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. The marketplace ships the 7 active MCP servers below.
| Server | Description | Agent Setup | Install |
|---|---|---|---|
| wet | Web search, content extraction, and documentation indexing | Guide | pip install n24q02m-wet · CLI: wet · MCP: uvx n24q02m-wet |
| mnemo | Persistent AI memory with hybrid search and cross-machine sync | Guide | pip install n24q02m-mnemo · CLI: mnemo · MCP: uvx n24q02m-mnemo |
| crg | Knowledge graph for token-efficient code reviews | Guide | pip install n24q02m-crg · CLI: crg · MCP: uvx n24q02m-crg |
| notion | Markdown-first Notion for AI agents — pages, databases, blocks & comments | Guide | npm i -g @n24q02m/better-notion-mcp · CLI: notion · MCP: npx @n24q02m/better-notion-mcp |
| Email IMAP/SMTP — multi-account management | Guide | pip install better-email-mcp · CLI: email · MCP: uvx better-email-mcp |
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| telegram | Telegram dual-mode (Bot API + MTProto) — messages, chats, media | Guide | npm i -g @n24q02m/better-telegram-mcp · CLI: telegram · MCP: npx @n24q02m/better-telegram-mcp |
| workspace | Google Workspace — Docs, Drive, Calendar, Gmail, Sheets, Tasks | Guide | npm i -g @n24q02m/better-workspace-mcp · CLI: workspace · MCP: 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."
Docs hub: mcp.n24q02m.com — unified documentation for MCP servers, skret and better-semantic-release.
| Package | Description | Install |
|---|---|---|
| hull | Shared monorepo core / framework for the MCP server fleet | npm i @n24q02m/hull |
| fastretrieval | Multi-model retrieval runtime for dense, sparse, late-interaction, image, ColPali, and reranking workloads on ONNX or GGUF | pip install fastretrieval |
| sillstone | Pure-Rust multimedia, image processing, hashing, and SIMD array suite | Cargo workspace |
| Tool | Description | Install |
|---|---|---|
| jules-task-archiver | Chrome Extension to bulk-archive completed Jules tasks | Download zip |
| 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 |
| skret | Cloud-provider secret manager CLI — secrets without the server (AWS SSM + local YAML; OCI/Azure/GCP roadmap) | scoop install skret / brew install skret · Docs |
| Repository | Was | Successor / note |
|---|---|---|
| mcp-core | Shared MCP foundation | Replaced by hull |
| web-core | Shared web infrastructure | Inlined / replaced by modules in wet |
| agent-chat-plugin | Peer agent file chat plugin | Archived |
| wet-mcp | Web MCP server | Renamed to wet (PyPI package stays wet-mcp) |
| mnemo-mcp | Memory MCP server | Renamed to mnemo (PyPI package stays mnemo-mcp) |
| better-code-review-graph | Code-graph MCP server | Renamed to crg (PyPI package stays better-code-review-graph) |
| better-notion-mcp | Notion MCP server | Renamed to notion |
| better-email-mcp | Email (IMAP/SMTP) MCP server | Renamed to email |
| better-telegram-mcp | Telegram MCP server | Renamed to telegram |
| better-workspace-mcp | Google Workspace MCP server | Renamed to workspace |
| better-godot-mcp | Godot Engine MCP server | Archived |
| imagine-mcp | Image/video understanding + generation MCP server | Archived |
| qwen3-embed | Qwen3 embedding/reranking package | Superseded by fastretrieval |
| better-drive | Two-way Google Drive sync | Archived — use rclone directly |
- 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.