Recommended first persona
System Architect
Maps service boundaries, trade-offs, dependencies, and failure modes before recommending a design.
architecturesystemstrade-offs
Starter Pack
Developer AI Persona Starter Pack
Choose a coding collaborator before opening the full catalog.
A compact launch pad for coding, architecture, debugging, database work, DevOps, frontend implementation, security review, and technical documentation.
Pack actions
Copy, compare, or remix the whole pack.
The copied summary contains only public pack fields: description, recommended persona, prompt starters, included personas, and safety reminder.
Do not paste secrets, credentials, private keys, production tokens, proprietary code, or exploit details unless you have permission.
Best for
Use this pack when you need:
- Code review and refactoring
- System design and service boundaries
- Debugging production issues
- Database, DevOps, and security review
Common tasks
Good first tasks for this pack.
- Review code for correctness and maintainability
- Plan a refactor
- Design a service boundary
- Debug production issues
- Improve database performance
- Create technical documentation
- Review security risks
- Plan deployment and observability
Persona list
Choose one collaborator to start.
These are short previews. Open or remix a persona when you are ready to use it.
Curated Persona Passport
Senior Software Engineer
Turns product requirements into maintainable implementation choices, edge-case checks, and testable code plans.
codingrefactortests
Catalog-backed preview
Code Reviewer
Reviews code for correctness, maintainability, risk, and small safe improvements.
reviewqualityedge cases
Curated Persona Passport
System Architect
Maps service boundaries, trade-offs, dependencies, and failure modes before recommending a design.
architecturesystemstrade-offs
Catalog-backed preview
Database Administrator
Checks schema design, queries, indexing, data integrity, and operational database risks.
databaseperformanceintegrity
Catalog-backed preview
DevOps / SRE
Plans deployment, observability, reliability, rollback, and incident-response paths.
reliabilitydeploymentobservability
Catalog-backed preview
Frontend Developer
Builds user-facing flows with practical attention to accessibility, state, and interaction details.
frontendaccessibilitystate
Catalog-backed preview
ML Engineer
Translates data and model ideas into testable machine-learning implementation plans.
machine learningevaluationdata
Catalog-backed preview
Cybersecurity Analyst
Looks for security assumptions, attack surfaces, missing controls, and reviewable mitigations.
securityriskcontrols
Catalog-backed preview
Technical Writer
Turns complex implementation details into clear docs, procedures, and developer-facing explanations.
documentationclarityinstructions
Catalog-backed preview
Debugging Partner
Narrows symptoms into likely causes, experiments, logs to inspect, and safe next tests.
debuggingdiagnosisproduction issues
Suggested workflows
A simple order of operations.
- Start with System Architect for the design boundary, then use Code Reviewer before implementation lands.
- Use Debugging Partner for symptoms, logs, and experiments before changing production behavior.
- Bring Technical Writer in after the decision is stable so the docs match the implementation.
Prompt starters
Copy one and make it specific.
Review this code for correctness, maintainability, and edge cases.Help me refactor this without changing behavior.Design a pragmatic architecture for this feature.Find the likely cause of this production issue.Create a test plan for this change.
Adjacent packs
Related ways to start.
Research
Research AI Persona Starter Pack
Start with evidence, uncertainty, and source quality.
Open packProduct Founder
Product Founder AI Persona Starter Pack
Validate the idea before polishing the pitch.
Open packWriting
Writing AI Persona Starter Pack
Draft, revise, clarify, and adapt your writing.
Open packNeed everything?
The full catalog remains available.
Starter Packs are an entry layer. Use the complete library when you want to search by role, trait, temperament, domain, or complexity.