Master Intelligence Foundry

Foundry.

Autonomous Intelligence.
Sovereign Architecture.

Sofact Labs operates as a High-Stakes R&D Center. We bridge the gap between general AI capability and institutional necessity, focusing on models that are private, deterministic, and verifiable.

Our mission is to provide Technical Sovereignty—ensuring that the intelligence driving your organization remains under your absolute control.

Core Protocol

"Precision over Probability. Sovereignty over Scale."

02 — Reasoning Protocol

The Agentic Stack.

Our proprietary institutional workflow for orchestrating deterministic AI agents at scale.

Stage 01

Neural Ingestion

Input Guardrails, PII Masking, Intent Classification.

Verified_Logic
Stage 02

Reasoning Core

Chain-of-Thought (CoT), Knowledge Distillation to SLMs, Memory persistence.

Verified_Logic
Stage 03

Deep Retrieval

Advanced RAG (RAPTOR + CRAG), ColBERT Reranking, Self-Critique loops.

Verified_Logic
Stage 04

Bespoke Tooling

SQL Execution, Private API handshakes, Sandboxed Code execution.

Verified_Logic
Stage 05

Sovereign Ops

Langfuse Observability, QLoRA fine-tuning, and DPO optimization.

Verified_Logic

03 — Active Intelligence

Active Build.

Index — Sector 00

Repository.

130+ Verified Conceptual AI Blueprints.

05 — Leadership

Lead Architect.

Built on a 26-year legacy of engineering, the foundry is led by a veteran architect specialized in deterministic systems. From the first waves of AJAX web applications in 1999 to the current frontier of agentic AI, the focus has remained constant: high-integrity execution.

Technical Core

  • / Shatabhisha-M Multimodal Healthcare Pipeline
  • / Neural Firewall Intrusion Logic
  • / Fractional CTO Strategy for Enterprise

Foundry Stack

Agentic LangGraph SLM Distillation Edge Computer Vision Bespoke Vector Search
S. Swami // Est. 1999