GERRY WOLFE • JD • MSCS

Architected Intent

Deterministic AI for High-Stakes Environments

From legal reasoning systems to production-grade agents and developer tools - I build the last mile where AI must be verifiable, safe, and enterprise-ready.

Visit Lambda Engine Consultancy → Explore The Forge (Research)

Lambda Engine

Consultancy

Agentic Strategy & Implementation

Engineering mission-critical agents for legal and corporate sectors. We focus on "The Last Mile" of AI - where outputs must be verifiable, deterministic, and safe for enterprise deployment.

From problem to proof-of-concept to production in weeks - not months of pilots

Deterministic Guardrails

Hard-coded logical constraints that eliminate hallucinations in high-liability legal and operational workflows.

Agentic Workflow Design

Moving beyond static RAG to dynamic, autonomous multi-agent systems designed with Architected Intent.

Deploy Reliable AI →

"Architecting certainty for the enterprise."

The Forge

R&D

Intellectual Engine of Lambda Engine

Theoretical research into the logic of LLMs. These award-winning projects provide the semantic infrastructure and alignment math that powers every deterministic solution at Lambda Engine.

ReasonDB

Best Overall Paper • OCOAI 2025

Embedded semantic reasoning database architecture - the deterministic memory layer behind mission-critical agents.

Tarski Loss

Logical Alignment

A novel loss function ensuring logical consistency through Tarskian semantic constraints - foundational for verifiable AI.

ThinkGit

VS Code Extension

AI-powered Git workflow for VS Code. Turn natural language into precise commits, branches, and PRs with architected intent.

ThinkGit Nosh-n-Neurons