[🇷🇺 Русская версия]
Engineer-practitioner. Civil engineering technician (PGS) by education, systems researcher by calling.
I build software systems with the same level of responsibility I would apply to construction: focus on structure, protocols, and long-term reliability. My path is one of "learning-by-doing", supported by rigorous engineering protocols and living documentation.
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MSCodeBase
Extending Zed IDE. My main "proving ground" where I implement AST-aware search, LanceDB, and complex indexing pipelines. |
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gemma_agent
AI agent experiments. Exploring where LLM "magic" ends and strict protocol constraints begin. |
I don't just write code — I build environments that adhere to strict principles:
- Clean Architecture (The "Tumbler" pattern: technology shouldn't dictate architecture).
- Transparency (Every architectural decision is backed by experiments recorded in
EXPERIMENTS_LOG.md). - Safety (Code without tests is incomplete construction).
- Living Documentation (Code and documentation are synchronized in every commit).
Detailed breakdowns of specific technical discoveries and architectural challenges encountered during development:
- PageRank vs RAG on a Real Codebase — semantic vs structural retrieval, with two rounds of honest metric self-correction.
- I Asked One AI to Fact-Check Another AI — cross-verification against high-confidence LLM hallucinations in security reviews.
- The Silent Vector Contamination Bug — thread-safety and memory isolation in concurrent embeddings (OpenVINO).
Live portfolio → mansio.github.io/MSPortfolio · Writing → dev.to/mansio · LinkedIn → in/ManSio
claude mcp add --transport http msp-portfolio https://msp-portfolio.mansio-dev.workers.dev/mcp
Ask the portfolio anything — it answers through MCP tools, not vibes.