Company profile

Simple Machine Mind

Signal-based AI decision systems — deterministic by design, auditable by default

Industry
Technology, Information and Internet
Employees
1
Headquarters
Dublin, CA
Founded
2025
LinkedIn followers
208
Office locations
1

Simple Machine Mind company summary

Simple Machine Mind is a company in the Technology, Information and Internet industry, headquartered in Dublin, CA, founded in 2025. On LinkedIn the company has around 1 employees and 208 followers. Its listed specialties include Custom AI Model Development, AI Innovation Engineering, State-of-the-Art (SOTA) AI Architectures, AGI Signal Modeling, F1 Score Optimization.

What technology does Simple Machine Mind use?

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About Simple Machine Mind

Most AI systems are designed to always give an answer — even when they shouldn't. We build systems that know the difference. Simple Machine Mind is an AI engineering company specializing in decision control — the layer between probabilistic AI outputs and real-world action. Our systems are signal-based and deterministic: they don't generate text, they don't hallucinate, and every decision they produce is auditable by design. Our flagship system, EvaluatorDPT, is engineered to sit between AI models and real-world action. It transforms model outputs, signals, and policy inputs into governed decision labels — YES / NO / TBD — with structured context for every output. When it defers a decision to a human, it does so with 93% precision. The deferral threshold is tunable at deployment so enterprises can steer toward their risk tolerance without retraining. What makes us different Bias for action, not just accuracy EvaluatorDPT is built to act decisively when evidence warrants it — and to escalate precisely when it doesn't. Both behaviors are measurable. Signal-based and deterministic No text generation. No hallucination risk by design. Every output is traceable to the signals that produced it. IP-led technology posture Backed by a provisional patent in cognitive modeling and autonomous decision-making, and a long-term innovation roadmap in decision intelligence. Rigorous model quality Macro F1: 0.8215 vs. 0.2508 majority baseline — tested on 22,748 held-out samples. We track performance metrics that reflect real deployment conditions, not benchmark convenience. Enterprise-ready deployment Built on Azure-native infrastructure with data boundaries, policy-based controls, and enterprise integration in mind.

Specialties

Custom AI Model DevelopmentAI Innovation EngineeringState-of-the-Art (SOTA) AI ArchitecturesAGI Signal ModelingF1 Score OptimizationEnterprise KPI-Aligned AIExplainable AI (XAI)AI Strategy and AdvisoryProvisional Patent in AGIHuman-Centered AI SystemsResearch-Driven AI DevelopmentDecision IntelligenceDeterministic AIMulti-Task TransformersAgentic AI GuardrailsRAG Decision GatesDomain Fine-TuningModel Surgery & RestorationAzure-Native MLOps

Where is Simple Machine Mind located?

Simple Machine Mind lists 1 location.

Dublin, CA, USHQ

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Frequently asked questions about Simple Machine Mind

What does Simple Machine Mind do?

Most AI systems are designed to always give an answer — even when they shouldn't. We build systems that know the difference. Simple Machine Mind is an AI engineering company specializing in decision control — the layer between probabilistic AI outputs and real-world action. Our systems are signal-based and deterministic: they don't generate text, they don't hallucinate, and every decision they produce is auditable by design. Our flagship system, EvaluatorDPT, is engineered to sit between AI models and real-world action. It transforms model outputs, signals, and policy inputs into governed decision labels — YES / NO / TBD — with structured context for every output. When it defers a decision to a human, it does so with 93% precision. The deferral threshold is tunable at deployment so enterprises can steer toward their risk tolerance without retraining. What makes us different Bias for action, not just accuracy EvaluatorDPT is built to act decisively when evidence warrants it — and to escalate precisely when it doesn't. Both behaviors are measurable. Signal-based and deterministic No text generation. No hallucination risk by design. Every output is traceable to the signals that produced it. IP-led technology posture Backed by a provisional patent in cognitive modeling and autonomous decision-making, and a long-term innovation roadmap in decision intelligence. Rigorous model quality Macro F1: 0.8215 vs. 0.2508 majority baseline — tested on 22,748 held-out samples. We track performance metrics that reflect real deployment conditions, not benchmark convenience. Enterprise-ready deployment Built on Azure-native infrastructure with data boundaries, policy-based controls, and enterprise integration in mind.

How many employees does Simple Machine Mind have?

Simple Machine Mind has around 1 employees on LinkedIn.

Where is Simple Machine Mind headquartered?

Simple Machine Mind is headquartered in Dublin, CA.

When was Simple Machine Mind founded?

Simple Machine Mind was founded in 2025.

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