AI-Assisted Engineering

Bringing agentic systems and AI-assisted development into the operational loop. Pragmatically.

We build platforms. But we also build the methodology that makes AI a reliable partner in that process. The tools, the discipline, the traceability. Not buzzwords. Verified experiments with real code, real tests, and real outcomes.

What we do

Agentic tooling for platform operations. Autonomous fault detection, recovery playbooks, and self-healing infrastructure driven by AI agents that understand your platform.

AI-assisted development methodology. TDD with LSP as the guardrail. Per-cycle commits. Trace tags for auditability. A repeatable process that works across Rust, Go, and Python.

Methodology creation. We do not just use AI tools. We design the process by which AI builds reliable systems. The discipline is the product.

The Philosophical Developer

The methodology is developed openly as a series of real experiments. Each chapter is a real project with real code, real tests, and full traceability. The repos are on GitHub. The reasoning is in the tags.

Explore the full series at onlyascii.dev.

Want a deeper look?

The source code, trace tags, and full experiment logs are public on GitHub. Start with the projects that validate the methodology.

• weather-cli
• mini-clap
• task-tracker
• afero experiments
• tqdm experiments