Deterministic AI

Deterministic AI for Systems That Stay Running

We build AI a business can leave unattended: probabilistic models inside rule-based boundaries, every decision auditable, and anything not explicitly permitted escalated to a person.

16
Agents running Machincy
7
Open-source OAA releases
10+
Years on one production voice platform
Agent Organizations (OAA)
Anomaly Detection
Voice & Conversational AI
Machincy agents are live
911
Agent runs, July 2026
$182.30
Total cost of those runs

Intelligence inside clear boundaries: AI that knows what it may decide alone, and what it must hand to a person.

Our Philosophy
About Voicegap

Probabilistic Models Inside Rule-Based Boundaries

For 15 years Voicegap has been the practice of Charles (Chuck) Kosta, Sc.D., who holds a doctorate in Computer Science (Artificial Intelligence) from UMass Lowell. His doctoral work built a virtual factory run by cooperating expert systems, an early multi-agent system.

Since then: rule-based systems for NASA and FAA programs, a founding role at an AI self-service company, more than a decade on production voice platforms, and engineering leadership in retail and cloud. Today the same idea runs agent organizations.

Auditable by Design
Every decision traceable
Authority Enforced
Roles declare what they never do
Humans in the Loop
Unpermitted actions escalate
Built to Last
Systems that run for years
Our Services

Comprehensive AI Capabilities

From natural language processing to advanced pattern recognition, we offer cutting-edge AI solutions tailored to your needs.

Natural Language Modeling

Advanced NLP systems that understand context, intent, and nuance across vast text corpora with human-like comprehension.

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Traditional AI + Watson Expertise

Hybrid architectures blending symbolic reasoning with modern machine learning for interpretable, reliable systems.

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Word Distribution & Entity Mapping

Sophisticated analysis of word patterns to detect sentiment, topic shifts, and linguistic anomalies with precision.

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Decision Tree Diagnostics

Transparent probabilistic frameworks that show clear reasoning paths from question to answer, building trust.

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5th-Gen Pattern Recognition

Next-generation systems that adapt to novel patterns and draw insights from incomplete data structures.

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Human-Centered AI

Ethical AI design prioritizing interpretability, fairness, and positive human impact in every decision.

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Deterministic AI & Agent Systems

Systems Built to Stay Running

Agentic systems, detection, private LLM infrastructure, voice and virtual worlds, with senior leadership to tie them together.

Agent Organizations

Built on OAA, our open-source architecture: agents fill roles, roles require skills, skills require tools. Each role declares what it owns, decides, escalates and must never do, and the rules are enforced at the tool layer.

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Agent Infrastructure (CyberPlex)

Messaging for agents over plain HTTP and MCP, with durable, resumable channels and short-lived scoped tokens, so agents coordinate through storage rather than fragile live connections.

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Anomaly Detection

Statistical detection engines for transaction and event streams, designed to run serverless on AWS. Designed and built for a new product offering at a prior role.

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Private AI

Self-hosted Ollama deployments delivering prompts as a managed service, so your data stays on infrastructure you control. Designed and built for a new product offering at a prior role.

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Voice & Virtual Worlds

Nuance/VoiceXML, Twilio and Asterisk platforms, plus an IBM Watson voice-ordering pilot, and AI-driven 3D characters, including an Inworld AI to Second Life connector built under a 2024 grant.

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Fractional AI Leadership

Hands-on architecture and AI strategy for teams that want production systems, not proofs of concept that stall. Engagements combine advice with delivery.

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Our Approach

How We Work

Define the limits first, build in the open, and keep it running.

1

Define the Boundaries

We start with the business: which roles exist, what each owns, what each may decide alone, what must be escalated, and what is never allowed.

2

Build It Transparent

Rules compile into each agent and are enforced at the tool layer. You can read what your AI may do, and see why it did what it did.

3

Keep It Running

We measure real runs, tighten the rules from what the logs show, and hand over systems your team can operate for years.

Scoped Access
Least-privilege tools
Auditable
Written reasons for refusals
Human Escalation
Unpermitted actions go to a person
Open Source
OAA is public on GitHub
Available for New Projects

Let's Build Something That Stays Running

Tell us what needs to get done. We'll tell you honestly whether AI belongs in it, and what boundaries it will need.

Hands-On
Architecture plus delivery
Flexible Engagements
Fractional, project or retained
NDA Available
Your IP protected