Projects

The repo atlas, trimmed down to the projects that still have a point and the families that actually belong together.

This section is the public workbench for the GameCult GitHub org. Some repos are live systems. Some are research bursts that still smell faintly of ozone. Some are support machinery for the support machinery. The point is not to pretend every public repository deserves the same amount of ceremony. The point is to make the shape of the work legible without building a second museum for our own breadcrumbs.

GameCult

A project built on the radical proposition that an artificial character should act like a character and not a customer service hostage.

Ghostlight

2 min read

Ghostlight is the studio’s social-AI experiment: agents designed to model perspective, local context, interpersonal stance, and scene logic instead of defaulting to the usual praise-addicted chatbot goo. The repo sits somewhere between runtime experiment, story-lab toolchain, and character-simulation doctrine.

GitHub Repo CultLib VoidBot

Started

01 May 2026

Last Public Push

06 May 2026

Stack

Python / agent tooling

Status

Active experimental system

Founding Idea

The founding idea is right there in the description: stop building sycophantic chatbots and start building social agents. That means explicit state, point of view, projection boundaries, lore grounding, and scene rules strong enough to let a character disagree, misread, posture, hedge, or just be wrong in a recognizable way.

Trajectory

Ghostlight starts as a persistence spine and a document migration. Then it narrows hard into Call of the Void authoring, agent-state schemas, dialogue projection contracts, lore grounding, and story-lab fixtures like Cold Wake. Very quickly after that, the repo turns outward again and starts wiring itself into the wider stack: CultNet contracts, CultCache persistence, and swarm-state coordination. So the trajectory is not “build a chatbot.” It is “build a social runtime that can survive contact with actual scenes.”

Ambition

The ambition is larger than the current repo slice, and the history admits it. There are already commits preserving open-world training ambitions while the runtime scope temporarily narrows to dialogue scenes. That is sane staging, not retreat. The endgame is a socially legible agent system that can be used for authored fiction, simulations, and maybe eventually the nastier edges of interactive worlds.

History Tells On Itself

  • 2026-05-01 Scaffold Ghostlight persistence spine
  • 2026-05-01 Retarget Ghostlight toward Call of the Void authoring
  • 2026-05-01 Define prompt projection contract
  • 2026-05-01 Adopt Ink for branching scenes
  • 2026-05-06 Migrate state spine toward cultcache-py
  • 2026-05-06 Define the shared CultNet agent-state contract

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