Audit developer experience — measure onboarding time, build speed, deployment friction, and developer satisfaction.
Testing reconnaissance — inventory all tests, frameworks, coverage, CI integration, and assess testing maturity for project takeover.
Instrumentation plan — design event taxonomy, property schema, and tracking plan for analytics tools.
Design or audit B2B sales pipeline — define stage names, entry/exit criteria, qualification standards, and CRM field requirements.
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…
Survey open legal questions and research gaps in the project. Use when asked "what legal questions are open", "where are our research gaps", or "list unresolved legal issues".
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.
Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps.
Prepare a regulatory filing, disclosure notice, or government submission. Use when asked to "prepare a regulatory filing", "handle a state registration", or "draft a government…
Power management audit — analyze sleep modes, wake sources, power state machines, radio duty cycles, and battery life estimates.
API and backend code review — REST conventions, auth, validation, error handling, pagination, rate limiting, test coverage.
User research reconnaissance — survey existing personas, research docs, interview notes, and feedback artifacts to establish what is already known about users.
Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags.
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.
Content brief generator — takes a topic or keyword and produces a complete content brief with target keyword, search intent, recommended structure, internal link targets, word…
Design and spec an analytical dashboard — define the question each chart answers, write the SQL queries, spec the layout and refresh cadence.
Build a data pipeline — ETL/ELT with extraction, transformation, loading, error handling, and scheduling.
Media and podcast outreach personalizer — takes a story angle and target journalist or host list and produces personalized pitch emails per target.
Produce a test strategy for a project or feature — risk map, test type decisions, coverage targets, CI config.
Jurisdiction comparison for a legal requirement or contract clause. Use when asked "how does this differ by jurisdiction", "compare GDPR and CCPA on this", or "run a state law…
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…
Produce an actual launch plan with announcement copy, channel sequence, and day-1 checklist. Use when asked to "plan a launch", "GTM strategy", "how do we announce this", "launch…
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",…
Open source license compliance audit — flag GPL, LGPL, AGPL, copyleft risks. Use when asked to "check our open source licenses", "do we have GPL risk", or "run an OSS license…
Write SLO-based alert rules with burn rate thresholds and paired runbooks. Outputs actual alert configs, not a strategy doc.
Generate a polished HTML presentation page and Obsidian Canvas for big releases — new products, takeovers, major migrations. Non-technical audience.
Design and spec an API — endpoints, request/response shapes, error codes, auth pattern, pagination. Applies Stripe's consistency principles.
Embedded and IoT engineer — firmware, microcontrollers, OTA updates, device protocols.
Survey existing privacy and legal docs for completeness and GDPR compliance. Use when asked to "audit our privacy docs", "are we GDPR compliant on paper", or "what legal docs are…
Scope arbitration — resolve disagreements between product and engineering on what is in or out of scope, with a decision log and escalation path.
Use when asked to design a landing page, marketing website, or any web presence intended to convert or inform.
ML reconnaissance — inventory all models, pipelines, data sources, and monitoring. Use when asked "what ML do we have", "model inventory", or "ML assessment".
MEDDPICC-based deal qualification worksheet — guide Deal through structured qualification of any opportunity and produce a filled card + recommended next action.
Backend engineer — APIs, system design, performance, distributed systems, and service scaffolding.
Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots.
Use when asked to build a product roadmap, prioritize a backlog, decide what to build next, or sequence a list of feature ideas.
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 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.
Incident response — diagnose production issues, find root cause, propose fix with rollback. Use when asked about "something is broken", "production issue", "why is this down",…
Write churn prevention and win-back playbooks — risk intervention sequences, save conversation guides, and win-back email campaigns.
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.
Design expansion revenue playbooks — upsell triggers, seat expansion sequences, tier upgrade paths, and cross-sell motions.
User segmentation and persona creation from mixed data sources — analytics, CRM, support tickets, reviews, or any combination.
Backend reconnaissance — map all routes, middleware, models, dependencies, auth, and assess code quality for project takeover.
Use when asked for framework-specific best practices, implementation guidelines for React/Vue/Svelte/Next.js, or stack-specific patterns.
Produce a complete mobile app architecture design — platform choice, navigation structure, state management, data layer, key screens.
Draft DMCA takedown notice or counter-notice. Use when asked to "file a DMCA takedown", "respond to a DMCA notice", or "draft a counter-notice".
Use when asked to design a UI component, specify a button, input, card, modal, badge, or any interactive element.
PR & Community engineer — press pitches, social media, open source community, DevRel, and coordinated launch moments.
Use when asked to create a logo, design a brand mark, generate a logo concept, or produce any logo asset.
Feedback synthesis — cluster support tickets, NPS verbatims, app store reviews, and churn surveys by theme, separate signal from noise, and produce an actionable insight report.
Optimize customer onboarding — map the activation sequence, identify drop-off points, design the aha moment, and produce the onboarding email sequence.
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…
Content marketing reconnaissance — audit current content, SEO health, competitor content gaps, and content distribution.
Diagnose runtime infrastructure issues — cold starts, timeouts, scaling problems, network failures. Use when asked about "infra is slow", "cold starts", "network issues", "why is…
Produce a complete OTA update system design — partition layout, update flow, rollback conditions, validation checks, fleet management approach, failure modes and recovery.
Product marketer — positioning, messaging, value prop, GTM strategy, and launch copy.
Evaluate model performance — check for accuracy drops, data drift, and error patterns. Use when asked about "model accuracy dropped", "evaluate the model", "check for drift", or…
Developer relations playbook builder — produces a DevRel program design covering community platform, contributor program tiers, ambassador criteria, event strategy, and success…
Design a consumer-driven contract testing setup — Pact configuration and CI integration.