ANAS LECAILLON

A selection of work spanning multi-agent systems, reasoning research, language design, and applied ML.

srchd Project Screenshot

srchdWIP

  • Contributing to multi-agent orchestration system at Dust
  • Applying srchd to ARC-AGI-2 challenges using agent collaboration
  • Working on reasoning and search intensive problems with 100s of agents
IMO Experiment

IMO + Multi-Agent ReasoningWIP

  • Running srchd against International Mathematical Olympiad problems
  • Studying how dozens of collaborating agents tackle proof-style reasoning
  • Tracking partial-credit progress and failure modes across problem families
GaussNotes Screenshot

GaussNotes

  • Built an AI-powered LaTeX editor for mathematics
  • Developed an AI-Copilot for Math Editing
  • Created Flutter web app with real-time editing
Math Reasoning Project Screenshot

TRM-LLMWIP

  • Adapting Tiny Recursion Models to recursively improve LLM hidden dimensions for latent-space reasoning
  • Adapting SmolLMv3 with a TRM in the hidden dimension and finetuning with QLoRA for reasoning on MATH
VLM Dataset Screenshot

VLM Web Agent Dataset

  • Created specific dataset for training web navigation agents on google flight trajectories
  • Developed automated data collection pipeline
  • Fine-tuned PaliGemma for web navigation
GPT-2 Project Screenshot

GPT-2 From Scratch

  • Implementing GPT-2 architecture from first principles
  • Building custom training pipeline with distributed training
  • Guiding 15 students through the project
Loop Language Logo

Loop Programming LanguageWIP

  • Designed and implemented a new programming language
  • Built lexer, and tokenizer
  • Creating parser and type checker
  • Planned: a comprehensive standard library
  • Planned: compiler and runtime environment using LLVM
Pathfinding Project Screenshot

Delivery Optimization

  • Developed route optimization algorithm for delivery services
  • Implemented A* and genetic algorithms
  • Used K-Means to cluster delivery locations
  • Used Held-Karp algorithm to optimize routes