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Beacon

AI career coach that talks to you — not another job board.

Status TypeScript License


The Problem

Job searching is broken in a specific, frustrating way: you search for titles you already know, on one platform at a time, and end up competing in the same crowded pools as everyone else. Interview prep means reading blog posts from five years ago. Career decisions happen in a vacuum.

The tools haven't kept up with what AI can actually do.


What Beacon Is

Beacon is a voice-first AI career coach with persistent context about who you are — your resume, your work history, your trajectory — not just your keywords.

Open Beacon and start talking. It already knows your background. It coaches you proactively on career moves based on where you've been and where patterns suggest you could go. It surfaces opportunities you wouldn't have searched for. And it coaches you through interviews in real time, with adaptive follow-up questions based on how you actually answer.

The "wow moment" the product is designed around: the agent tells you something about your own career path that surprises you.


How It Works

┌─────────────────────────────────────────────┐
│              Voice Interface                │
│         (speak naturally, no forms)         │
└──────────────────┬──────────────────────────┘
                   │
                   ▼
┌─────────────────────────────────────────────┐
│           Career Context Engine             │
│   Resume + LinkedIn + Work history →        │
│   unified career model                      │
└──────────────────┬──────────────────────────┘
                   │
          ┌────────┴────────┐
          ▼                 ▼
┌─────────────────┐  ┌──────────────────────┐
│   Opportunity   │  │   Interview Coach    │
│   Discovery     │  │   (real-time voice,  │
│   (proactive,   │  │   adaptive feedback) │
│   not reactive) │  └──────────────────────┘
└─────────────────┘

Core components:

  • Voice interface — conversation-first UX, not form-first
  • Career context engine — synthesizes resume, LinkedIn, and work history into a persistent model
  • Opportunity discovery — proactive recommendations based on career trajectory, not keyword matching
  • Interview coach — real-time voice sessions with adaptive questioning and feedback

Tech Stack

Layer Technology
Language TypeScript
LLM Claude API (Anthropic)
Voice Voice AI (TBD — evaluating LiveKit, Deepgram)
Career data pipeline Custom ingestion + normalization
Frontend Next.js (App Router)

Status

🟡 In active development. Architecture and core conversation flow are being designed. No public demo yet.

Follow this repo or check calebhunter.dev/projects/beacon for updates.


Background

Beacon grew out of a recurring observation across 20+ years of working in developer ecosystems and startup communities: the people who make the best career moves aren't better at job searching — they're better at pattern recognition about their own trajectory. Beacon is an attempt to make that kind of thinking accessible to everyone, through a genuinely conversational AI interface.


License

MIT

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AI career coach that talks to you — not another job board

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