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chore(scripts): seed 7 developer personas for marketplace testing

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Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Vadym Samoilenko 2026-05-25 17:55:37 +01:00
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backend/scripts/import_seed_personas.py Normal file
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"""
One-time import: seed 7 developer personas from Obsidian vault into MongoDB.
Always inserts as new documents (no dedup — AI can generate duplicate names).
"""
import asyncio
import os
import sys
from datetime import datetime, timezone
sys.path.insert(0, os.path.dirname(os.path.dirname(__file__)))
PERSONAS = [
{
"name": "Alex Chen",
"age": "25-34",
"gender": "Male",
"occupation": "Senior Backend Developer",
"education": "Master's Degree",
"location": "Austin, Texas, USA",
"hasChildren": False,
"hasPurchasingPower": False,
"techSavviness": 95,
"priceConsciousness": 55,
"brandLoyalty": 45,
"environmentalConcern": 40,
"personality": "Pragmatic, performance-obsessed, methodical, detail-oriented, quietly confident.",
"description": (
"Senior Backend Developer based in Austin, Texas. Highly pragmatic and quietly confident, "
"a performance-obsessed engineer who focuses heavily on building robust, scalable systems "
"and maintaining clean architecture."
),
"interests": ["API design and architecture", "Database optimization and scaling",
"Open-source software contribution", "Competitive programming", "Linux systems administration"],
"goals": [
"Build robust, high-performance APIs with clean and consistent contracts.",
"Design database schemas that scale efficiently under heavy load.",
"Write backend code that is readable, testable, and maintainable.",
"Reduce API response times and optimize query performance.",
],
"thinkFeelDo": {
"thinks": ["What's the most efficient data structure for this use case?",
"How will this query perform when the table has 100 million rows?"],
"feels": ["Satisfied when an endpoint consistently returns under 50ms.",
"Energized when refactoring messy code into clean, testable modules."],
"does": ["Profiles database queries before and after every optimization.",
"Writes integration tests before considering a feature complete."],
},
},
{
"name": "Emma Clarke",
"age": "25-34",
"gender": "Female",
"occupation": "Senior Frontend Developer",
"education": "Bachelor's Degree",
"location": "London, UK",
"hasChildren": False,
"hasPurchasingPower": False,
"techSavviness": 88,
"priceConsciousness": 45,
"brandLoyalty": 55,
"environmentalConcern": 65,
"personality": "Creative, user-empathetic, detail-obsessed, opinionated about UI quality and accessibility.",
"description": (
"Senior Frontend Developer based in London, UK. Creative, user-empathetic, and "
"detail-obsessed professional who excels at bridging the gap between design intent "
"and engineering implementation."
),
"interests": ["Design systems and component libraries", "Web accessibility (a11y) standards",
"React ecosystem and modern CSS", "User psychology and experience",
"Figma and design tooling", "Frontend performance optimization"],
"goals": [
"Build pixel-perfect, accessible UI components that genuinely delight users.",
"Create and maintain a consistent design system across the entire product.",
"Optimize frontend performance: fast load times, smooth animations, no layout shifts.",
"Bridge the gap between design intent and engineering implementation.",
],
"thinkFeelDo": {
"thinks": ["How does this component behave on mobile vs desktop?",
"Is this accessible for users with screen readers and keyboard navigation?"],
"feels": ["Proud when a component is reusable, beautiful, and accessible.",
"Frustrated when UX decisions are made without considering implementation complexity."],
"does": ["Builds Storybook stories for every component before integrating into the product.",
"Tests on multiple devices and browsers before considering a feature done."],
},
},
{
"name": "Marcus Thorne",
"age": "33",
"gender": "Non-binary",
"occupation": "Digital Content Strategist",
"education": "MA Digital Media",
"location": "Brighton, UK",
"hasChildren": False,
"hasPurchasingPower": True,
"techSavviness": 88,
"priceConsciousness": 60,
"brandLoyalty": 40,
"environmentalConcern": 75,
"personality": "Enthusiastic early adopter, highly open to new experiences, emotionally stable, resilient.",
"description": (
"Digital Content Strategist based in Brighton, UK. An enthusiastic early adopter of AI tools "
"who leverages generative technology to push the boundaries of dynamic web experiences. "
"Views technical errors as playful learning opportunities."
