models
10B Model: People Not Parameters
What does everyone in the world need? That's the goal of our 10B model, an embedding model for human needs.
Areas of Expertise
Applied AI
Navigate the terrain with guides who know every contour.
Elevation: Strategic
Strategic Integration
Organization AI Transformation
Exciting but scary, that's a fair assessment. Even people who enjoy change can have days that feel overwhelming. Over the past three years hundreds of professionals have gone through our in-person training programs. We focus on mindset and collaboration to help people take control and gain real benefits.
AI Readiness AssessmentChange ManagementROI ModelingTalent Development
Explore terrainElevation: Technical
Build Different
AI Native Engineering
Cursor, Cline, CoPilot? Now Claude, Conductor, Codex! Is that steam coming from our software factory or smoke from the IaC? It's all evolving fast. We can help you adopt feedback loops to get real benefits and evaluation criteria to filter noise and empower your team.
LLM Application ArchitectureAgent SystemsML InfrastructurePrompt Engineering
Explore terrainElevation: Governance
Navigate Regulation
AI Compliance
Need to prove human in the loop or other agentic boundaries? Auditors asking questions your team can't answer? We can help you automatically collect evidence of controls to provide real-time proof of compliance. Push the certification to our registry to help your customers do the same.
Regulatory MappingRisk AssessmentAudit PreparationPolicy Development
Explore terrainElevation: Safety
Control & Safety
Agentic Boundary Enforcement
Agents sending emails you didn't authorize? Hammering your production systems with API calls? Accessing customer data outside their scope? We implement cryptographic gating, customized behavioral constraints, and system control techniques that let agents work autonomously—within boundaries you define and enforce.
Guardrail DesignRuntime MonitoringIntervention SystemsSafety Testing
Explore terrainNeed guidance across multiple peaks? We offer integrated consulting.
Our Work
Mapping Real Terrain
From foundational research to applied solutions, explore how we're advancing AI.
Research
security
AI Bodyguard
Scams, phishing, and cybersecurity attacks are now AI-powered — and getting harder to detect. AI Bodyguard is our research into agentic protection frameworks that defend people and organizations against adversarial manipulation, from algorithmic attention hijacking to AI-generated fraud.
models
Generative Adversarial Networks
Advanced GAN architectures for exploring adversarial problem spaces.
security
The Secure Organization
The current threat environment is intense: state actors, AI powered offense, and a target rich ecosystem.
ai-trust
Boundary Enforcement
Multi-layered approaches to ensuring AI systems operate within defined boundaries, combining neuro-symbolic engines, cryptographic gating, and behavioral proof techniques.
ai-trust
Compliance
Research into automated compliance verification and regulatory alignment for AI systems operating under evolving governance frameworks.
Consulting
AI TransformationMultiple
The Future Now: 15 Years Building at the Frontier of AI
From distributed face recognition networks in 2010 to personal assistant AI and long-goal agents in 2025, Differential AI Lab staff have consistently shipped production AI systems years ahead of mainstream adoption — across computer vision, NLP, generative models, RAG, and autonomous agents.
AI TransformationDifferential AI
The Differential Method: AI Fluency That Compounds
The Differential Method moves through three phases — Mindset, Skillset, Toolset — in that order, every time. Small cohorts of 8-15 people. Hands-on from minute one. Participants' own work as input, durable artifacts as output. The market is full of AI training that teaches concepts. This methodology changes behavior.
Boundary EnforcementInternal R&D
Agent Action Gating: Cryptographic Boundaries for AI Cloud Purchasing
Our PolicyGate smart contract written in Rust for NEAR Protocol enforces hard boundaries on AI agents purchasing cloud infrastructure. Every agent action must pass budget certification and goal certification before execution, providing cryptographically verifiable proof that autonomous spending stays within authorized limits.
Boundary EnforcementInvestment Platform
Financial AI Guardrail Architecture
Designed and deployed cryptographic gating mechanisms for an AI-powered trading platform, preventing unauthorized actions and ensuring regulatory compliance.
Products
DreamSolve
Manage projects with multi-agent workstreams
Scope your project, attach documents with context, assign agents, then manage with metrics and hierarchical guidance.
GetAICEO
An AI executive that lives where your team already works
Built on OpenClaw, GetAICEO is an AI executive that operates natively in Slack, email, and your task tracker. It doesn't wait for you to open another app — it shows up where your team already is, with daily pings, prioritized work, and strategic context.
About the Lab
The Differential Approach
An Applied AI Lab bridging research and production.
In calculus, the differential is infinitesimal change—the moment where one state becomes another. That's our specialty: finding the critical points where AI delivers real outcomes.
Differential is a Lab for the AGI Age. What does it mean to have Intelligence all around? It means great power at your fingertips. Driving heavy machinery is a lot different than digging with a shovel. You can still work in your garden, but no one digs the foundations for a skyscraper by hand.
We don’t know what fantastic creations you’ll build. What we can do is help you dream big, safely and reliably.
50+
12
99%
Mindset, Skillset, Toolset—600+ people trained across dozens of cohorts.
Cryptographic gating, neuro-symbolic constraints, and formal verification.
"We're in a golden age for Building"— Martyn Garcia
Start Your Expedition
Ready to Navigate?
Let's chart your path through the AI landscape. Every journey starts with a conversation.