Product marketer — positioning, messaging, value prop, GTM strategy, and launch copy.
Produce a complete firmware architecture spec for a described device — layer diagram, module responsibilities, HAL interface definitions, key state machines, RTOS decision.
Analytics reconnaissance for takeover — find all analytics tools, inventory what's tracked and dashboarded, assess data freshness and metric definitions, and present a coverage…
Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate.
Produce a complete metrics definition doc — metric name, formula, data source, segmentation, SQL or event tracking spec, and what good/bad looks like.
Design and execute a launch plan — Product Hunt, HN Show HN, newsletter coordination, social posts, and community launch moment.
Build API test suites — endpoint testing, contract testing, load testing for REST/GraphQL/gRPC APIs. Use when asked to "test this API", "API tests", "endpoint testing", "contract…
B2B proposal generator — takes deal context (ICP, pain, pricing tier, timeline) and produces a complete proposal document with executive summary, problem statement, solution,…
Use when asked to implement a chart, select a visualization type, or build a data display component. Examples: "implement chart for time series", "best visualization for…
Mobile audit — app size, startup time, crash reporting, store compliance, accessibility, offline behavior.
System takeover — take ownership of an existing codebase or inherited system. Use when "we acquired this", "previous team left", "take over this system", "inherited this codebase".
Produce a test strategy for a project or feature — risk map, test type decisions, coverage targets, CI config.
Product analyst — metrics architecture, funnel analysis, A/B test design, retention, and growth measurement.
Build production-grade infrastructure as code for a service or project. Use when asked to "set up infra", "provision infrastructure", "create cloud resources", "IaC for this…
Produce a complete positioning document using the Dunford framework — competitive alternatives, unique attributes, value, best-fit customer, market category, positioning…
Embedded and IoT engineer — firmware, microcontrollers, OTA updates, device protocols.
Produce a complete OTA update system design — partition layout, update flow, rollback conditions, validation checks, fleet management approach, failure modes and recovery.
Content marketing reconnaissance — audit current content, SEO health, competitor content gaps, and content distribution.
Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags.
Build a full CI/CD pipeline from scratch. Use when asked to "set up CI/CD", "create pipeline", or "automate deploys".
Write a blog post or article — research the keyword, draft the post, and produce publish-ready content with SEO optimization.
MEDDPICC-based deal qualification worksheet — guide Deal through structured qualification of any opportunity and produce a filled card + recommended next action.
Set up a complete deployment configuration — Dockerfile, deployment manifest, environment config, and rollback procedure.
Diagnose runtime infrastructure issues — cold starts, timeouts, scaling problems, network failures. Use when asked about "infra is slow", "cold starts", "network issues", "why is…
Design and build networking infrastructure — VPCs, subnets, DNS, load balancers, firewall rules. Use when asked to "set up networking", "VPC design", "configure DNS", "load…
Write an Architecture Decision Record — document what was decided, why, what alternatives were considered, and what trade-offs were accepted.
Design expansion revenue playbooks — upsell triggers, seat expansion sequences, tier upgrade paths, and cross-sell motions.
Strategic context reconnaissance — read existing roadmaps, OKRs, competitive docs, and briefs to establish context before planning.
Use when asked to design a user flow, map how a user moves through a feature, create a wireframe or flow diagram, or document interaction design for a product brief.
Audit existing infrastructure for security issues, waste, and misconfigurations. Use when asked to "audit my infra", "check cloud setup", "infra review", "are we wasting money",…
Use when asked to design social media graphics, ad creatives, or marketing assets. Examples: "design a LinkedIn post for our launch", "create ad creatives for our campaign", "make…
SEO strategy and keyword research — build topic clusters, keyword gap analysis, on-page audit, and prioritized SEO roadmap.
Instrumentation plan — design event taxonomy, property schema, and tracking plan for analytics tools.
Build and manage open source community — Discord/Slack structure, contributor onboarding, ambassador program, community flywheel design, and GitHub community health.
Generate onboarding documentation — what this project does, how to set up locally, where things live, key decisions, how to deploy. Written for day-one engineers who know nothing.
Build production-ready Dockerfiles with multi-stage builds, security hardening, and docker-compose for local dev.
Competitive analysis ending in a clear positioning call — where to play, how to win. Use when asked to "analyze competitors", "competitive landscape", "how do we compare to X",…
Build an ML pipeline — from data to trained model to serving endpoint. Use when asked to "build ML model", "train a model", "prediction pipeline", "classification", or…
Use when asked about UX patterns, interaction best practices, form design, navigation patterns, or loading states.
Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions.
Build a production-ready prompt package — system prompt, few-shot examples, output format, edge case handling, eval criteria.
Messaging framework — produce a full headline, subheadline, proof points, and CTA hierarchy for use across all surfaces.
Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover.
Define a golden path — the opinionated, supported way to do a common developer task (create a new service, set up an environment, deploy a feature).
Produce a threat model — assets, ranked threats, mitigations, accepted risks. Use when asked to "threat model this", "what could go wrong security-wise", "map our attack surface",…
PR & Community engineer — press pitches, social media, open source community, DevRel, and coordinated launch moments.
Plan and scope a project — discovery, challenge assumptions, present S/M/L options with token and cost estimates.
Platform reconnaissance — inventory all developer tooling, environments, build systems, and developer workflows for project takeover.
Media and podcast outreach personalizer — takes a story angle and target journalist or host list and produces personalized pitch emails per target.
Database reconnaissance — full inventory of schema, migrations, data volume, backups, connection pooling, and query patterns.
Growth experiment design — structure a growth hypothesis, define metric, baseline, expected lift, and kill condition for a single experiment.
Produce a system design doc — components, data flow, decisions made, tradeoffs, failure modes. Not a list of options. An actual design with calls made.
Growth engineer — acquisition channels, activation funnels, retention playbooks, and PLG strategy.
Infrastructure reconnaissance — inventory all cloud resources, map connections, flag risks. Use when asked to "inventory our infra", "what infrastructure do we have", "map our…
Build E2E test specs for critical user journeys — Playwright or Cypress, page objects, setup/teardown, CI config.
CTO-level project status from git and codebase state. Use when asked "where are we", "project status", "what's done", or at the start of a work session.
Use when asked to design growth-optimized landing pages, activation funnel layouts, or experiment-friendly page structures.
Use when asked to design iOS or Android mobile app screens, create mobile UI, spec mobile flows, or produce screen designs for a native app.
Mobile engineer — native iOS/Android, cross-platform, app stores, mobile performance.
Contribute a session learning back to the upstream tonone repo. Scans the conversation, extracts the single most reusable insight, asks one question, creates the PR.