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Optima-CityU / LLM4AD_Next

A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use

Why this job: works in the areas we cover, but does not say which job it does

LLM4AD vs LLM4AD_Next Process Overview

What it does

  • LLM-Powered Design & 🧬 Evolutionary Optimization combined to automatically evolve top-performing code.
  • Interactive Configuration (llm4ad chat). Your conversational AI consultant that generates the entire runnable app framework.
  • Evolve-Block Advisor & Recommender. Point LLM4AD_Next at any repository, and it will scan, score, and recommend exactly *which* blocks of code are most promising to evolve to hit your goals.
  • AutoResearch. Run an AutoResearchClaw research workflow; choose llm4ad experiment mode to evolve algorithms and retain the original code when candidates do not improve their evaluation scores.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 3 days ago
Stars
719
+22 this week
Licence
BSD-3-Clause
Allows business use
Downloads for
None listed
No release files
Latest version
v1.1.0
Released 44 days ago
Built with
Python
55% of the code

Is it looked after?

Contributors
4
Last 90 days
Issues
50% closed
3 still open
Pull requests
135 merged
3 waiting
Releases
2
2 in the last year

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More: languages, topics and project record

Languages

  • Python 55%
  • TypeScript 44%
  • HTML 1%
  • CSS <1%

Topics

  • alpha-evolve
  • alphacode
  • openevolve
  • openloop
  • open-loop
  • open-evolve
  • deepmind
  • discovery
  • discovery-loop
  • evolution-strategies
  • evolutionary-algorithm
  • evolutionary-computation

Project record

  • JobOther AI tools
  • StatusListed
  • Commits458
  • Forks47
  • Watching2
  • Stars in 28 days+103
  • CreatedJun 9, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 12, 2026

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