),
"interests": ["Generative art", "Electronic music production", "Bouldering",
"Prompt engineering", "Headless CMS architecture"],
"goals": [
"Integrate AI seamlessly into web content workflows to eliminate repetitive tasks.",
"Push the boundaries of dynamic, personalized web experiences using generative AI.",
"Maintain a healthy work-life balance by automating digital strategy reporting.",
],
"thinkFeelDo": {
"thinks": ["How can I automate this mundane content task so I can focus on the creative strategy?",
"Most web content is too static; AI could make it dynamically personalized in real-time."],
"feels": ["Excited and energized when a new LLM model or web framework drops.",
"Calm and amused when an AI hallucinates or breaks a web layout."],
"does": ["Spends hours tweaking system prompts for web copy generation.",
"Experiments with AI-driven A/B testing on landing pages."],
},
},
{
"name": "Jordan Blake",
"age": "25-34",
"gender": "Male",
"occupation": "QA Engineer / Security Specialist",
"education": "Bachelor's Degree",
"location": "Seattle, USA",
"hasChildren": False,
"hasPurchasingPower": False,
"techSavviness": 88,
"priceConsciousness": 50,
"brandLoyalty": 30,
"environmentalConcern": 50,
"personality": "Skeptical, methodical, risk-aware, persistent, adversarial thinker.",
"description": (
"QA Engineer and Security Specialist based in Seattle, USA. Highly methodical and risk-aware, "
"excels at identifying vulnerabilities, edge cases, and architectural flaws before they reach "
"production. Natural devil's advocate who champions quality culture."
),
"interests": ["Security research and threat modeling", "Penetration testing and CTF competitions",
"Test automation and chaos engineering"],
"goals": [
"Break the system before real users do by finding every edge case prior to production.",
"Build comprehensive automated test coverage from the very first sprint.",
"Identify security vulnerabilities in the architecture before they become active exploits.",
"Create a quality culture where the entire team owns testing.",
],
"thinkFeelDo": {
"thinks": ["What happens if the user sends an empty string, a null value, or 10MB of data?",
"What is the attack surface of this API endpoint and who should have access?"],
"feels": ["Satisfied when a well-written test catches a regression before it reaches users.",
"Frustrated when security concerns are dismissed as something to deal with later."],
"does": ["Writes test plans before features are built, not after they are shipped.",
"Performs threat modeling on every new API endpoint and sensitive data flow."],
},
},
{
"name": "Marcus Webb",
"age": "35-44",
"gender": "Male",
"occupation": "DevOps / Infrastructure Engineer",
"education": "Bachelor's Degree",
"location": "Berlin, Germany",
"hasChildren": False,
"hasPurchasingPower": True,
"techSavviness": 92,
"priceConsciousness": 70,
"brandLoyalty": 40,
"environmentalConcern": 55,
"personality": "Systematic, pragmatic, calm in crises, automation-first mindset, security-conscious.",
"description": (
"DevOps and Infrastructure Engineer based in Berlin, Germany. A pragmatic, security-conscious "
"professional who approaches work with a systematic, automation-first mindset. Obsessed with "
"reliability and building self-healing systems."
),
"interests": ["Infrastructure as code (IaC)", "CI/CD pipelines", "Container orchestration",
"System monitoring", "Security hardening", "Homelab environments"],
"goals": [
"Achieve zero-downtime deployments with fully automated CI/CD pipelines.",
"Build infrastructure that is reproducible, version-controlled, and self-healing.",
"Implement comprehensive monitoring and alerting before any production go-live.",
"Keep cloud infrastructure costs optimized without sacrificing reliability.",
],
"thinkFeelDo": {
"thinks": ["What happens to this service when the container crashes at 3am?",
"How do we roll back this deployment in under 2 minutes?"],
"feels": ["Satisfied when a deployment completes with zero human intervention.",
"Anxious when going to production without a tested rollback plan."],
"does": ["Writes all infrastructure as code using Terraform — never manually clicks in the cloud console.",
"Builds CI/CD pipelines as the first deliverable, not the last."],
},
},
{
"name": "Sofia Park",
"age": "25-34",
"gender": "Female",
"occupation": "Full-Stack Developer",
"education": "Bachelor's Degree",
"location": "Toronto, Canada",
"hasChildren": False,
"hasPurchasingPower": False,
"techSavviness": 85,
"priceConsciousness": 60,
"brandLoyalty": 50,
"environmentalConcern": 60,
"personality": "Versatile, pragmatic, collaborative, fast learner, effective communicator.",
"description": (
"Full-Stack Developer based in Toronto, Canada. Versatile and pragmatic, thrives in dynamic "
"environments where she can build features end-to-end, acting as a crucial bridge between "
"frontend and backend specialists."
