Skill rating

Translate one internal roadmap into audience-appropriate formats with confidence-band discipline. Use when preparing a roadmap readout, tailoring it for an exec, customer, eng, or sales audience, or a

Writes and grades Why-What-Acceptance backlog items so each one traces to an OKR and passes INVEST before a sprint. Use when writing backlog items, checking sprint readiness, or finding work that serv

Audits and rewrites LinkedIn drafts to remove machine-sounding patterns: tiered tell catalogue, emoji-pattern scoring, rule explanations, and a voice fingerprint built from the author's own posts. Use

Strategic advisory for fintech founders on US/EU regulatory triggers, license-vs-partner, KYC/AML, and embedded finance. Use when scoping a fintech idea or regulatory exposure, or mentioning fintech,

Audit data quality across pipelines, warehouses, and stores. Use when designing a DQ program, defining DQ dimensions, building rule-based checks, detecting schema drift, monitoring freshness SLAs, or

Run parallel Git worktrees without collisions: a port block per worktree, .env sync, health checks for stale or dirty trees, and safe cleanup of merged ones. Use when several branches or agents need r

Performance profiling for Node.js, Python, and Go: CPU flamegraphs, memory leak detection, bundle analysis, query optimization, and k6 load testing. Use when diagnosing slow endpoints, memory growth,

Plan and build landing pages: page structure, copy frameworks (PAS, AIDA, BAB), CTA strategy, SEO meta and Core Web Vitals. Use when creating landing, campaign, lead capture or conversion pages.

Synthesize raw user research (interviews, surveys, tickets) into themed findings and decision-ready briefs. Use when synthesizing user interviews, building a findings brief, or communicating research

ISO 42001 AI Management System (AIMS) audit-prep playbook. Use when an ISO 42001 certification audit is scheduled (Stage 1 or Stage 2), when a surveillance or internal AIMS audit is due, or when prepa

Strategic advisory for edtech founders on FERPA/COPPA compliance, K-12 vs higher-ed vs L&D dynamics, district sales, and pricing. Use when scoping an edtech product or navigating procurement, or menti

Review REST API designs for quality, consistency, and breaking changes. Lints OpenAPI specs, generates scorecards, and detects breaking changes between versions. Use when designing APIs, reviewing con

Design, build, and operate Kubernetes operators. Use when extending Kubernetes with a custom controller, choosing a framework, designing CRDs, implementing reconciliation loops, or auditing an operato

Plans zero-downtime migrations with compatibility validation, rollback strategies, and phased execution plans. Use when migrating databases, APIs, infrastructure, or services between platforms or vers

Protect, design, and measure focused work — block defence, session structure, interruption budgets, and deep-work ratio. Use when the calendar is fragmented, focus blocks keep getting eaten, or output

Generates polite, rate-limited scraper and form-submission scripts (requests, no JS) and audits automation code for blocking and overload risks. Use when writing a permitted scraper, scripting a form

Design deep modules with small interfaces and rank shallow, pass-through or leaky code for deepening. Use when designing a module interface, improving codebase architecture, or making code easier to t

Detect documentation drift against code changes, score staleness, validate API docs via AST parsing, and audit link integrity. Use when docs fall out of sync with code, preparing releases, running CI

Review an existing Helm chart and its values files: metadata, structure, dependency pinning, resources, security context, image tags, probes and plaintext secrets. Use when auditing a chart before rel

Estimates LLM token counts and per-request cost across models, flags wasteful prompt text, and models prompt-cache break-even. Use when budgeting LLM spend, comparing models on cost, or trimming promp

Builds MCP servers: OpenAPI-to-tool conversion, tool and schema linting, TypeScript or Python scaffolds, transports. Use when exposing an API to AI agents, building a tool server, or reviewing MCP too

Manage and optimize monorepos with Turborepo, Nx, pnpm workspaces, and Changesets. Use when working in monorepos, running impact analysis, optimizing build times with remote caching, migrating from mu

Audit whistleblower systems and draft compliant reporting policies. Use when assessing or building whistleblower programs.

