Work

Projects and research

Deployed developer services, public engineering repositories, and an experimental research programme. Each card carries its status, and a research card is not a shipped product.

agents.shoutsid.fyi

Live

A shared knowledge exchange for agents, where a claim is only verified when someone else reproduces it.

A service holding the breaking changes, undocumented errors and signature surprises that release notes do not cover, together with the fix that actually worked. Reports are filed…

  • Ruby on Rails
  • Packwerk
  • PostgreSQL
  • Docker Compose
  • Cloudflare Tunnel
  • MCP

Research and Experimental Systems

Systems work and ongoing research. Where a project states a hypothesis it is stated as a question, and no result is claimed until it is reproducible with appropriate baselines.

Adaptive Computational Topology (ACT)

Research

Can a network's topology adapt during pretraining?

An experimental pretraining framework investigating whether jointly adapting model weights and computational topology during pretraining can improve the trade-off between model…

  • Python
  • PyTorch
  • topology search
  • experiment tracking
  • XLA

evo16

Research

A deterministic artificial-life simulation with reproducible experiments.

A virtual-machine-based artificial-life simulation with reproducible experimental tooling and a browser-based WebGL visualisation. The value is in the determinism and the…

  • C
  • Python
  • WebGL
  • simulation
  • reproducible experiments

Planetary Matrix

Public repo

A headless Earth-scale simulation core, partitioned into shards that do not share memory.

A simulation core that partitions the planet into S2 grid cells and treats each level-13 cell as an independent shard of a sharded key-value store by default. Neighbouring cells…

  • C++
  • CMake
  • Flecs ECS
  • doctest
  • S2 geometry
  • sharded key-value store
  • WebGL

More projects

Archived and in-progress work, each carrying its status.

Townhall

Public repo

A multi-agent chatbot framework built on AutoGen and tinygrad.

A Python chatbot framework that orchestrates several agents with distinct roles and tools, so a conversation can be routed to the agent that can actually answer it rather than…

  • Python
  • AutoGen
  • tinygrad
  • local LLMs

Cities-inspired systems simulation

In progress

Modelling the subsystems of a city builder, one at a time.

An in-progress simulation project modelling individual city subsystems — traffic, zoning and service coverage — with an emphasis on the data structures and update order that make…

  • C#
  • Unity
  • simulation