Autonomous
Systems

Security operations that run without analysts. Document intelligence that never leaves your machine. Memory and tooling for agents that persist. We build software that operates independently.

Neural Topology
Fig. 01Neural Topology
Abstract
Abstract
Abstract
LocalInference
ZeroDependency

Core Stack

Most AI runs on someone else's machine. We'd rather own the whole stack—inference on your GPU, data on your disk, no API bill at the end of the month. Offline by default. Cloud when you want it.

OpenSource
OfflineCapable
SelfHosted
ZeroTelemetry

Systems

Production code, not prototypes

SYS.01

AI SOC Orchestration

Multi-agent security system that handles detection, triage, and response without human intervention. Integrates Wazuh SIEM with LangChain agents. 99.28% accuracy on CICIDS2017 benchmarks.

Tactical RAG

Desktop RAG application built on Tauri and Rust. Runs Ollama locally for inference—your documents never leave your machine. Multi-query fusion improves retrieval by 35%.

SYS.03

Mnemosyne MCP

Long-term memory for AI agents via knowledge graphs and local embeddings. Agents remember entities, relationships, and context across sessions. Runs on Neo4j with zero API costs.

RustGPU

Neural Upscaler

Video and image upscaling via Real-ESRGAN, wrapped in a native Rust/Tauri app. GPU-accelerated 4x resolution enhancement with detail synthesis.

Cognitive Transcribe

Speech-to-text with speaker diarization. Combines Whisper with pyannote.audio to produce transcripts that identify who said what. Runs locally.

SYS.06

Mendicant Server

MCP server that gives agents access to external tools, APIs, and filesystem operations. Type-safe tool definitions via Zod. Extensible plugin architecture.

Bio-Compute Fairness

Framework for measuring performance disparities in skin cancer detection models across different skin tones. Quantifies bias using ISIC datasets and Fitzpatrick phototype labels.

SYS.01

AI SOC Orchestration

Multi-agent security system that handles detection, triage, and response without human intervention. Integrates Wazuh SIEM with LangChain agents. 99.28% accuracy on CICIDS2017 benchmarks.

Tactical RAG

Desktop RAG application built on Tauri and Rust. Runs Ollama locally for inference—your documents never leave your machine. Multi-query fusion improves retrieval by 35%.

SYS.03

Mnemosyne MCP

Long-term memory for AI agents via knowledge graphs and local embeddings. Agents remember entities, relationships, and context across sessions. Runs on Neo4j with zero API costs.

RustGPU

Neural Upscaler

Video and image upscaling via Real-ESRGAN, wrapped in a native Rust/Tauri app. GPU-accelerated 4x resolution enhancement with detail synthesis.

Cognitive Transcribe

Speech-to-text with speaker diarization. Combines Whisper with pyannote.audio to produce transcripts that identify who said what. Runs locally.

SYS.06

Mendicant Server

MCP server that gives agents access to external tools, APIs, and filesystem operations. Type-safe tool definitions via Zod. Extensible plugin architecture.

Bio-Compute Fairness

Framework for measuring performance disparities in skin cancer detection models across different skin tones. Quantifies bias using ISIC datasets and Fitzpatrick phototype labels.

SYS.01

AI SOC Orchestration

Multi-agent security system that handles detection, triage, and response without human intervention. Integrates Wazuh SIEM with LangChain agents. 99.28% accuracy on CICIDS2017 benchmarks.

Tactical RAG

Desktop RAG application built on Tauri and Rust. Runs Ollama locally for inference—your documents never leave your machine. Multi-query fusion improves retrieval by 35%.

SYS.03

Mnemosyne MCP

Long-term memory for AI agents via knowledge graphs and local embeddings. Agents remember entities, relationships, and context across sessions. Runs on Neo4j with zero API costs.

RustGPU

Neural Upscaler

Video and image upscaling via Real-ESRGAN, wrapped in a native Rust/Tauri app. GPU-accelerated 4x resolution enhancement with detail synthesis.

Cognitive Transcribe

Speech-to-text with speaker diarization. Combines Whisper with pyannote.audio to produce transcripts that identify who said what. Runs locally.

SYS.06

Mendicant Server

MCP server that gives agents access to external tools, APIs, and filesystem operations. Type-safe tool definitions via Zod. Extensible plugin architecture.

Bio-Compute Fairness

Framework for measuring performance disparities in skin cancer detection models across different skin tones. Quantifies bias using ISIC datasets and Fitzpatrick phototype labels.

Python
PyTorch
Rust
React
Next.js
Docker
Tailwind
Framer
OpenAI
Neo4j
Python
PyTorch
Rust
React
Next.js
Docker
Tailwind
Framer
OpenAI
Neo4j
Python
PyTorch
Rust
React
Next.js
Docker
Tailwind
Framer
OpenAI
Neo4j
Python
PyTorch
Rust
React
Next.js
Docker
Tailwind
Framer
OpenAI
Neo4j

Production experience across the modern AI/ML stack—from transformer architectures to deployment infrastructure.

Large Language Models

  • GPT-4 / Claude / Llama 3
  • Prompt Engineering
  • Fine-tuning (LoRA, QLoRA)
  • LangChain / LlamaIndex
  • Ollama / vLLM

RAG & Retrieval

  • Vector Databases (Qdrant, Chroma, Pinecone)
  • Embedding Models (BGE, OpenAI, Cohere)
  • Hybrid Search
  • Multi-query Fusion
  • Reranking (Cohere, Cross-encoders)

Agents & Orchestration

  • Multi-agent Architectures
  • ReAct / Chain-of-Thought
  • Tool Calling & Function Use
  • Model Context Protocol (MCP)
  • Autonomous Workflows

Computer Vision

  • PyTorch / TensorFlow
  • Real-ESRGAN / GANs
  • Object Detection (YOLO)
  • Image Classification
  • Medical Imaging (ISIC)

Speech & Audio

  • Whisper (ASR)
  • Speaker Diarization (pyannote)
  • Audio Preprocessing
  • Real-time Transcription

MLOps & Infrastructure

  • Docker / Kubernetes
  • FastAPI / Node.js
  • GPU Inference (CUDA)
  • Model Quantization (ONNX, GGUF)
  • CI/CD for ML Pipelines
7+
Production Systems
99.3%
Benchmark Accuracy
<50ms
Inference Latency
100%
Local-First