JouleBeat
Project briefs

Four pillars, briefed.

Write-ups of the four projects that make up the JouleBeat runtime — what each one is, how it works, and where it runs.

01 / BRIEFS

Pick a pillar.

01 Research

DeepGraph

Autonomous research with conclusions you can check. Submit a direction; receive evidence maps, novelty-checked ideas and experiment plans — every number traces back to one real, verified computation.

02 Infrastructure

Evolution Kernel

A soul plugin for any code. A pip-installable kernel that lets an agent evolve its own scaffolding — with a worked example on SWE-bench Verified.

03 Program

Token Ignition

Staged compute grants for builders — 1M to 100M tokens, unlocked gate by gate, via GitHub sign-in.

04 Ecosystem

Talent Radar

A curated map of researchers across long-horizon agent systems — scheduling, memory, runtime and benchmarks. 305 researchers and counting.