I like open source, SaaS development, software engineering, devops, self-hosted infrastructure, AI agents, developer tooling, games, anime (i love Bleach and One Piece) and explaining to those agents — very patiently — TO NOT BE PROLIX.
- AI architecture — provider routing and fallback, cost and latency budgets, guardrails, human-in-the-loop checkpoints, and drawing the line on where data is allowed to go
- Agent development — tool design, planning loops, memory, delegation and long-running sessions
- Agent runtime — streaming and cancellation on the provider trait, model routing with per-mode overrides, tool-authority policy on fallback paths
- Multi-agent — Cabinet deliberation with per-persona provider selection
- Providers & auth — subscription-backed connectors for Codex/ChatGPT and GitHub Copilot, OAuth device-code flows, credential state stores
- MCP — control-plane scope gating and JSON-RPC proxying
- Context engineering — cutting token waste with
$PATHshims, MCP proxies and extractive summarisation - Machine learning — RAG end to end (chunking, embeddings, vector search, reranking), fine-tuning (LoRA, SFT), training models from scratch, plus evals and LLM observability in production
- AWS — Bedrock (Knowledge Bases, Guardrails), SageMaker (training, fine-tuning, inference endpoints), Textract, Comprehend, Rekognition, Transcribe, Polly
Mostly Rust, TypeScript and Python.
working in now
also worked with
| schliffe-tk | Rust | Cuts the noise out of what AI coding agents read — command output, MCP results, images — without hiding what matters. Same commands, no prefix, originals always recoverable |
| nadzor | Go | Keeps secrets and Brazilian PII out of agent context, logs, code and CI. Offline check-digit validation for CPF, CNPJ, CNH, Pix keys and card PAN — no network calls |
| Atelier-33 | C++ | Picto & lumina build optimizer for Clair Obscur: Expedition 33 — in-game overlay reading your live build straight from memory |
| Repertoire-33 | C++ | Runtime boss music swapper for Clair Obscur: Expedition 33 — in-game overlay, no .pak edits, vanilla until you say so |
| mira-discord-bot | TypeScript | Mira, a matchmaking bot for Discord — discord.js + Prisma |
Also a contributor to bastion ★7 — 29 merged PRs across
bastion-agent and bastion-core.





