I built a self-evolving AI skill engine as a solo dev using 4 AI models

What is Cambrian? An AI skill engine where skills get better the more you use them. Every AI tool runs the same prompts forever. Cambrian is different: Give feedback → LLM mutates the skill 3-trial...

By · · 1 min read
I built a self-evolving AI skill engine as a solo dev using 4 AI models

Source: DEV Community

What is Cambrian? An AI skill engine where skills get better the more you use them. Every AI tool runs the same prompts forever. Cambrian is different: Give feedback → LLM mutates the skill 3-trial benchmark → LLM Judge blind-scores A/B Better version survives, worse one dies After 10 rounds, the skill is personalized to YOUR workflow How I built it Solo Korean developer. 4 AI models in relay: Claude Opus → architecture & critical thinking (40 rounds of self-critique) GPT → code generation Claude Sonnet → implementation & debugging Gemini → review The project itself was evolved through its own philosophy: feedback → improve → test → repeat. Key features 3-channel feedback: auto (failure analysis), critic (proactive review), manual LLM Judge: blind A/B scoring (0-10) with reasoning Competitive execution: same domain, best skill wins Multi-provider: Claude, GPT, Gemini — not locked to one platform Skill decay: 30 days unused → dormant, 90 days → fossil Export/import: portable .ca

Related Posts

Trending on ShareHub

  1. Understanding Modern JavaScript Frameworks in 2026
    by Alex Chen · Feb 12, 2026 · 0 likes
  2. The System Design Primer
    by Sarah Kim · Feb 12, 2026 · 0 likes
  3. Just shipped my first open-source project!
    by Alex Chen · Feb 12, 2026 · 0 likes
  4. OpenAI Blog
    by Sarah Kim · Feb 12, 2026 · 0 likes
  5. Building Accessible Web Applications: A Practical Guide
    by Alex Chen · Feb 12, 2026 · 0 likes
  6. Rapper Lil Poppa dead at 25, days after releasing new music
    Rapper Lil Poppa dead at 25, days after releasing new music
    by Anonymous User · Feb 19, 2026 · 0 likes
  7. write-for-us
    by Volt Raven · Mar 7, 2026 · 0 likes
  8. Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    by Anonymous User · Feb 12, 2026 · 0 likes
    #coffee gets cold #the #time travel
  9. Best DoorDash Promo Code Reddit Finds for Top Discounts
    Best DoorDash Promo Code Reddit Finds for Top Discounts
    by Anonymous User · Feb 12, 2026 · 0 likes
    #doordash #promo #reddit
  10. Premium SEO Services That Boost Rankings & Revenue | VirtualSEO.Expert
    by Anonymous User · Feb 12, 2026 · 0 likes
  11. NBC under fire for commentary about Team USA women's hockey team
    NBC under fire for commentary about Team USA women's hockey team
    by Anonymous User · Feb 18, 2026 · 0 likes
  12. Where to Watch The Nanny: Streaming and Online Viewing Options
    Where to Watch The Nanny: Streaming and Online Viewing Options
    by Anonymous User · Feb 12, 2026 · 0 likes
    #streaming #the nanny #where
  13. How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    by Anonymous User · Feb 12, 2026 · 0 likes
    #kindle unlimited #subscription #unlimited
  14. Russian skater facing backlash for comment about Amber Glenn
    Russian skater facing backlash for comment about Amber Glenn
    by Anonymous User · Feb 18, 2026 · 0 likes
  15. Google News
    Google News
    by Anonymous User · Feb 18, 2026 · 0 likes

Latest on ShareHub

Browse Topics

#ai (3811)#news (2279)#webdev (1627)#programming (1139)#business (1120)#opensource (955)#security (863)#productivity (842)#/business (823)#javascript (704)

Around the Network