Senior AI Systems Engineer specializing in LLM agent orchestration, RAG pipelines and high-load Python microservices.
🔭 Building Protocore — a protocol-first agent
runtime for small, self-hosted LLMs. The loop, the context budget, the tool surface, the compaction and the
stop conditions; direct and deep run strategies, delegation with real width and depth budgets, snapshot
and resume. A library, not a platform — you embed it in your own API.
📖 The core is open source under MPL-2.0 →
ascorblack-labs/protocore-community ·
pip install protocore==2.0.0a2.
Zero upward imports, no database driver, no HTTP endpoint — everything outward-facing is a Protocol you
implement. 2 964 tests, 90% branch coverage, strict typing, gated on Python 3.12 / 3.13 / 3.14.
🛠 Stack: Python · FastAPI · Pydantic v2 · Qwen · vLLM · OpenAI-compatible API · Postgres · Redis · RabbitMQ · Elasticsearch · Docker · Kubernetes
📍 Astana, Kazakhstan
💬 Telegram: @notsoulmate
📫 Email: ascorblack@gmail.com · a@scorblack.ru
🌐 Site: ascorblack.com
