Deterministic Multi-Agent Execution

Autonomous agents.
Provable control.

The execution harness between your business intent and your AI agents. Plain-English mandates become bounded, auditable agent work — one context fabric, deterministic guardrails, one-click rollback.

onexo — mission console — productionHARNESS ACTIVE
mission: q3-pricing-policy-rollout
7 / 12 micro-tasks · 4 workers · autonomy bounded
Active Directive
intent  "Apply revised EU pricing policy to all subscription tiers"
source  plain-English mandate · CFO office
pathway  data-fabric update — no code generation
boundaries  pricing schema only · no PII scope · region=EU
validation  policy simulation passed · 3 yrs logs
rollback  captured @ 14:02:36.114Z
Agent Activity
14:02:41worker#a3 mapped intent → 12 bounded micro-tasks
14:02:52worker#c1 schema constraints verified
14:03:07worker#c1 4,182 records staged in sandbox txn
14:03:11worker#e7 validation suite 214/214 passed
14:03:19harness state-machine gate 5→6 approved
14:03:24worker#c1 awaiting gate 7 — human checkpoint
CIRCUIT BREAKER — freeze & roll back all agentsimmutable audit trail · OTEL-native · SOC 2-aligned controls
Why Enterprise AI Transformations Stall

One upstream hallucination shouldn't become a production outage.

Every tool in your stack — repos, tickets, pipelines, databases — assumes a human reads and writes the changes. There's no native layer for an agent to interpret your business deterministically.

In an open loop, one small upstream error — a semantic mismatch, a slight hallucination — is passed downstream as absolute truth.

Each agent that touches an unverified output amplifies it. A minor variance in intent compounds into corrupted records, broken logic, and downtime.

OneXO makes that structurally impossible: every agent runs inside a bounded state machine, against one source of truth, with a rollback point before every action. Errors are caught at the gate — not in production.

Open loopagent A · ×1agent B · ×4agent C · ×16PROD OUTAGE
OneXOagent AGATE ✓agent BGATE ⊘ caughtrollback · retry
deterministic state-machine gates between every agent handoff
The Platform

One harness between intent, agents, and enterprise truth.

Business mandates enter at the top. Governed execution happens at the core. Your systems of record sit underneath — untouched until a change is proven safe. Explore the full platform →

Business Intent

Plain-English mandates from the executive team — pricing, policy, product, compliance.

Every Department

Finance · Risk · Operations · Legal · Engineering — one shared execution language.

Your Existing Tools

Tickets, repos, pipelines, and terminals keep working. OneXO reads them agent-natively.

OneXO Harness
REQUIREMENTS LOOPRUNTIME ORCHESTRATIONEXECUTION ENGINEMODEL HUB — ANY FRONTIER OR PRIVATE LLM
ProductsProcessesPoliciesCustomersSystemsPeople
Enterprise graph
Unified
Data Fabric
SOURCE OF TRUTH
ControlsLineageAccess rulesAudit eventsEdge casesTribal knowledge
Compliance graph
GitHubJiraPostgreSQLOracleKafkaSAPSalesforceSnowflakeS3ServiceNowCI/CDLegacy green-screen
ONEXO SHIELD — RBAC · POLICY ENFORCEMENT · IMMUTABLE AUDIT
Reference Architecture

Four layers. One deterministic path from sentence to system.

A runtime stack that sits above your legacy structures and turns raw information into predictable execution. See the full architecture →

LAYER 01The Unified Data Fabric

Continuously ingests unstructured streams, logs, and relational systems into one governed context graph — the single source of truth agents baseline against, so hallucination has nothing to feed on.

Semantic schema discovery
Knowledge RAG pipelines
Zero-impact synchronization
LAYER 02The Requirements Lifecycle Loop

Captures strategic goals in plain English and programmatically maps them to technical constraints, validation models, and automated tests. When policy changes, dependent systems auto-refactor.

Bi-directional intent translation
Autonomous parameter refactoring
Continuous blueprint updates
LAYER 03Agent Runtime Orchestration

The core harness engine. Decomposes objectives into bounded micro-tasks executed by specialized workers inside rigid, deterministic state machines — with a validation gate at every handoff.

Deterministic execution guardrails
Inter-agent communication isolation
Halts cascading hallucinations at the gate
LAYER 04The Intelligent Execution Engine

The platform gatekeeper. Scores cost, risk, and latency on every directive and routes it down the cheapest safe pathway — a governed metadata update or a bounded coding mission.

Dual-pathway routing
Algorithmic cost mitigation
Automated rollback on failure
The Economic Case

The cheapest change is the one that never touches code.

Platforms billed by the token have no reason to cut your consumption. OneXO spends compute only where it buys outcome — ~90% of changes resolve as governed metadata updates. Coding missions fire only when new services or performance demand them. Your codebase, and your invoice, stop bloating.

INPUT

Business directive

"Extend the refund window to 60 days for premium tiers" — plain English, from anyone authorized.

CONTEXT

Fabric lookup

Directive is grounded against the context graph: schemas, policies, lineage, edge cases.

Intelligent Execution Engine

RISK SCORINGCOST ROUTINGGUARDRAILSOBSERVABILITYPOLICY CHECKROLLBACK PREP
model-agnostic — routes each micro-task to the best model by accuracy, latency, and cost
PATHWAY A — ~90%

Data-fabric update

Governed metadata change. No code generated, no tokens burned on rewrites, zero new technical debt.

