Autonomous Governance Domain

Safety layer for
ML models in production.

BlurredBox AGD is the governance layer for mission-critical machine learning. It predicts failures before they happen and prevents them from happening in milliseconds.

Enter Command Center Contact the Founders
Private Beta — pilot program open Sovereign Deployment Cryptographic Audit Trail
predictive_safety.dsl
[RULE: Predictive_Core]
priority: 10000
condition: fail_prob >= 80%
action: ROLLBACK
// intercepted in 5ms
99.8%
Prediction Precision
5ms
Enforcement Latency
100%
Data Sovereignty
Capabilities

The intelligence core

Not observability. Real-time intervention — engineered for systems where failure is not an option.

01

Predictive Intelligence

Deep-learning models forecast drift and systemic failure before they breach policy — shifting governance from reactive monitoring to pre-emptive control.

02

Millisecond Enforcement

A decoupled decision-and-enforcement design over a low-latency message bus delivers ~5ms intervention and load-balancer rerouting.

03

Cryptographic Trust

Signed identity resolution and immutable, hash-chained audit logging. Every governance decision is verifiable and tamper-evident.

Approach

Governance at the execution edge

While conventional tooling watches logs, BlurredBox AGD intercepts the execution path itself — a high-priority native enforcement layer that recovers from failure without the overhead of higher-level runtimes.

  • 01 Hardened transport

    Low-latency messaging for non-blocking, high-frequency enforcement.
  • 02 Air-gapped privacy

    Deploy on-premise or in isolated clouds. Model weights never leave your perimeter.
  • 03 Immutable auditing

    Every decision cryptographically signed and hash-chained in an unalterable log.
// SYSTEM_INTEGRITY_VERIFIED

> INITIALIZING IDENTITY LAYER… OK
> LOADING PREDICTIVE CORE… OK
> VERIFYING POLICY HASH (SHA-256)… OK
> ESTABLISHING MESSAGE BUS… OK
> ENFORCEMENT LATENCY: 5ms
> STATUS: SOVEREIGN CONTROL ACTIVE
COMPLIANCE POSTURE

> DATA RESIDENCY… CUSTOMER-CONTROLLED
> CREDENTIAL STORAGE… ARGON2ID
> TRANSPORT… TLS 1.3
> AUDIT TRAIL… IMMUTABLE
> ENFORCEMENT… DETERMINISTIC
Security & Compliance

Built for institutions that cannot fail

Sovereign by design. Telemetry stays inside your perimeter; only anonymized, metadata-level anomalies required for governance are transmitted — over encrypted channels, fully audited. Enforcement is deterministic and reversible, with a complete chain of custody for every action.

Speak with the founders
Direct Line

Speak with the founders

We're accepting early institutional partners into a private pilot. Engagements are handled personally — no sales funnel, a direct technical conversation.

Harutyun Kesablyan

Harutyun Kesablyan

Lead ML Architect · Product & AI

Designs the predictive neural network layer — processing live telemetry to forecast and halt model drift before it ever reaches a decision. Graduate of Picsart Academy's 15-month AI / ML program.

GRU failure predictor PSI drift forecasting Telemetry pipeline
EMAILkesablyanharut@gmail.com
Arameh Haghverdian

Arameh Haghverdian

Lead Low-Level Engineer · Systems

Architects the core C daemon and systems infrastructure, enforcing AI safety directly at the OS level — the sub-5ms rollback engine and the backend that carries it.

C enforcement daemon OS-level enforcement Backend & infra
EMAILaramehhaghverdian@gmail.com