Apply behavioral psychology, cognitive biases, and 70+ mental models to marketing for conversion optimization, pricing, copy, and campaigns. Use for persuasion, behavioral science, why people buy, con

Product analytics for instrumenting products, defining metrics, and building retention funnels. Use when designing a metric tree, instrumenting a feature, auditing instrumentation, defining a North St

Configures Jira projects, workflows, boards, JQL, automation and dashboards, and audits board, issue and workflow exports. Use when setting up or fixing Jira, writing or debugging JQL, or designing au

Clinical study operations — protocol structure, endpoint selection, eligibility design, sample-size and power planning, site feasibility, and documentation readiness. Use when planning, auditing, or c

Designs hypothesis-driven fault-injection experiments, sizes their blast radius and plans gamedays. Use when designing a chaos experiment, planning a gameday, choosing what to inject, or building a ch

Analyse an existing SQL schema for normalization and constraint gaps, recommend indexes from query patterns, and generate forward/rollback migrations. Use when reviewing DDL, tuning indexes, or diffin

Drafts, validates and ages operational runbooks (deploy, incident, database, scaling, monitoring) with stack-specific commands, VERIFY steps and rollback. Use when bootstrapping ops docs, preparing on

Extract structured data from multiple documents into comparison matrix with citations. Use for bulk document review.

Build a trusted capture-and-triage front door so no commitment lives in your head. Use when open loops keep slipping, an inbox has become a backlog, or vague notes never turn into action.

Turn reflection into decisions by scoring predictions against outcomes and tracking whether commitments held. Use when running a quarterly review, scoring forecast calibration, or reflection keeps pro

Apple Human Interface Guidelines expert across iOS, iPadOS, macOS, watchOS, tvOS, and visionOS. Use when designing or reviewing an Apple-platform app, auditing for HIG compliance, picking native compo

Turns user research into design decisions: journey maps with gap checks, SUS and task scoring, and heuristic design critique. Use when mapping a journey, scoring a usability test, or critiquing a flow

Continuous product discovery research operations — picking the method that fits the question, recruiting and screening participants, building interview guides, and scoring evidence into insights. Use

Research budgeting and funding operations — study budget construction, cost per participant and per insight, burn against milestones, and portfolio prioritisation by decision value. Use when costing,

Build an offer from the buyer's obstacles: component stack, value drivers, an affordable guarantee and honest urgency, scored before launch. Use when buyers say no, packaging bonuses, choosing a guara

Makes and records architecture decisions (pattern, database, monolith vs services) as ADRs, backed by coupling and diagram tools. Use when writing an ADR, choosing an architecture or database, or revi

Generate templated responses for common legal inquiries with escalation detection. Use when drafting legal responses.

Prepare structured briefings for meetings with legal relevance and track action items. Use when prepping legal meetings.

ISMS auditing for ISO 27001 compliance, control assessment, and certification support. Use for ISMS audit programs, internal/external ISO 27001 audits, ISO 27002 Annex A control testing, and Stage 1/S

Market sizing and market structure work — TAM/SAM/SOM built top-down and bottom-up then reconciled, segmentation, demand triangulation, and survey design. Use when sizing a market, writing a sizing me

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Use when assessing technical debt, scaling engineering teams, evaluating technologies, or making a

Keep a project glossary of domain terms and lightweight decision records, and catch banned synonyms in docs and code. Use when terms are used inconsistently, writing a GLOSSARY.md, or recording a desi

Lays down a Next.js SaaS skeleton (provider-specific deps, env, Drizzle tenancy schema, middleware) and guides auth, billing and tenant isolation. Use when starting a SaaS, subscription app or multi-t

Structured legal risk assessment with 5x5 Severity x Likelihood matrix. Use for risk scoring, risk registers, escalation decisions, and risk memos.

Design tokens, light/dark theming, and WCAG contrast validation for HTML documents and decks, compiled into one inlinable CSS bundle. Use when theming a report or deck, auditing contrast, or fixing da

Design AI agent communication protocols: MCP tool schemas, A2A, function calling, and inter- agent messaging. Use when building multi-agent systems, defining tool interfaces, or implementing agent-to-

Builds and reviews Node.js REST APIs on PostgreSQL: OpenAPI-to-route scaffolding, schema and index analysis with migrations, HTTP load tests with a CI gate. Use when designing endpoints, fixing slow q