AI Engineering Services · Independent Research
DLYog Lab builds the control, evaluation, and software layers that let AI agents work with enterprise tools and data—without giving them unchecked authority.
Available now: AI-native enterprise software engineering and secure agent deployment services. In parallel, our lab is validating a focused agent-security product strategy in stealth.
What DLYog Lab does
Our focus is not another chatbot. It is the operational layer between an AI agent and the systems, code, data, and decisions a business cannot afford to lose control of.
Available AI service
Design controls for agents that browse, code, call tools, access data, or change business systems.
Outcome: an agent deployment with bounded authority and observable behavior.
Available AI service
Build internal utilities and workflow software quickly with modern coding agents—then make the result maintainable.
Outcome: AI-built speed without orphaned, opaque, or ungoverned software.
DLYog Lab adds the engineering discipline between generated code and a durable business system: ownership, tests, security, change history, deployment, and support.
Defense at the point of action
Agent security is a system problem—not a prompt. We combine AI-based behavioral supervision with controls that do not depend on a model choosing to behave.
Give every agent a named owner, scoped identity, and attributable action history.
Limit tools, data, actions, spend, duration, and environments by explicit policy.
Challenge agents with realistic attacks, unsafe requests, and workflow failures before release.
Preserve evidence and provide escalation, pause, rollback, and shutdown paths.
Our research direction is informed by emerging work on agent goal hijacking, tool misuse, identity and privilege abuse, and rogue-agent behavior from OWASP and agent identity and authorization work from NIST.
Customer evidence
DLYog Lab provides AI research, model engineering, evaluation, and development services supporting EnlitenAI's AI-enabled seizure-management work. EnlitenAI owns and operates its healthcare product and its clinical, regulatory, and product decisions.
Read the authorized partnership announcementDLYog Lab research program
We use independent research to develop reusable technical insight, publish what we learn, and test difficult ideas before they become ordinary engineering problems.
Flagship research · Product direction in stealth
We are researching supervisory agents that challenge other agents and detect risky intent—paired with deterministic policy enforcement, scoped identity, action evidence, and recovery controls. This work is informing a focused product strategy that we are validating privately before making public product claims.
Discuss the researchA hands-on learning platform for exploring drug discovery from atoms to AI-designed candidates, real tradeoffs, and the potential role of quantum computing.
Explore Deep2Lead ·Read the paperAn OpenAI hackathon prototype exploring tools that help quantum algorithms work with existing software systems as quantum computing matures.
View on DevpostExploring natural-language, machine-learning, and agentic workflows that may make custom silicon design more accessible.
Follow DLYog Lab researchProducts & licensing
These products extend our technical portfolio without defining the company around a single use case.
A caregiver-support product for use between speech-language therapy sessions, developed from DLYog Lab's second-place TED AI San Francisco Hackathon concept. It is no longer our primary company focus, but remains available to existing and invited users and for licensing or strategic partnership discussions.
Open AI4EcholaliaA synthetic-data and model-development platform with LLM-assisted schema generation, multimodal processing, regression training, evaluation, and API inference.
Explore SynYog AIInsights & updates
We use the Blog for periodic research and engineering notes, and Podcasts for conversations and YouTube episodes about our work and the wider AI landscape.
AI for Good remains our compass
DLYog Lab is an educator-founded California AI research, development, and consulting company. We pursue independent research, contribute reusable work where practical, and help organizations use AI without surrendering accountability.
Build with control
Tell us what the agent can access, which tools it can call, and what the business cannot allow it to do. We can help design the controls—or engineer the complete software system around it.