Frontier AI · Human + Agent LabEnhanced Lifelike Intelligence for Human and AI Agent Collaboration.
ELI Labz builds agentic AI systems that help humans and AI agents reason, remember, collaborate, and perform meaningful digital labor.
ELI Agent Loop
- Observe
- Reason
- Act
- Verify
- Remember
- Collaborate
Hover or tap a node to trace the agent loop.
Observe → Reason → Act → Verify → Remember → Collaborate
A full stack for agentic, collaborative intelligence
Six integrated layers turn raw model capability into reliable, bounded, human-aligned digital work.
Reasoning Core
System-2 style reasoning, tool-assisted reflection, self-checking, and verification before action.
Memory Layer
Short-term, working, long-term, episodic, and workflow memory that persists across tasks.
Multimodal Perception
Text, image, audio, video, screen state, and interface awareness for situated understanding.
Digital Labor Engine
Agents that operate browsers, files, documents, spreadsheets, and dashboards with bounded action.
Human Collaboration
Approvals, handoffs, role awareness, escalation, preference learning, and cognitive offload.
Reliability & Safety
Policy gates, confidence signals, audit traces, recovery loops, and human override.
Recursive Self-Improvement Claim Ladder
Progression from bounded scaffold RSI toward full recursive self-improvement — an honest map of what our systems credibly do today.
Claim
AGI-level intelligence-explosion RSI
Your current status
No public system has conclusively demonstrated this
Claim
Recursive improvement of the research loop
Your current status
Partial — meta-loop self-tunes the research strategy (Goodhart-guarded; structural changes human-gated)
Claim
Automated AI-research loop
Your current status
Partial — automated loop over the owned narrow-model space (proxy evals; real training human-gated)
Claim
Main model self-adaptation
Your current status
Partial — operating-envelope adaptation (gated, human-promoted; not weights)
Claim
Narrow model self-training
Your current status
Yes, but bounded (+ local Phi-Silica full-parameter lane, precondition-gated)
Claim
Gated code and policy self-improvement
Your current status
Yes, bounded (closed-loop, human-gated, reversible)
Claim
Scaffold self-improvement
Your current status
Yes, credible
Bounded
Verifiable digital work with human oversight where appropriate.
Evidence-first
Reasoning grounded in observation, tools, and verification.
Human + Agent
An operating model that augments people, not replaces them.
Build the human + agent operating model with ELI Labz
Collaborate on research, prototype an agent, or follow the builds. We work in the open.