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Release · EVE AI Core · August 2026

Open at the Edges, Sovereign at the Core

This release makes EVE speak every observability and guardrail framework's language, prove every decision in a certificate two independent verifiers agree on, and show up where enterprises actually buy — without ever letting an outside signal become authority.

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A side-by-side of an external detector feeding evidence into a single deterministic decision gate that signs its verdict

The hardest problem in AI governance isn't detecting a bad output — plenty of tools do that. The hard problem is authority: when an agent proposes to move money, call a tool, or approve a loan, who decides, on what basis, and can you prove it later?

EVE's answer has never changed: CoreGuard is the single deterministic authority. No model sits in the decision path. Every decision is signed and offline-verifiable. What changed this month is everything around that core — EVE now accepts signals from wherever your stack already produces them, binds them into a certificate two independent verifiers agree on, and shows up in the login flows and marketplaces enterprises use. Here's what's rolling out.

EVE Now Speaks Your Observability Stack's Language

Every AI platform emits telemetry in its own dialect. If your governance layer only understands its own format, integrating it means rewriting your instrumentation. The new semantic mapping registry flips that: EVE ingests spans from the frameworks you already run and normalizes them into a closed set of 10 canonical span types — llm, tool, agent, chain, embedding, retriever, reranker, guardrail, evaluator, and a generic span. Classification is deterministic and fail-safe: an unrecognized span becomes a generic span rather than guessing or raising.

106Mappings shipped out of the box
15Framework namespaces
5Packs: OpenLLMetry, Langfuse, Genkit, Claude Code, MCP

Normalization is descriptive, not decisive: raw attributes are preserved, secrets and PII are redacted down to value-shape, and an inbound tenant identifier is advisory only. Beyond the built-in frameworks, tenant administrators can register their own mapping packs — backed by a durable, row-level-security-isolated table, verified against real Postgres, so one tenant's mappings are invisible to another.

Guardrails detects. Observability normalizes and observes. CoreGuard decides, enforces, and proves. External signals never become authority.

Every Decision, Provable in Two Languages

A signature you can only verify with the vendor's own tool isn't really proof. This release introduces eve.decision.certificate.v3 — a signed successor certificate that binds the semantic-mapping digest and optional non-authoritative validator signals into the signed evidence itself. Two properties make it matter:

For teams standardizing on Guardrails-AI, EVE now ingests its validator outputs as non-authoritative, allow-listed signals — lazily bound, fail-closed, with supply-chain controls. Guardrails' detections become evidence in the certificate; they never become the decision.

Governing Agent Actions, With a Durable Trail

As agents start taking consequential actions, "we blocked it" isn't enough — you need to retrieve what happened, after a restart, on any replica, scoped to the right tenant. Two closely related improvements land here:

Both are gated behind explicit flags and default to today's behavior — nothing changes until you turn it on.

An Enterprise MCP Front Door — Authenticated and Proof-Bound

There's a new inbound enterprise MCP server that gives enterprise systems authenticated, tenant-bound operational access to EVE over standard JSON-RPC — and routes every consequential mutation through CoreGuard. The differentiator is the "and": evaluate and authorize calls run through the hardened evaluator and governed execution gate, a block never executes, idempotency keys guard against replay, and every call returns a signed decision-certificate reference. It's registered but dormant and off by default — built, tested, and ready for the enterprises that ask.

Meeting Enterprises Where They Buy

Great governance that's hard to procure doesn't get adopted. This cycle closed much of that gap:

What's Live vs. What's in Preview

We hold ourselves to honest status vocabulary, so here's the plain version.

CapabilityStatus
Azure Marketplace listing (public)Live
Enterprise SSO login journeyLive
SOC 2 Type II — In Progress (Scytale)Live
App-wide design system + skeleton loadingLive
AWS Marketplace product establishedLive
Semantic mapping packs + v3 certificatesOpt-in
Guardrails-AI validator-signal adapterFlag-gated
Enterprise MCP serverDormant / off by default
Firewall durable history + mint-cert recordingFlag-gated
Google Cloud Marketplace adapterStaged

The throughline: every change points the same direction — open at the edges, sovereign at the core. EVE now ingests signals from any framework, proves its decisions in a certificate anyone can verify offline in Python or TypeScript, and is available through the channels enterprises actually use — while CoreGuard stays exactly what it has always been: the one deterministic authority, with no model in the decision path, and a signature on every call. External signals inform. They never decide.

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Release Decision Certificate Semantic Mapping Agent Governance CoreGuard Enterprise SSO Cloud Marketplace
Part of the EVE AI Core control plane Deterministic AI Governance Control Plane → Policy decisions that return the same result for the same input every time, before execution.