SOFACT
LABS.
Bridging 26 years of Engineering with Agentic AI.
Serving as a Technical Force Multiplier for organizations requiring high-stakes AI implementation—from medical diagnostics to autonomous agricultural logic.
01 — Philosophy
Architecture for Sovereignty.
Most AI today is built as a "wrapper" around third-party APIs. At Sofact, we architect Ground-Up Intelligence. We focus on Private LLMs and Computer Vision systems that protect data sovereignty.
By providing End-to-End Technical Leadership, I enable mid-market firms to launch complex AI products without the massive overhead of a multi-person engineering department.
The Competitive Edge
- / Zero-Cloud Dependency (Private-First)
- / Real-time Inference for Medical & Tactical CV
- / Strategic ROI via Rapid MVP Delivery
02 — Specialized Services
Tuning & Refinement.
Model Distillation
Converting massive, expensive LLMs into lean, high-speed Small Language Models (SLMs) optimized for specific institutional tasks and on-premise deployment.
Contextual RAG
Fine-tuning encoders and embedding models to ensure 99%+ accuracy in retrieval-augmented generation for medical, legal, and engineering datasets.
Offline Agents
Architecting autonomous agents that reason, execute workflows, and manage IoT sensors entirely within your air-gapped secure network.
Protocol 08 // Operational Intelligence
The Agentic Stack.
Transitioning from probabilistic chat to deterministic institutional intelligence. Our workflow orchestrates the entire lifecycle of a sovereign AI agent.
Safety Guardrails
The entry gate for all telemetry. We sanitize inputs through a multi-layer validation stack before logic execution.
Agentic Brain.
Multi-Step Planner
Utilizing Chain-of-Thought (CoT), Tree-of-Thought (ToT), and Graph-of-Thought (GoT) for recursive problem solving.
Distillation Core
Knowledge Distillation: extracting weights from LLMs to fine-tune high-speed, local Small Language Models (SLM).
Cognitive Memory
Maintaining workflow state via Hybrid Vector Stores and local KV-caching for near-zero latency.
Advanced Knowledge RAG
Retrieval is optimized via RAPTOR (Recursive Abstraction) and CRAG (Corrective RAG) for fact-checking. Self-RAG protocols ensure the agent critiques its own source quality before responding.
Bespoke Tool Orchestration
The agent interacts with the physical and digital world. From SQL generation to Private API calls and secure Sandboxed Code Execution.
Observability & The Fine-Tuning Loop
Continuous monitoring via Langfuse/LangSmith feeds a sovereign feedback loop. The system evolves through automated DPO (Direct Preference Optimization) and QLoRA fine-tuning cycles.
03 — The Laboratory
130+ Intelligence Blueprints.
A repository of production-ready AI concepts across 25+ specialized domains. From Agriculture drone logic to CyberSecurity anomaly detection.
Agriculture
Weed/Pest Vision
Military
Tactical Object Detection
Traffic
Urban Flow Optimization
CyberSecurity
Neural Threat Defense
Government
Civic Infrastructure Audit
Legal
Document Intelligence RAG
Fashion
Visual Search & Trends
Disaster
Real-time Anomaly Alerts
04 — Flagship IP
Shatabhisha-M
"The Hundred Physicians" — A proprietary multimodal Medical Intelligence engine.
Shatabhisha-M automates clinical pathology analysis using SSD-based object detection and Vision Transformers. Optimized for NVIDIA Jetson Edge, it enables real-time diagnostic assistance for oncology, radiology, and retinal health in secure environments.
05 — Fractional CTO
Strategic Leadership.
AI Audit & ROI
Evaluating feasibility and designing the technical roadmap for AI integration into legacy business logic with a focus on institutional cost-reduction.
Rapid Deployment
Building the full production stack—Backend, Custom Models, and Frontends—in high-velocity 6-8 week engineering cycles.
Technical Diplomacy
Handling high-stakes algorithmic due diligence and cross-border vendor negotiations for global expansion and regulatory compliance.
Private Infrastructure
The Compute Lab.
We maintain an independent R&D lab for Data Sovereignty. Equipped with NVIDIA RTX 4090 clusters and Jetson Edge nodes, we develop and test private AI models completely offline before client deployment.
Connect.
Initiate institutional orchestration.
Request Technical BriefingGlobal Delivery Framework // Established 1999