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About EVE Core™

EVE Core™ is a pre-execution governance control plane for AI systems. It intercepts every AI action before it reaches production, applies deterministic policy checks in under 1ms, and generates cryptographic proof of every decision.

Unlike AI safety tools that monitor outputs after the fact or use another LLM to evaluate LLM outputs, EVE Core™ operates as infrastructure -- a deterministic enforcement layer with zero machine learning in the governance path.

What EVE Core™ Does

  • Intercepts every AI action before execution
  • Applies 15 immutable charter rules using pure deterministic logic
  • Scores confidence-reality divergence to catch hallucinations
  • Generates HMAC-SHA256 signed attestations for every decision
  • Operates in real time with sub-millisecond latency
  • Works with any model, agent, or API

The Company

EVE Core™ is built by EVE NeuroSystems LLC, founded by Jamaurice Holt. The company holds 90 filed U.S. provisional patent applications covering AI governance infrastructure, including a unified AI Control Plane patent stack.

EVE Core™ is the governance enforcement layer of the broader EVE AI Core platform.

Category

EVE Core™ defines the category of AI Execution Governance -- enforcement infrastructure for AI actions. Not a monitoring tool. Not a compliance dashboard. Not another model.

How EVE Core™ Works

Every proposed AI action passes through a seven-stage pipeline before it is allowed to run. The path is deterministic: the same input always produces the same verdict, and no machine-learning model sits anywhere in the decision path.

  • 1. Intercept — the action is captured at the boundary before it reaches any tool, API, or downstream system.
  • 2. Classify — intent and stakes are identified (for example, routine vs. safety-critical).
  • 3. Enforce — the action is checked against the applicable policy pack and the immutable charter rules.
  • 4. CRD Score — confidence-reality divergence is measured to surface hallucination and over-confidence risk.
  • 5. Decide — a deterministic disposition is issued: allowed, held for human approval, or blocked.
  • 6. Execute — only approved actions are forwarded, wrapped in an audit envelope.
  • 7. Prove — a cryptographic, hash-chained attestation is written so any decision can be independently verified later.

Built for Regulated Industries

EVE Core™ ships with policy packs for domains where an AI mistake is expensive and auditable. Each pack encodes the rules a regulator or risk team would expect to see enforced — and produces the evidence trail to prove they were:

  • Lending — credit-score floors, debt-to-income ceilings, and approval-amount tiers.
  • Healthcare — consent requirements and HIPAA scope checks before any patient-data action.
  • Trading — dual-authorization thresholds and market-hours constraints.
  • Security — key-export prevention, classification gates, and data-sharing controls.

Because enforcement is deterministic and model-independent, the same governance applies whether the underlying system is a single LLM, an autonomous agent, or a multi-provider routing layer.

Frequently Asked Questions

Is EVE Core™ another AI model?

No. EVE Core™ is deterministic enforcement infrastructure. There is no machine-learning model in the governance path — the same action always yields the same decision, which is what makes the verdicts auditable and reproducible.

How is this different from monitoring or observability tools?

Monitoring tells you what an AI did after the fact. EVE Core™ decides what an AI is allowed to do before the action executes — it is a control plane, not a dashboard.

What does “cryptographic proof of every decision” mean?

Each decision is recorded as a signed, hash-chained attestation. Anyone holding a decision record can recompute its evidence hash and confirm it is authentic and untampered — without trusting EVE. You can try this on the Verify page.

Does EVE Core™ work with any AI model or provider?

Yes. Governance is model-independent and sits at the action boundary, so it works the same across any model, agent framework, or API.

Who builds EVE Core™?

EVE NeuroSystems LLC, founded by Jamaurice Holt. The company holds 90 filed U.S. provisional patent applications covering the governance, routing, and attestation stack.