SMsquared: Simple Machine Mind |Enterprise APIs for Deterministic, Transparent, & Explianable Decision-Making

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AI Roadmap

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business consulting
Your cognitive

decision layer.

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Business

solutions

with Simple Machine Mind

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Cutting edge AGI solutions

From roadmap to rollout

strategic models

Multi-task, multi-label; domain-tunining (macro-F1 82.4%)

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About us

Simple Machine Mind is an AI innovation company building human-centric, deterministic, and explainable systems you can reason with. Our research and engineering converge in the Evaluator Model—a decision system that pairs symbolic clarity with modern AI so organizations can act confidently under uncertainty. We’re committed to AGI for all: technology that earns trust, aligns with values, and drives meaningful impact in everyday work.

We turn ideas into production outcomes—fast. Evaluator — Enterprise runs on secure, scalable cloud infrastructure and is measured by the metrics that matter (current macro-F1: 82.4% on multi-class, multi-label tasks).

Whether you need a tailored evaluation pipeline, a rapid proof-of-value, or a governed deployment path, we partner as engineers first—shipping clean, auditable infrastructure, transparent decision reasoning (clear Yes / No / TBD with vector explainability), and results you can publish, certify, and scale across products and teams.

Our Vision and Mission

At Simple Machine Mind, we advance toward the next era of AI superintelligence with a commitment to AGI for all. Our human-centric AI systems guide through uncertainty, act with integrity, and deliver meaningful impact in everyday work. We lead with ethics, clarity, and a vision for technology that empowers people and evolves through true human collaboration.

We combine AI innovation, technology leadership, and human-centered design to create deterministic, symbolic, and cognitive AI. Our Evaluator Model is built to be a trusted partner—enhancing decision-making, simplifying complexity, and enabling humanity’s pursuit of knowledge, progress, and shared well-being.

People

Sankar Palamadai is the Founder & CEO of Simple Machine Mind (smsquared.ai). He builds decision-first AI—systems that decide, not just generate. He created Evaluator — Enterprise, an AGI decision engine that turns messy context into policy-aligned, explainable decisions with confidence scores, constraints, and clear reasons. Delivered as an inference-only API on Azure with an enterprise security posture and consistently low latency, Evaluator plugs into real workflows and makes auditable calls—fast. He holds a provisional patent in Cognitive Modeling and delivers technology-only services: model-development sprints, evaluation & governance (F1/precision/recall, thresholding, explainability), LLM integration (RAG/agents), and secure, cost-lean MLOps on Azure. His work powers risk triage, clinical decision support, credit approval, and API protection—targeting 90%+ macro-F1 on key decision tasks. Expertise spans LLMs & multimodal, RAG, agentic systems, and applied reasoning across IT, engineering, healthcare, manufacturing, finance, compliance, and security.

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Our Expertise

We can make better things for you

Cutting edge AI Technology 100%

World-class Model Macro F1 Score 82.4 %

Enterprise Delivery & Everyday Use Cases — API Readiness 100%

Security Posture — Build & Rollout 86%

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Services

Model Training & Adaptation

We provide end-to-end model training built around your data, KPIs, and safety constraints. That includes dataset curation, feature and label audits, evaluation harnesses, and domain-specific fine-tuning (adapters or full-weight) to maximize real-world F1. You keep control of the open weights or proprietary baselines; we deliver hardened, versioned artifacts and an evidence-based report you can share internally—or with customers.

“Model Surgery” (Targeted Fixes)

When a model underperforms, we perform surgical interventions to restore it to its intended design: