From MVP to Moonshot: Our evolving ecosystem of thinking agents.
Barnabus ingests multi-modal intelligence — not just data, but context that compounds into understanding.
EHR notes, discharge summaries
Yield logs, test reports
HIPAA/SOC-2 checklists, contracts
Turns unstructured text into structured reasoning.
Radiology (X-ray, CT, MRI)
Wafer/Die maps, defect maps
Optical inspection photos
Converts pixels into measurable signals.
Surgical footage, endoscopy
Process video, defect detection
Security camera feeds, real-time events
Real-time situational awareness.
Wafer sort / probe data
Vibration, temperature, LiDAR
Automation feedback loops
Precision + contextual grounding.
Build the base intelligence: memory, knowledge retention, and reuse.
| Shadow Knowledge | Tacit knowledge is lost or siloed | Captures tribal behavior, formalizes SOPs | MVP | |
| Memory Bridge | Learnings not reused across projects | Enables cross-domain transfer learning | FUTURE | |
| Thought Trace | No trace of why past decisions were made | Stores contextual breadcrumbs for explainability | MOONSHOT |
Build intelligent action through automation and coordination.
| Shadow Knowledge | Tacit knowledge is lost or siloed | Captures tribal behavior, formalizes SOPs | FUTURE | |
| Memory Bridge | Learnings not reused across projects | Enables cross-domain transfer learning | FUTURE | |
| Thought Trace | No trace of why past decisions were made | Stores contextual breadcrumbs for explainability | MVP |
Build the agents that manage and improve other agents.
| AI-to-AI Debugger | Black-box models can't explain themselves | Interprets, audits, and corrects AI outputs tribal behavior, formalizes SOPs | FUTURE | |
| Meta-Agent Planner | Uncoordinated agent actions | Aligns agent actions with system goals | MOONSHOT |
Build emotional, explainable, and intent-aware AI.
| Intent & Emotion Modeler | Emotion and motivation behind decisions lost | Captures affective context to align reasoning | MVP | |
| Design Mentor | New engineers lack embedded know-how | Mentors others based on expert design patterns | FUTURE |
Barnabus is built for those who think deeply, move fast, and refuse to settle for shallow AI.
We’re not building another assistant. We’re building an intelligence layer, one that thinks, acts, and learns alongside you. This phase is for engineers, analysts, researchers, and systems thinkers.
If that’s you, we’d love to build with you.
Company Name
First Name
Last Name
Website (optional)
Tell us about your Interest
Tell us how you plan to use Barnabus or what your organization focuses on.
By clicking ‘Participate’, you are accepting Barnabus's Terms and Privacy Policy.