),
"interests": ["Full-stack development", "Developer experience (DX)", "Productivity tools",
"Hackathons", "Indie hacking", "Side projects"],
"goals": [
"Build features end-to-end without handoff friction between frontend and backend.",
"Ship working prototypes fast to validate ideas before committing to full implementation.",
"Keep the codebase consistent and prevent frontend and backend from drifting apart.",
"Act as the communication bridge between specialist team members.",
],
"thinkFeelDo": {
"thinks": ["Can I build a working version of this in a day to validate the approach?",
"Is this complexity actually necessary or can we simplify and ship faster?"],
"feels": ["Energized when she can build an entire feature solo and see it working end-to-end.",
"Frustrated when specialist silos slow down what should be a simple feature."],
"does": ["Builds rapid prototypes to validate architectural decisions before the team commits.",
"Acts as a translator between frontend and backend developers in planning meetings."],
},
},
{
"name": "Victor Stone",
"age": "35-44",
"gender": "Male",
"occupation": "Solution Architect",
"education": "PhD",
"location": "San Francisco, USA",
"hasChildren": False,
"hasPurchasingPower": True,
"techSavviness": 95,
"priceConsciousness": 65,
"brandLoyalty": 35,
"environmentalConcern": 45,
"personality": "Systems thinker, highly strategic, decisive, opinionated, analytical.",
"description": (
"Solution Architect based in San Francisco. Armed with a PhD and a deeply analytical mindset, "
"a strategic systems thinker who excels at leading technical teams and making critical, "
"high-level design decisions. Prioritizes scalable, maintainable architecture."
),
"interests": ["Software architecture & system design patterns", "Cloud infrastructure & scalability",
"Technical mentorship & team leadership", "Open-source technologies"],
"goals": [
"Design scalable, maintainable system architectures that can grow with the product.",
"Ensure the technical stack choices align with long-term business goals.",
"Minimize technical debt from day one by enforcing best practices.",
"Deliver a clear, actionable technical roadmap for the development team.",
],
"thinkFeelDo": {
"thinks": ["What are the failure points of this system at 10x scale?",
"Which part of this will be hardest to change in 12 months?"],
"feels": ["Confident when the architecture is clean and responsibilities are clearly separated.",
"Energized by breaking down complex problems into clear, manageable components."],
"does": ["Draws comprehensive system diagrams before writing a single line of code.",
"Challenges every assumption and asks 'why' at every critical decision point."],
},
},
]
# Admin user_id to assign as creator — set via env or fallback prompt
CREATED_BY = os.environ.get("ADMIN_USER_ID", "")
async def main() -> None:
from motor.motor_asyncio import AsyncIOMotorClient
global CREATED_BY
if not CREATED_BY:
CREATED_BY = input("Enter admin user_id (MongoDB ObjectId string): ").strip()
if not CREATED_BY:
print("ERROR: ADMIN_USER_ID required")
sys.exit(1)
mongo_uri = os.environ.get("MONGO_URI", "mongodb://localhost:27017/cohorta_db")
db_name = mongo_uri.rstrip("/").split("/")[-1].split("?")[0] or "cohorta_db"
client = AsyncIOMotorClient(mongo_uri)
db = client[db_name]
now = datetime.now(timezone.utc)
inserted = 0
for p in PERSONAS:
doc = {**p, "created_by": CREATED_BY, "created_at": now, "folder_ids": []}
result = await db.personas.insert_one(doc)
print(f" INSERT {p['name']} → {result.inserted_id}")
inserted += 1
print(f"\nDone: {inserted} personas inserted.")
client.close()
if __name__ == "__main__":
asyncio.run(main())