🦁 Lion, new optimizer discovered by Google Brain using genetic algorithms that is purportedly better than Adam(w), in Pytorch
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Jul 9, 2026 - Python
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evolutionary-search
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Efficiently discovering algorithms via LLMs with evolutionary search and reinforcement learning.
reinforcement-learning combinatorial-optimization evolutionary-search large-language-models llm algorithm-discovery
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Nov 18, 2025 - Python
Official Pytorch Implementation of Length-Adaptive Transformer (ACL 2021)
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Nov 2, 2020 - Python
Official code, models, and dataset for "Evolution Fine-Tuning (EFT): Learning to Discover Across 371 Optimization Tasks"
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Jun 30, 2026 - Python
resemble is an R package for similarity-based modelling and local learning in spectroscopy. It provides tools for dissimilarity computation, nearest-neighbour search, memory-based learning, and spectral library optimisation (methods designed for large, heterogeneous spectral datasets where global models underperform)
machine-learning cheminformatics evolutionary-algorithm spectroscopy spectral-data chemometrics nir local-regression pedometrics soil-spectroscopy lazy-learning spectral-library infrared-spectroscopy memory-based-learning evolutionary-search
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Sep 7, 2026 - R
Lightweight, harness-agnostic scaffold for autonomous self-improving loops (Agentic Variation Operators for any agent). bash + git + jq.
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Sep 5, 2026 - Python
A collection of agent skills that give AI agents structured, reusable workflows for tackling complex problems.
search agent tournament skills evolution evolutionary-algorithms evolutionary-algorithm evolutionary-computation reasoning brainstorming evolutionary-search prompt-engineering prompting agentic-ai agent-skills prompt-decorators agent-skill skill-md agent-skill-repository tournament-search
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Mar 30, 2026
METAL-SCI: a scientific compute benchmark for evolutionary LLM kernel search on Apple Silicon Metal
benchmark metal scientific-computing code-generation harness gpu-kernels apple-silicon evolutionary-search coding-agents kernel-optimization llm-harness
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Jun 27, 2026 - Metal
[NeurIPS'22] Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels?
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Apr 2, 2024 - Python
Fork of Karpathy's autoresearch with novelty-search-inspired autonomous search, run memory, and agentic review.
training machine-learning deep-learning transformer experimentation gpt language-model autonomous-agents karpathy novelty-search evolutionary-search llm autoresearch
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Apr 6, 2026 - Python
Official implementation of FormalEvolve, accepted to Findings of EMNLP 2026. Neuro-symbolic Lean 4 autoformalization.
theorem-proving lean4 evolutionary-search neuro-symbolic-ai autoformalization emnlp-2026 findings-of-acl
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Sep 2, 2026 - Python
Native RNN substrate program for structured recurrence and gate-state causal propagation.
recurrent-neural-networks dynamical-systems ai-research evolutionary-search mechanistic-interpretability
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Jun 24, 2026 - Astro
Adversarial Testing Lab for Agentic Safeguards (ATLAS). A synthetic multi-agent eval environment for adversarial fraud decisioning inspired by Anthropic's Project Deal. Measures how model quality, tool access, and agent orchestration affect attack discovery & defensive recovery, with deterministic evals and realistic customer-friction limits
model-quality adversarial-ml evolutionary-search anthropic agent-orchestration claude-code agent-evaluation
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Jun 2, 2026 - Python
Claude Code plugin for evolutionary ML architecture discovery. Reconstructs mathematical results from first principles without retrieving them from training data.
machine-learning research-methodology architecture-search neural-architecture evolutionary-search claude-code claude-code-plugin anti-retrieval
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Aug 21, 2026 - Python
Searches Particle-Lenia interaction laws. A law is a flat vector of floats: the engine runs it as a simulation, the tuner measures what emerged and scores it, and the search proposes the next one. Rust, CPU and GPU backends.
rust simulation cellular-automata artificial-life emergence wgpu evolutionary-search gpu-compute particle-lenia
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Aug 12, 2026 - Rust
A verifier-first runtime for independently verifying, comparing, and searching AI-generated executable solutions.
search-engine ai optimization verification code-generation optimization-methods reproducibility optimization-tools optimization-framework ai-safety ai-agents ai-security varification ai-tools ai-agent evolutionary-search llm
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Aug 11, 2026 - Python
Reusable GEPA optimizer framework for typed candidate generation, evaluation, persistence posture, tracing contracts, and deterministic prompt optimization infrastructure.
framework elixir beam optimizer tracing mix weld local-first evolutionary-search candidate-evaluation prompt-optimization ai-infrastructure agentic-systems gepa deterministic-runtime nshkr-ai-infra nshkrdotcom typed-contracts gepa-framework persistence-posture
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Sep 1, 2026 - Elixir
Model-driven evolutionary search engine for unresolved problems.
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Jul 27, 2026 - Python
AI autoresearch as a git DAG: bandit-scheduled lineages, agent-written semantic merges, cross-lineage replication as a reward-hacking detector
benchmarking replication program-synthesis tree-search multi-armed-bandit code-optimization automl autonomous-agents ai-agents self-consistency ucb1 autonomous-research evolutionary-search research-automation llm-agents agentic-search semantic-merge reward-hacking-detection git-dag ai-for-code
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Jul 30, 2026 - Python
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