- OpenDevin: An Open Platform for AI Software Developers as Generalist Agents
- SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
- TextGrad: Automatic "Differentiation" via Text
- Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
- ReAct: Synergizing Reasoning and Acting in Language Models
- Agentless: Demystifying LLM-based Software Engineering Agents
- Competition-Level Code Generation with AlphaCode
- AI Agents That Matter
- Sibyl: Simple yet Effective Agent Framework for Complex Real-world Reasoning
- Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents
- Self-Rewarding Language Models
- A Path Towards Autonomous Machine Intelligence
- GAIA-1: A Generative World Model for Autonomous Driving
- Latent space world-models: Dreamer, V2, V3, DayDreamer
- World Models, web: project page
- HYSYNTH: Context-Free LLM Approximation for Guiding Program Synthesis
- SymbolicAI: A framework for logic-based approaches combining generative models and solvers
- DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learning
- Surveys:
- (Feb 2024) A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications
- Prompt Engineering Guide Prompting Techniques
- Chain-of-Thoughts (COT): Paper
- Tree-of-Thoughts (ToT): Paper
- Mixture-of-Agents (MoA): Paper
- DeepMind AlphaProof and AlphaGeometry 2
- Getting 50% (SoTA) on ARC-AGI with GPT-4o
- Schmidhuer: Artificial Curiosity & Creativity
- synthesis.ai: Do Androids Dream? World Models in Modern AI
- Distill A Gentle Introduction to Graph Neural Networks (2021)
- Geometric Deep Learning - Grids, Groups, Graphs, Geodesics, and Gauges
- The Soar Cognitive Architecture, John E. Laird, MIT Press, 2019
- How to Build a Brain: A Neural Architecture for Biological Cognition Chris Eliasmith, Oxford Series on Cognitive Models and Architectures, 2013
- Active Inference: The Free Energy Principle in Mind, Brain, and Behavior, Thomas Parr, Giovanni Pezzulo, Karl J. Friston, MIT Press, 2022, MLST Interview with Thomas Parr
- Principles of Synthetic Intelligence PSI: An Architecture of Motivated Cognition, Joscha Bach, Oxford Series on Cognitive Models and Architectures Book 4, 2009
- Conscious Mind, Resonant Brain: How Each Brain Makes a Mind, Stephen Grossberg, Oxford University Press, 2021
- paul-gauthier/aider
- OpenDevin
- princeton-nlp/SWE-agent, documentation
- meta-llama/llama-agentic-system
- stanfordnlp/dspy
- Software Engineering
- WebArena: A Realistic Web Environment for Building Autonomous Agents, web: project page, Leaderboard
- ARC-AGI: Leaderboad, On the Measure of Intelligence
- PlanBench: Paper, gh: karthikv792/LLMs-Planning