ELI
Expert Learning Intelligence
What is ELI?
ELI is UNCAPT’s core Framework and Reasoning Engine—a dynamic platform designed to capture, refine, and deploy expert-level decision-making at scale. Unlike most AI solutions that rely solely on end results or static datasets, ELI directly records the thought process of domain specialists. Experts can see exactly how the AI is reasoning, edit any off-track step, and rewind to earlier points in the logic chain. Through these real-time interactions, ELI builds a one-of-a-kind “living dataset” of domain knowledge that remains transparent, explainable, and always open to improvement.
Real-Time Nuance Capture.
ELI doesn’t have to guess the why behind expert decisions; it systematically documents each reasoning step as it happens.
Transparent Chain-of-Reasoning.
At any point, professionals can review, audit, or fine-tune the logic flow, keeping the system aligned with actual domain practices.
Continual Refinement.
When experts spot a misunderstanding, ELI learns the correction (“the diff”), automatically raising the system’s accuracy and reliability.
OODA Loop Integration.
We embed each phase of Observe–Orient–Decide–Act, with a specialised focus on “Orient” to ensure alignment with domain frameworks, policies, and compliance standards.
Ground-Up Knowledge Banks.
All reasoning supportive knowledge is built concept by concept, creating a robust, auditable knowledge structure that enriches every AI-driven step.
Who is it for?
ELI suits any organisation or domain where nuanced, high-stakes decisions are critical—from healthcare triage to complex negotiations. If your workflows rely on expert insight that can’t be captured by generic datasets, ELI provides a platform to abstract and preserve that decision-making logic.
By partnering with recognised specialists and encoding their real-time corrections, ELI empowers organisations to:
Precisely preserve expert logic, rather than just outcomes.
Ensure every decision remains traceable and up to date, even as guidelines evolve.
Streamline complex or repetitive tasks while still honoring domain depth.
Retain institutional knowledge across staff changes or expansions.
Provide auditable, real-time explanations to regulatory bodies, compliance teams, or end users.
Our Agents
How does it work?
Our approach starts by engaging domain experts, capturing each step of their decision-making in a guided “expert learning platform.” When real-world data comes in—whether from negotiations, mental health cases, or compliance monitoring—the ELI engine references this evolving knowledge bank to generate outcomes that remain faithful to the experts’ logic.
- Real-Time Reasoning Capture
Experts see where the AI might differ and can instantly correct or add detail. ELI “learns the diff,” continuously refining its logic. - Stepwise Transparency
Every decision path is broken down and saved. If a new guideline emerges, you can “rewind” to the relevant logic node and adjust without retraining from scratch. - Multivariate Optimisation
ELI balances complex factors, such as regulatory constraints or unique stakeholder needs—ensuring each workflow remains effective and compliant.
- Knowledge Banks, Built from Scratch
We create fully auditable knowledge structures, concept by concept. This ensures the AI isn’t just “trained on data,” but actually grounded in verifiable expertise. - Continuous Compliance & Security
Deploy on-prem, in HPC setups, or in the cloud—our flexible backbone keeps data encrypted, role-based, and isolated, meeting even the strictest industry standards.
Why ELI Stands Out
See how it can make the difference
Actual Reasoning: Not Just Results
- Instead of reverse-engineering the “why” from outcomes, we record expert thought processes in real time, drastically cutting the risk of misalignment or compliance gaps.
Continuous Refinement: Continuous Auditing
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Even after deployment, experts can inspect the AI’s chain-of-reasoning, tweak any mis-steps, and see immediate improvements—retaining total control over critical decisions.
Universal Domain Applicability
- ELI has already been deployed in fields as varied as advanced negotiations and mental health triage, proving adaptable to any environment demanding authentic, reliable expertise.
Secret Sauce: OODA Orientation
- Our “Orient” phase weaves in domain frameworks, regulations, and best practices, ensuring every “decide and act” step remains grounded in recognised standards.
Trust: at Scale.
- With traceable reasoning and a living knowledge base, stakeholders—from regulators to frontline staff—know precisely how and why each AI decision was made.
UNCAPT ELI
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