I design and ship AI systems, developer tools, and MCP infrastructure. On the research side I work on making AI efficient, auditable, and well-behaved.
I'm interested in AI that stays efficient, auditable, and reliable — keeping cost down while every answer remains checkable, and understanding how models behave at their edges. Representative published work:
- TACET (Latin: it is silent) — Cost-Amortised Reasoning via Self-Distilling Neuro-Symbolic Cascades: From Knowledge-Graph QA to Regulatory-Compliance Checking. A three-tier cascade — a sound Datalog engine, a calibrated ComplEx link predictor, and an LLM teacher — with an online distillation loop that mines teacher answers into auditable Horn rules, amortising LLM cost while every symbolic answer ships a replayable proof tree; the same mechanism carries from knowledge-graph QA to streaming GDPR compliance checking. code · preprint doi:10.5281/zenodo.20621240.
/plugin marketplace add n24q02m/claude-pluginsThen /plugin install <name>@n24q02m-plugins. All 9 MCP servers plus the agent-chat plugin in one marketplace.
| Server | Description | Agent Setup | Runtime |
|---|---|---|---|
| wet-mcp | Web search, content extraction, and documentation indexing | Guide | uvx wet-mcp |
| mnemo-mcp | Persistent AI memory with hybrid search and cross-machine sync | Guide | uvx mnemo-mcp |
| better-notion-mcp | Markdown-first Notion API with 10 composite tools | Guide | npx @n24q02m/better-notion-mcp |
| better-email-mcp | Email (IMAP/SMTP) with multi-account and auto-discovery | Guide | npx @n24q02m/better-email-mcp |
| better-godot-mcp | Godot Engine 4.x with 17 composite tools for scenes, scripts, and shaders | Guide | npx @n24q02m/better-godot-mcp |
| better-telegram-mcp | Telegram dual-mode (Bot API + MTProto) with 6 composite tools | Guide | uvx better-telegram-mcp |
| better-code-review-graph | Knowledge graph for token-efficient code reviews | Guide | uvx better-code-review-graph |
| imagine-mcp | Image and video understanding + generation across Gemini, OpenAI, and Grok | Guide | uvx imagine-mcp |
| better-workspace-mcp | Google Workspace (Docs, Drive, Calendar, Gmail, Sheets, Slides, Tasks, Chat, People, Forms) with multi-account support | Guide | npx @n24q02m/better-workspace-mcp |
Setup any server: Copy the Agent Setup guide link and send it to your AI agent with "Please set up this MCP server for me."
| Plugin | Description | Install |
|---|---|---|
| agent-chat-plugin | Peer agents coordinate through markdown messages in a shared folder — no orchestrator, and waiting costs no tokens | /plugin install agent-chat-plugin@n24q02m-plugins |
| Package | Description | Install |
|---|---|---|
| mcp-core | Streamable HTTP transport, OAuth 2.1, browser-based credential setup, lifecycle, and a shared embedding daemon | npm i @n24q02m/mcp-core / pip install n24q02m-mcp-core |
| fastretrieval | Multi-model retrieval runtime for dense, sparse, late-interaction, image, ColPali, and reranking workloads on ONNX or GGUF | pip install fastretrieval |
| qwen3-embed | Legacy Qwen3 embedding and reranking package; new features land in fastretrieval while consumers migrate | pip install qwen3-embed |
| web-core | Shared web infrastructure: SSRF-safe HTTP, SearXNG search, multi-strategy scraping, stealth browsers | pip install n24q02m-web-core |
| Tool | Description | Install |
|---|---|---|
| jules-task-archiver | Chrome Extension to bulk-archive completed Jules tasks | Download zip |
| skret | Cloud-provider secret manager CLI with Doppler/Infisical-grade DX. Zero lock-in, zero server. | brew install n24q02m/tap/skret |
| better-drive | Two-way Google Drive sync with .driveignore filters, multi-pair config, and a system-tray daemon. Wraps rclone. |
brew install n24q02m/tap/better-drive |
| better-semantic-release | Drop-in python-semantic-release fork with release-safety guards for orphan tags and registry collisions. Same config schema, same CLI, same Action interface. | pip install better-semantic-release |
- KnowledgePrism -- Chat with your knowledge. Ingest anything (URL, PDF, EPUB, DOCX, CBZ, audio, video, image, text) into a persistent per-project knowledge graph, then produce any format (translation, brief, podcast, slide deck, mindmap, quiz, export). One chat-first agent plans compound requests as a typed capability DAG; ProjectKG is the auto-maintained spine, not a feature. klprism.com
- Aiora -- A health and environment companion for daily wellness. getaiora.com
- LinguaSense -- Realtime knowledge transfer from any screen or microphone. Desktop + mobile. (coming)
- Akasha / GWM (exploratory research, not a shipped product) -- a graph-centric world model with an LLM teacher and continuous learning; early-stage.