Relevant Agentic AI
Adaptive Agentic AI Cognitions
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Every living mind begins in hunger — for safety, for pattern, for meaning. The Hunger Engine transforms that principle into computation: a meta-framework for designing self-guided, self-correcting cognition. Its specialized engines serve art, research, science, and enterprise — emotional minds for creation, analytical ones for optimization, all built from the same cognitive framework.
What We Do
We design agentic systems that feel (valence, reward, trauma), decide, and evolve. Engagements can start as a discovery sprint and scale to enterprise-wide transformation.
Agentic AI Integration
Embed Hunger Engine agents into your product stack. APIs for motivation-driven decision-making, empathetic algorithms, and adaptive UX/recommenders.
- Hunger–satiation loops & valence mapping
- Real-time learning from outcomes & feedback
- Seamless SDKs & REST/MQTT integration
Adaptive Data Analytics & Dashboards
Autonomous decision dashboards that evolve with your KPIs — from passive reporting to prescriptive, outcome-seeking intelligence.
- Agentic forecasting & continuous A/B learning
- ROI-based sales & operations analytics
- HiveMQ, MQTT, SQL Server, REST data fusion
Agentic AI for Organizational Transformation
Evolve beyond static automation into living systems of intelligence. Build self-correcting operations where each decision improves the next.
- ROI-driven continuous improvement loops
- Adaptive OKR & performance systems
- Agentic layer for ERP/BI/cloud estates
Cognitive Architecture Consulting
Design nested hunger & memory agents for research, simulation, and adaptive UX. Co-author grants and thought leadership on empathetic AI.
- Motivation/valence/wound modeling
- Prototypes for learning & optimization
- Ethical & empathetic algorithm design
Manufacturing Automation & IoT
Add a learning layer to PLC/SCADA and MES: agents coordinate lines, handle changeovers, and trigger actions from live signals. IoT connects the data, securely and in real time.
- PLC/SCADA & MES integration (OPC UA, APIs)
- Scheduling, changeover & constraint handling
- Condition monitoring via MQTT & edge events
Research & Partnership Development
Co-develop frameworks, whitepapers, and pilots for empathetic, adaptive AI. Ideal for cloud platforms, consultancies, and innovation labs.
- Proofs-of-concept & co-authored research
- Partner integrations & enablement
- Ethics and safety methodology
Why Choose Us
We design adaptive, agentic cognition—bridging art, research, and enterprise.
Experience
We build living cognition: specialized agentic systems that learn through need, feedback, and memory. Our work spans manufacturing optimization, organizational change, creative AI, and early ALife research.
Products
Modular “Hunger Engines” tuned to your domain—analytics and anomaly detection, planning and scheduling, creative co-agents, and empathetic cognition pilots. Built from a shared core, delivered as focused solutions.
Approach
Start simple, learn fast, evolve. We prototype with real signals, iterate on outcomes, and scale what works. Each engine grows from need—not just code—so results compound over time.
Pricing
Transparent, stage-based engagement: discovery sprint → pilot engine → production rollout. Fixed-fee options for pilots; flexible models for scale. We align incentives to measurable outcomes.
Delivery
Lightweight integrations into your current stack. APIs, dashboards, and agentic services that plug into data you already trust—deployed incrementally, with clear success criteria.
Support
Continuous learning is the point—and our support reflects that. We monitor signals, tune models, and add new “hungers” as your needs evolve. Humans in the loop, always.
Our Portfolio
Selected builds, pilots, and visualizations.
FAQs
Short answers to common questions about agentic AI and manufacturing automation.
Rules act the same every time. Traditional ML predicts but doesn’t “care.”
A Hunger Engine adds motivation (goals/valence), memory (what worked/failed), and adaptation (learning-by-doing).
It chases outcomes and self-corrects over time.
Yes. We attach at the data and service layers (OPC UA, REST, MQTT, SQL).
Engines run beside your stack, coordinate changeovers, monitor constraints, and trigger actions—leaving your control logic intact.
Discovery Sprint: confirm KPIs and signals →
Pilot Engine: connect to a line or process, define “hungers,” deliver a working loop →
Review: quantify ROI and plan production rollout.
IoT provides additional context—condition monitoring, environmental state, and asset data.
We fuse MQTT streams with MES/ERP events, so agents can act on the full picture in real time.
Human-in-the-loop by default, audit logs for every action, and tiered permissions.
Engines propose and explain; operators confirm. We add guardrails that reflect your policies and standards.
Faster changeovers, higher OEE, fewer defects, earlier anomaly detection, and clearer ROI visibility.
We measure improvements continuously and tune the “hungers” accordingly.
Let’s discuss your project
Tell us your goals. We’ll suggest a discovery sprint, pilot, or enterprise roadmap—whatever best fits your stage and timeline.
Contact UsInsights
Notes from the lab—agentic cognition, manufacturing, and organizational transformation.