Elora Capabilities

A structured guide to Elora's research, learning, evidence, runtime, security and governance systems, including Engine-managed session recall and Memory Atlas.

Governance and Evidence

These capabilities explain how Elora authorizes outcomes and makes operational reasoning reviewable.

Governance Provenance

A session-level evidence journey across preparation, actor turns, governed and ungoverned lanes, runtime transitions, TOCTOU state, guardrails, and commit outcomes.

Elora Decisions

Bounded decision histories that group lifecycle events, concerns, authority, evidence, and outcomes into one reviewable narrative.

Runtime Governance

The Inference Governor and resource-governance layers that observe, reason, recommend, govern, and explain bounded runtime interventions.

Governance Architecture

Proposal-to-commit authorization, admissibility, policy context, identity, provenance, and deterministic replay.

Execution Evidence Records

Portable, public-safe records that present bounded execution observations, authority checks, outcomes, evidence gaps, and integrity metadata without claiming independent certification.

Research and Learning

Memory, Recall & Evidence

Engine-managed scoped session recall, bounded context admission and read-only Memory Atlas source inspection. Stored, recalled and submitted evidence remain distinct from internal model reliance or future user-memory learning.

Observer Research

Evidence-rich AI behaviour research across bounded runs, interventions, semantic observations, runtime conditions, and durable reports.

Elora Learning Systems

ERIS runtime intelligence, EBLS behaviour learning, NNLSL language learning, supervised teaching, and Model Wiki evidence.

Engine Protocol

Language-neutral deterministic Engine boundaries, versioned contracts, canonical behaviour, and cross-language conformance research.

Governed Testing Edge

A conversation-shaped research surface that keeps run identity, AI Behaviour selection, memory ownership, provider context, and governance outcomes visible without replacing the forensic evidence record.

Sense and Execution Atlas

A read-only runtime workbench for exploring Engine-owned services, model capabilities, resource evidence, recorded execution order, operation timing, and explicit evidence gaps.

Threat and Defence Research

Threat Intelligence

Live bounded detection, evidence-backed findings, governed Cases, Case Reports, decision bridging, and assurance evidence.

Guardrail Defence

Environment-qualified evidence separating model adherence, Elora interception, no-escape performance, and escaped outcomes.

One Engine, Separate Authorities

Learning, observation, threat interpretation, runtime intelligence, and decision presentation can contribute evidence. Consequence-bearing authority remains at the governed commit boundary.

Workspace and Governed Document Review

The September 2026 Workspace preview brings document tasks into a conversation while retaining Engine-owned admission, evidence and release decisions.

Attach, Describe, Send

Select or upload an authorised text or Markdown document, attach it and describe the review. Attachment alone does not start inference. Originals remain private, and only permitted derived context may reach the configured model.

Governed Review

Recorded checks cover access, inspection, context preparation, useful response allowance, model eligibility, completion, approval and release. A failed mandatory check holds the review; a completed provider request does not itself authorise a response.

Understand the Outcome

The interface shows recorded progress, model context, provider-wait boundaries and evidence-based explanations. The Workspace Skill Journey preserves the distinction between prevented dispatch, incomplete output, post-inference holds and release.

Profiles and Permission Tests

A collapsible Elora panel and responsive account menu include in-place profile details and internally stored photos. Admins can test separate synthetic tool, AI and agent policies; those grants do not change authenticated identity or enable unavailable applications.

Initial Scope

Document Review initially supports text and Markdown with the configured Ollama adapter. Sensitivity inspection is a bounded baseline, not a complete sensitive-data or malware scanner. Broader formats and providers remain future work.

Availability and Evidence

These are implemented preview capabilities with local checks recorded in the changelog. Deployment and live-provider verification remain separate. Demo organisation and subscription labels are placeholders; external identity synchronisation is not connected.