Implement a complete UI screen or feature from a Form visual spec. Use when asked to "build a page", "implement this screen", "build the frontend for this feature", or "create…
Build and manage open source community — Discord/Slack structure, contributor onboarding, ambassador program, community flywheel design, and GitHub community health.
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.
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…
Build a device driver or protocol handler — I2C sensors, BLE services, MQTT clients, SPI peripherals with interrupt-driven I/O and clean HAL abstraction.
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".
Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor…
Use when asked to select a UI style, choose a design direction, pick a visual approach for a product, or match a style to an industry.
Design a customer health scoring model — define signals, weights, thresholds, and action triggers. Use when asked to "build health scoring", "how do we predict churn", "what…
Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps.
Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover.
Translate a design brief — structured I-Lang or plain English — into a concrete DESIGN.md and optional HTML token preview.
Customer success reconnaissance — audit current onboarding completion, health signals, NRR, churn patterns, and CS motion.
Produce a complete metrics definition doc — metric name, formula, data source, segmentation, SQL or event tracking spec, and what good/bad looks like.
Diagnose runtime infrastructure issues — cold starts, timeouts, scaling problems, network failures. Use when asked about "infra is slow", "cold starts", "network issues", "why is…
Build a reporting pipeline — scheduled reports with SQL queries, delivery via Slack or email, threshold alerts, and historical comparison.
A/B test design — produce an experiment spec with hypothesis, primary metric, MDE, sample size, run time, and decision rule.
Build a production-ready prompt package — system prompt, few-shot examples, output format, edge case handling, eval criteria.
Revenue reconnaissance — audit current sales pipeline, deal patterns, ICP definition, and revenue motion to understand what's working and where the constraint is.
Use when asked to design an email template, newsletter, drip campaign email, transactional email, or any HTML email asset.
Maintain per-repo and cross-repo changelogs — append structured entries after agent work. Use when asked to "log this change", "update changelog", "what changed", "change history".
Build E2E test specs for critical user journeys — Playwright or Cypress, page objects, setup/teardown, CI config.
Set up mobile release pipeline — Fastlane, code signing, CI, beta distribution, versioning. Use when asked about "app store setup", "release pipeline", "fastlane", "beta…
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",…
ML reconnaissance — inventory all models, pipelines, data sources, and monitoring. Use when asked "what ML do we have", "model inventory", or "ML assessment".
Use when a product brief is finalized and ready to hand off to the engineering team, or when asked to send a brief to Apex, kick off engineering work, or start development on a…
Plan and scope a project — discovery, challenge assumptions, present S/M/L options with token and cost estimates.
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.
Backend engineer — APIs, system design, performance, distributed systems, and service scaffolding.
Design or audit B2B sales pipeline — define stage names, entry/exit criteria, qualification standards, and CRM field requirements.
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).
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…
Product landscape reconnaissance — survey existing briefs, research, strategy, and team output before writing new briefs or dispatching specialists.
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…
Text and Mermaid wireframes — produce screen-level layouts with content hierarchy, component placement, and interaction annotations.
Scope arbitration — resolve disagreements between product and engineering on what is in or out of scope, with a decision log and escalation path.
Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags.
Use when asked about UX patterns, interaction best practices, form design, navigation patterns, or loading states.
Write an Architecture Decision Record — document what was decided, why, what alternatives were considered, and what trade-offs were accepted.
Marketing and messaging reconnaissance — read existing landing pages, copy, positioning docs, and marketing materials to understand the current messaging state.
Use when asked to audit UI for visual quality, check design consistency, review brand alignment, evaluate design system compliance, or find visual issues before a launch.
Optimize customer onboarding — map the activation sequence, identify drop-off points, design the aha moment, and produce the onboarding email sequence.
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",…
User research reconnaissance — survey existing personas, research docs, interview notes, and feedback artifacts to establish what is already known about users.
Customer Success engineer — onboarding optimization, health scoring, expansion revenue, churn prevention, and NRR growth.
Audit developer experience — measure onboarding time, build speed, deployment friction, and developer satisfaction.
Design and spec an analytical dashboard — define the question each chart answers, write the SQL queries, spec the layout and refresh cadence.
Use when asked to create a brand identity, define visual design direction, generate a color palette or type system, build a style guide, or establish the look and feel for a…
Use when asked to design a landing page, marketing website, or any web presence intended to convert or inform.
PR and community reconnaissance — audit current press coverage, social presence, community health, and competitor PR.
Build a full CI/CD pipeline from scratch. Use when asked to "set up CI/CD", "create pipeline", or "automate deploys".
Frontend reconnaissance — map the component tree, routing, state management, build config, and assess quality.