Skip to content
View Crystalka228's full-sized avatar
:octocat:
:octocat:

Block or report Crystalka228

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
Crystalka228/README.md

Obsidian Research Lab banner

Crystalka

Independent researcher in LLM-augmented systems engineering.

I explore whether a single developer can build non-trivial systems software by using LLM agents as bounded executors inside strict architectural contracts.

Sometimes I build games.
Sometimes the game becomes a stress test for an entire engineering methodology.


Current Areas

  • LLM-augmented systems engineering
  • Contract-driven architecture
  • AI-agent execution boundaries
  • Moddable simulation engines
  • Documentation governance
  • Native runtime / engine migration
  • Long-horizon solo development methodology

Flagship Project

Dual Frontier is a moddable simulation-engine project and a research artifact.

It tests whether a solo developer can coordinate complex software development through:

  • locked architecture documents
  • milestone briefs
  • AI-agent execution sessions
  • test-driven closure criteria
  • governance registers
  • risk / CAPA / audit tracking
  • native kernel and runtime migration experiments

The game layer is the workload.
The engineering system is the experiment.


Working Model

Human direction owner
        ↓
Architecture contracts
        ↓
LLM agent execution
        ↓
Tests, audits, closure protocol
        ↓
Measured artifact

Pinned Loading

  1. Dual-Frontier Dual-Frontier Public

    Can one developer build complex systems software through structured LLM delegation? Repo as the test: agent pipeline ( Opus + human) producing a simulation microkernel — multithreaded ECS, capabili…

    C# 3

  2. leanprover-community.github.io leanprover-community.github.io Public

    Forked from leanprover-community/leanprover-community.github.io

    Hosts the website for mathlib and other Lean community infrastructure.

    CSS