PATHWAY B — WHEN REQUIRED

Bounded coding mission

Multi-agent session compiles source only for new microservices or hard performance needs — then validates, ships, and logs.

onexo — cost & control consoleLAST 30 DAYS
Directives resolved
1,284
92.4% via fabric pathway
Tokens avoided
312M
vs. open-loop baseline
Budget status
−38%
under per-team ceiling
Median gate latency
313ms
Readiness Index

"Automation-ready" is a number, not a feeling.

OneXO scores every connected repo and dataset across 100+ signals — docs, test coverage, schema hygiene, lineage, dependency drift, CI health — and tells you what to fix before agents can act on it.

onexo — readiness index — organization view14 ASSETS BELOW THRESHOLD
Organization score
Level 3
Assets tracked
114 repos + datasets
Signals evaluated
100+ continuous
DOCUMENTATIONTEST COVERAGESCHEMA HYGIENELINEAGEDEPENDENCY DRIFTCI HEALTHMODULARITY
4payments-core · repo
86%
access: granted
updated 2h ago
3customer-ledger · dataset
71%
access: granted
updated 1d ago
2legacy-billing · repo
43%
access: read-only
fix: test coverage
1mainframe-extract · dataset
22%
access: blocked
fix: lineage gaps
Enterprise Control

Built for boards, auditors, and regulators — not just builders.

Security, compliance, and cost control aren't add-ons. Every module ships enterprise-ready from day one.

Fully Air-Gapped

Deploy entirely on your infrastructure with zero external network dependency. Only an LLM is required inside the perimeter.

RBAC Hierarchy

Org → division → team → agent. Every worker inherits scoped create/read/update/delete rights from the same tree your people use.

SAML / IdP Integration

Enterprise SSO with SAML 2.0, OIDC, and directory sync. Agent identities are governed like employee identities.

Cost Controls

Per-team and per-mission token budgets with real-time tracking and hard ceilings — spend is a policy, not a surprise.

Centralized Org Config

Skills, permissions, model routing, and policies managed from one pane. Change once, enforce everywhere.

OTEL-Native Audit

First-class OpenTelemetry support and an immutable, millisecond-resolution audit trail across every agent action.

onexo — immutable audit trailTAMPER-EVIDENT
14:03:24gate-7 human checkpoint requested · approver: vp-eng@corp · mission q3-pricing
14:03:19state transition 5→6 · policy check passed · hash 9f3a…c81e
14:03:11validation suite 214/214 passed · sandbox txn #48812
14:02:36rollback point captured · full-state snapshot · retention: 7y
Platform Innovations

Three controls no open-loop platform can offer.

The Policy Time-Machine

A compliance simulation sandbox. State an operational change in plain English and run it as a digital twin against years of historical fabric logs — see every downstream impact before anything touches production.

Shadow API Extraction

Headless observation engines record how your people operate legacy, undocumented systems — even green-screen terminals — deduce the data contracts, and generate a secure API wrapper within 24 hours.

The Circuit Breaker

Absolute human override. Every agent action runs inside a sandboxed transaction layer. One click freezes the entire cluster and rolls the system back to the exact millisecond before the AI acted.

Industries

Built for industries where "move fast and break things" is a felony.

Production-grade delivery where performance, compliance, data security, and operational reliability are non-negotiable.

Financial Services

Compliant AI agents with immutable audit trails, strict policy enforcement, and SOC 2-aligned controls built in.

ONEXO FITdeterministic runtime guarantees audit transparency across every transactional logic step.

Defense & National Security

Sovereign infrastructure, fully air-gapped runtimes, zero-trust environments.

ONEXO FITcomplete network isolation removes external reliance and third-party communication vectors entirely.

Healthcare

HIPAA-ready workflows, absolute clinical data isolation, and comprehensive lineage tracking.

ONEXO FITthe Requirements Loop locks data visibility parameters directly to structural access nodes.

Telecom

Agents that scale with massive network infrastructure and streaming telemetry.

ONEXO FITthe high-throughput data fabric coordinates telemetry streams as governed context, not noise.

SaaS

Fully managed, zero ops overhead.

Hybrid

Secure cloud control plane, your private compute.

On-Prem

Deployed entirely inside your data center.

Air-Gapped

Complete isolation. Zero external dependencies.

Procurement without gymnastics.

OneXO is available through AWS, Azure, and GCP marketplaces against pre-committed cloud spend. Standard IP indemnification, no shared-liability contract structures, and a transparent Fabric + Compute utility model — your finance team can forecast it like any other line item.

Proof of Value

Prove it in 14 days, on one bounded workflow.

No rip-and-replace. No two-year program. We connect read-only, run one governed mission with the circuit breaker armed, and measure against success criteria your team defines up front.

DAYS 1–3

Connect, read-only

The fabric ingests one workflow's repos, datasets, and policies. Nothing is written. Your Readiness Index baseline is produced.

DAYS 4–10

Run one governed mission

A real directive from your team executes inside the harness — sandboxed transactions, gates at every handoff, breaker armed.

DAYS 11–14

Measure and decide

You get the audit trail, cost telemetry, and outcome metrics side-by-side with your current process. The numbers make the call.

Context that compounds.

Every mission through the harness makes the fabric smarter — and the next change cheaper, safer, and faster.