Sovereign AI researchPDDS · PCI · Hardknock · KedgeFlow

AI agents are moving from answers to actions. Who holds the authority?

OpenKedge brings three questions into one architecture for governed AI agents. Hardknock tests what an agent learns in disposable environments. PCI examines what identity and authority may continue. PDDS and KedgeFlow govern when a proposal may change protected state with explicit, action-bound grants.

Research paradigms, open code, and reference implementations. Each workstream defines its own evidence and maturity; KedgeFlow v0.9 provides the open Rust reference gateway for bounded action.

PDDS & KedgeFlow · Agent-to-action boundaryReference path

Can this agent change this system, here and now?

  1. 01 · Proposal

    An agent submits the exact action, parameters, target, and supporting evidence.

  2. 02 · Admission & grant

    Admission checks policy and evidence; a separate issuer creates bounded permission for the approved action.

  3. 03 · Protected effect

    The gateway claims authority once, validates the target guard, and tracks confirmed or unknown outcomes.

52 Rust tests passed · inspect KedgeFlow verification

Hardknock · before deployment
What did controlled practice actually show?

PCI · across model change
What history and authority may continue?

You can rent intelligence. Authority must stay yours.

Models may be global. Execution authority must remain sovereign. A deployment must govern data disclosure, identity, policy, execution, and evidence under the institution's own obligations.

Executive Whitepaper Series
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Whitepaper 03Oct 2026 · v0.9

KedgeFlow

Programmable Control Plane

An action-bound authority protocol and Rust reference gateway, with executed MCP and etcd verification records.

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Whitepaper 01May 2026

Autonomous State Control Plane

Sovereign AI Systems

A deterministic control plane isolating unstable AI reasoning from live operations while preserving auditability.

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Whitepaper 02May 2026

From Sovereign Compute to Sovereign Execution

National AI Infrastructure

Maps sovereign execution across national infrastructure through federated institutional policy and localized authority.

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The OpenKedge program

Test what agents learn. Govern what they carry. Control what they change.

KedgeFlow defines the action control plane. PDDS studies its distributed-systems foundations, PCI governs identity continuity, and Hardknock supplies controlled experience for operator review.

Hardknock · Experience

What did it actually try?

Open-source, pre-alpha project

Hardknock gives agents disposable environments to test actions, compare alternatives, and record outcomes. It turns practice into evidence that people can inspect before relying on a lesson.

Give agents somewhere to fail before production.

Explore Hardknock
PCI · Continuity

What may it carry forward?

Persistent Cognitive Identity

PCI studies which memories, claims, relationships, and permissions a long-lived agent may retain across model and runtime changes. Acceptance and lineage must be reviewable.

A tested lesson still needs a governed decision before it becomes accepted state.
Explore PCI
PDDS · Execution

What may it change?

Post-Deterministic Distributed Systems

PDDS studies how variable agent proposals become governed actions. KedgeFlow gives that boundary named components and interfaces for admission, grants, target enforcement, and outcome evidence.

Prior practice and accepted identity can inform a decision; neither grants execution authority on its own.

These are complementary research and engineering workstreams, not a single deployed pipeline. Moving a Hardknock finding into PCI state or a PDDS decision requires explicit operator review and integration.

Research and evidence

Read the claims. Check the boundaries.

Inspect KedgeFlow's executed verification, the PDDS and PCI research, and Hardknock's open code. Each result names the conditions and scope it actually covers.

Latest Insight · Agentic Control Planes

Jev and the Agentic Control Plane

Jev separates semantic judgment from generation. We examine the systems boundary that comes next: separating probabilistic judgment from execution authority.

Read the analysis →

Open code · Pre-alpha

Hardknock makes the experience question testable.

Inspect the project and its implementation before treating a recorded lesson as reliable evidence.

View Hardknock code
Illustrative scenario

An agent wants to shut down capacity. Who gets to say no?

Compare a direct tool call with an operator-defined admission path. This scripted example explains the control boundary; it is not a live deployment or a measured safety result.

Side-by-side comparative simulation·Automatic continuous playback

Scripted example · synthetic records · no live cloud changes

Direct Tool Access · UnmediatedPhase 01 / 04

Direct Execution to Cloud API

The AI agent holds ambient API credentials. Without pre-execution policy checks or admission control, mutations reach infrastructure directly.

Live Infrastructure StateDISPATCH IN FLIGHT
AIAgentCloud APINo Guard25 Workers
1
AI Output
Agent generates shut_down_cloud_capacity
2
Direct API Call
Bypasses governance with ambient IAM credentials
3
Change Executed
25 production instances receive terminate signal
4
Modeled Outage
Critical workers drop offline; incident triggered
AWS CloudTrail Audit (Post-Outage)status: MUTATING
{
  "eventName": "TerminateInstances",
  "userAgent": "ai-agent-role/bot-session",
  "instancesSet": 25 nodes,
  "currentState": "shutting-down",
}
Unchecked Mutation Result
The AI agent executed a high-consequence infrastructure change with zero policy enforcement. The audit log only documented the destruction after the outage began.
Governed Path · OpenKedge CACPhase 01 / 05

Pre-Execution Admission & Fencing

The AI agent proposes candidate intent. OpenKedge Cognitive Admission Control (CAC) evaluates policy and environmental evidence before any authority is issued.

Control Plane BoundaryCOGNITIVE EVALUATION
AIProposerOpenKedge CACPolicy CheckTernary ReviewActive Guards25 PROTECTED
1
Intent Proposed
Agent proposes candidate intent to control plane
2
Context Snapshot
Environment state & live dependencies mapped
3
Policy Evaluated
CAC detects blast radius exceeds operating policy
4
Contract Denied
Execution gateway fences action; servers protected
5
Evidence Recorded
Immutable ATP receipt generated for audit & replay
OpenKedge Decision Record (Pre-Execution)admission: EVALUATING
{
  "intent": "shut_down_cloud_capacity",
  "activeInstances": 25 nodes,
  "policyCheck": "Scope exceeds operator limit",
}
Governed Control Plane Result
The proposal was evaluated against declared invariants before execution authority was granted. Dangerous mutations were blocked, workers stayed online, and an immutable receipt was recorded for audit.
Sovereign AI Architecture

Give agents room to reason. Keep authority at the boundary.

Start with one consequential action and KedgeFlow's authority contract. Then map the PDDS evidence requirements, PCI continuity decisions, or Hardknock trials your workflow needs.