk, demo, or research note into finished channel-specific assets without inventing evidence.

Write a coordinated release announcement, landing copy, and promotion assets from verified product launch facts.

Translate approved positioning into evidence-backed product claims and complete homepage messages, then check those messages against customer understanding.

Create or improve a search-focused page that directly answers a documented audience task and fits an existing site.

Turn a purchased customer outcome into completed onboarding artifacts, milestones, and a usable first-value path.

Prepare a technical or commercial escalation with sufficient evidence for the receiving owner to act and a clear customer update.

Turn a resolved recurring issue into a verified, searchable help article and reusable support response.

Prepare a customer renewal or retention recommendation from actual usage, outcomes, support history, and commercial terms.

Resolve a documented customer issue through evidence-based diagnosis and produce a tested answer with a clear recovery path.

Classify an incoming support queue by actual customer impact and produce routed records plus useful first responses.

Explain a comparison, process or what-if scenario visually when seeing relationships or changing inputs helps the user decide.

Create or revise a shareable document when page layout, tables, references and the exported file must survive delivery.

Turn meeting notes or a transcript into traceable decisions, assigned actions and unresolved questions without inventing agreement.

Research a specific decision or comparison when the answer needs current sources, competing evidence and a recommendation.

Turn a repeated, demonstrated task into a focused agent skill with useful resources and checks for correct activation.

Build or repair a workbook whose formulas, editable assumptions and totals must remain correct when inputs change.