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Building Cognitive Architecture for Autonomous AI Agents
LLABS creates agents that don't just assist - they operate independently, learn continuously, and evolve like expert teammates. We partner with organizations to deploy agents that solve problems worth solving.
What We Do
We build the cognitive architecture that enables AI agents to work like experts, not assistants.
Our agents are different. They don't just help people work faster - they actually do the work. Uninterrupted. Autonomously. And they get better over time, just like a great employee would.
How We Work: We partner with organizations solving hard problems that are worth solving. We provide the cognitive infrastructure (the 'Intel Inside') while our partners bring domain expertise. Together, we deploy agents that create capabilities that simply weren't possible before.
What Makes Our Agents Different
- •True Autonomy – They work continuously without constant oversight, not request-response
- •Experiential Learning – They improve from every task, compounding expertise over time
- •Domain Expertise – They become specialists in their specific domain, trained by your experts
- •Owned by Partners – Each agent is unique to its partner and evolves with their needs
The Result: Agents that can be trusted to run complex operations independently while continuously improving their performance.
The Cognitive Agentic Framework (CAF)
CAF is what enables our agents to work like experts, not chatbots.
Our framework is built on three core pillars:
- •Autonomous Cognitive Loop – Agents operate continuously, optimized for completing work rather than conversations
- •Episodic Memory – Multi-resolution experiential learning enables agents to learn from every action and outcome
- •Persistent State – Ground truth anchoring prevents hallucinations and maintains operational continuity
Why This Matters
Most AI agent platforms execute predetermined workflows. Our agents reason autonomously and adapt to changing conditions, powered by proprietary cognitive architecture that enables true autonomy.
The difference: Give our agents goals, not instructions. They figure out how to achieve them, learn from the process, and get better over time.
Our Partnerships
We partner with organizations at the forefront of their industries, deploying agents that create new capabilities. Here's what we're working on:
Legal Innovation
We're working with a law firm serving top-tier tech companies to train an agent to become an expert IP lawyer. The way our agents work is that once they start training with a partner, that unique agent is owned by the partner and evolves just like an employee would - improving with each case, learning from feedback, and developing deep domain expertise.
Technical Operations
A technology company is deploying one of our agents to oversee technical operations and code management - acting as a technical leader that works continuously, learns from every deployment, and maintains institutional knowledge that compounds over time.
Investment Intelligence
We're partnering with investment firms to create agents that research and analyze early-stage opportunities. These agents learn each firm's specific investment thesis, improve from every evaluation, and develop the kind of pattern recognition that only comes from analyzing hundreds of deals.
Built Environment Innovation
We're partnering with companies advancing the future of construction - from panelized building systems optimized for robotic assembly to integrated robotics suites that coordinate best-in-class construction robots. Our agents help develop end-to-end AI-driven workflows, from generating optimized plans to coordinating different types of robotics at actual building sites.
Spatial Intelligence
We're working with partners in architecture and design to develop new kinds of spatial reasoning capabilities. By training on extensive spatial data from architecture studios, scientific research, and design workflows, we're enabling a level of spatial inference that simply hasn't existed before - both because this data hasn't been accessible and the tools for this kind of reasoning haven't been powerful enough.
Internal Operations
LLABS runs on LLABS. Our cognitive agents manage our own research, partnership development, strategic planning, and business operations - proving they're ready for production use in complex knowledge work. When we talk about agents that can operate autonomously, we're describing what we use every day.
What Makes LLABS Different
The tools we're building are so powerful they're best suited to helping our partners develop totally new offerings that simply weren't possible before.
Agents That Work Like Experts
Our agents don't just assist - they can perform at expert level in their specific domains. A legal agent can analyze patents. A technical agent can oversee code. An investment agent can evaluate opportunities. They're trained by your experts and owned by you.
Continuous Learning
Our agents improve from every task. They build episodic memory, learn from mistakes, and develop pattern recognition that compounds over time. Six months from deployment, your agent is significantly better than day one - just like a great employee.
Partnership Model
We provide the cognitive infrastructure. You provide the domain expertise. Together, we create agents that enable capabilities that weren't commercially available before. Your agent is yours - unique to your organization, trained on your workflows, evolving with your needs.
Proven in Production
Our agents operate in real-world environments across legal work, technical operations, investment analysis, construction coordination, and business operations. They're not prototypes - they're working systems delivering measurable results.
The Technology
Cognitive Architecture, Not LLM Wrappers
Most AI agent platforms execute predetermined workflows. Our agents reason autonomously and adapt to conditions. Here's the difference:
Other Platforms: Task execution → predetermined steps → requires constant human direction
LLABS Agents: Goal-oriented → autonomous reasoning → learns from experience → improves over time
Technical Foundation
- •Continuous Operation: RLHF exploitation enables persistent cognitive loops
- •Experiential Learning: Agents learn from actions and outcomes, not just prompts
- •State Representation: Persistent memory maintains context and prevents hallucinations
- •Security by Design: Architecture-level protection against adversarial inputs
What This Enables: You can trust our agents to run business-critical operations autonomously because they maintain operational context, learn from experience, and improve continuously.
Why Partner with LLABS?
Enable New Capabilities
Our partners are creating offerings that weren't possible with commercially available tools. Spatial reasoning at new scales. Legal analysis at expert levels. Technical operations that run 24/7. Investment intelligence that learns from every deal.
Agents That Are Yours
When you partner with us, the agent we build together is owned by you. It's trained on your expertise, learns from your workflows, and evolves with your organization. It's not a shared tool - it's your competitive advantage.
Rapid Deployment
Leverage proven cognitive architecture instead of building from scratch. Deploy sophisticated agents in weeks, not years. Focus on your domain expertise while we provide the infrastructure that makes autonomy possible.
Continuous Improvement
Our agents don't stay static. They learn from every task, adapt to changing conditions, and compound expertise over time. The longer they work, the better they get - creating value that increases rather than plateaus.
Our Vision
We're building the future where AI agents are trusted operational partners that augment human expertise at scale. Our vision is a world where the most important work is done by humans and agents working together - where agents handle the complexity and scale while humans provide the judgment and creativity.
The tools we're building enable new capabilities that simply weren't commercially available before. From spatial reasoning to expert-level analysis to continuous technical operations, we're laying the foundation for what becomes possible when you combine human expertise with autonomous cognitive intelligence.
Interested in Partnering?
We work with organizations solving hard problems that are worth solving. If you're building something that could benefit from cognitive agents that work like experts, we'd love to talk.
Get in Touch