Inspiration
Millions of people feel stuck in their careers — not because they lack talent, but because they lack clarity. They overthink decisions, follow random advice, or rely on luck, trends, or social pressure.
We were inspired by a simple idea:
What if career decisions had something like astrology — but based on reality, not stars?
That idea became Sigma Career Advisor: “Sigma astrology for your career goal” — a metaphor for deep, confident, AI-driven reasoning that helps people understand what their next move should be, based on who they actually are.
What it does
Sigma Career Advisor is a no-login, AI-agent–powered application that gives users career clarity in one flow.
Users:
Set a career goal
Upload their resume
Instantly receive:
Career role analysis
Skill validation (what they have vs what they lack)
A personalized learning plan
Realistic project ideas
Job matches aligned with readiness
Instead of overwhelming users with options, Sigma acts like a career strategist, reasoning step-by-step and automatically guiding them from resume → jobs.
How we built it
Gemini 3 (Google AI Studio) is the core intelligence engine
Resume understanding
Career reasoning
Skill gap analysis
Learning and job recommendations
Agent-based design
We reduced a complex 9-step journey into a 5-step autonomous agent process:
Career Analysis
Skill Validation (goal-based, not role-based)
Learning Plan
Project Ideas
Job Matching
No authentication
The resume itself becomes the identity (resume_id)
This makes the app instantly usable and privacy-friendly
Backend
Stateless edge functions
All data keyed by resume_id
Structured AI outputs stored and reused across pages
Frontend
Clean, guided flow
Auto-triggered AI steps
Visual outputs instead of long chat conversations
Challenges we ran into
Reducing complexity
Early versions had too many steps (planning, tools, interviews, etc.)
We learned that less intelligence, applied well, is more powerful
Avoiding generic advice
Ensuring Gemini produced reasoned decisions, not motivational text
User experience
Balancing automation with clarity
Making the AI feel confident, not confusing
Privacy without login
Designing a backend that works entirely on resume-based identity
Accomplishments that we're proud of
Built a fully usable AI career agent without login
Designed a 5-step autonomous reasoning pipeline
Used Gemini 3 for decision intelligence, not just text generation
Created an app judges can test in under 60 seconds
Turned a complex career journey into a clear, explainable experience
What we learned
Users don’t want more options — they want better decisions
Gemini is most powerful when used as a reasoning agent, not a chatbot
Simplicity is a competitive advantage in hackathons
Removing friction (like login) dramatically improves usability
Explainability builds trust in AI systems
What's next for Sigma Career Advisor
Add “Next Best Action” mode for non-career decisions
Support career switching simulations
Add confidence scoring and risk analysis
Expand to students, creators, and founders
Explore long-term career trajectory forecasting
Our vision is to turn Sigma into a universal decision intelligence agent — starting with careers, but not ending there.
Built With
- gemini
- lovable
- node.js
- react
- supabase
- typescript
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