Governed AI for Institutional Work

AI systems for industries
where accuracy is not optional.

Active Mirror builds governed AI for regulated industries. Every decision auditable. Every model explainable. Every deployment sovereign.

See the work Discuss a build
6 Published papers
3 Live deployments
Ed25519 Cryptographic signing
Zero Hallucination tolerance
mirrordash.py --profile glass
MirrorDash — live governance monitoring console showing behavioral metrics, gate activity, model monitor, and session arc

MirrorDash — live production screenshot. Every decision, tool, hook, and model. In real time.

Our Approach

Reflective AI, not generative AI.

Generative AI produces content. Reflective AI produces evidence. We build the second kind.

Dimension Generative AI Reflective AI
Output Plausible text Auditable decisions
Evidence Probabilistic Deterministic + signed
Deployment Cloud API Sovereign / air-gapped
Governance Post-hoc guardrails Built-in by construction
Explainability Best-effort Mandatory per decision
Trust model Trust the provider Trust the evidence
Proof Surfaces

10 products. One governance layer.

Every product is a live, auditable system that demonstrates governed AI in production. Open where it matters.

MirrorDNA Open

Multi-model session state virtualization. Persistent identity across any AI provider. Your data, your hardware, your rules.

MirrorSeed Open

Ed25519-signed identity and session management. Cryptographic proof of who did what, when. Non-repudiable by construction.

MirrorBrain Live

Local-first inference engine. Run models on-premise or at the edge. Zero cloud dependency. Quantised models on ARM and x86.

MirrorGate Open

7-layer verification hook pipeline. Enforces compliance validation on inputs and outputs in real time. No layer is optional.

Kavach Private

Low-latency inference firewall. Policy-driven proxy that governs AI requests before they execute. Safety by design.

Chetana Live

Governed conversational AI for regulated industries. Every response logged, every decision traceable. Voice and text.

MirrorDash Open

Glass-box AI monitoring. See every decision, every tool call, every gate check in real time. Terminal UI, zero dependencies.

Constellation Live

Multi-agent coordination with visual surface. Governed swarm orchestration where every agent action is signed and auditable.

ActiveMirrorOS Open

Sovereign cognitive operating system. Multi-device mesh with purpose-governed inference across distributed hardware.

MirrorProd Live

AI-governed video production pipeline. Script-to-screen with compliance gates, brand governance, and deterministic rendering. Every frame traceable.

Beacon Open

Build log and research publication surface. Where we publish what we build, why, and what we learned. No marketing.

Architecture

7-layer governance stack.

Every request passes through seven deterministic layers before a model produces output. No layer is optional. Every layer has a defined failure mode.

L1
Transport Boundary Guard

Evaluates packet origin metadata against trusted proxy mappings.

Hard drop
L2
PII Inspection Filter

Runs local WebAssembly filters to mask protected identifiers before contextual analysis.

Strip + redact
L3
Intent Boundary Validator

Structural token checking to block alignment attacks and out-of-scope prompts.

Policy violation
L4
Deterministic Router

Matches workloads to available local compute. No routing to multi-tenant clouds.

Local-only exec
L5
Context Provenance Matcher

Attaches verified origin metadata from MirrorDNA to link requests to a unique provenance path.

Drop context
L6
Cryptographic Sign-off

SHA-256 state hashes and Ed25519 signatures via MirrorSeed tokens. Tamper-evident by construction.

Invalidate trace
L7
Append-Only Ledger Commit

Binds the transaction block into a local tamper-evident audit history structure.

No rollback
mirrordash.py --profile compliance
MirrorDash compliance view — governance gates, audit trail, and evidence chain monitoring
Sovereign Deployment

Your data never leaves your boundary.

Three deployment models. All sovereign. Choose based on your threat model, not our convenience.

Air-Gapped

Complete network isolation. Models, data, and inference run entirely within your physical boundary. No external calls, no telemetry, no cloud dependency.

  • Zero network egress
  • On-premise hardware
  • Full data sovereignty
  • HSM key management

Single-Tenant VPC

Dedicated cloud infrastructure with no shared resources. Your models run in isolated compute with private networking and customer-managed encryption keys.

  • Dedicated compute
  • Private networking
  • CMEK encryption
  • SOC 2 boundary

Local Edge Inference

Run quantised models on commodity hardware at the edge. Branch offices, factory floors, field deployments. No cloud round-trip required.

  • Quantised models
  • ARM / x86 support
  • Offline-capable
  • < 10ms latency
Client Work

Governed AI in production.

Not demos. Not proofs of concept. Live systems serving real users in regulated domains.

Institutional Capital

SWFI

Real-time market intelligence platform for sovereign wealth funds and pension funds. Evidence-gated AI search across 27,000 institutions, 177,000 transactions, and 128,000 people records. Every answer traces to identified source data.

PythonMongoDBGraph routerEvidence-class enforcementCaddyHetzner
Read case study →
Regulated Fintech

Greatx

AI-governed operations for a regulated financial services company. Compliance automation, decision audit trails, and model governance across lending and credit workflows. Every AI decision traceable to source.

Governed AIAudit chainsCompliance automationEd25519 signing
Legal Tech

LexEdge

Legal matter preparation platform for India. AI-assisted case research, document generation, and citation verification for advocates and law firms. Voice-enabled, vernacular-first, sovereign infrastructure.

Next.jsGemini APIVoice inputIndian law corpusCloudflare Tunnel
Visit →
Governance & Security

Compliance is architecture, not a checkbox.

Governance is the foundation every system is built on. Not a layer added after building.

EU AI Act Ready

High-risk classification support, conformity assessments, and technical documentation generated from your deployment — not retrofitted from marketing.

DPDP Act Compliant

India's Digital Personal Data Protection Act. Consent management, data localisation, purpose limitation — enforced at the infrastructure layer.

SOC 2 & ISO 27001

Audit-ready controls mapped to SOC 2 Type II and ISO 27001 Annex A. Evidence generated continuously, not assembled before audits.

Ed25519 Signed

Every model output, every decision log, every governance artifact is cryptographically signed. Tamper-evident by construction.

Research

6 published papers. Open where it matters.

Published research on sovereign AI, reflective memory, behavioral governance, and structured contextual distillation. All with Zenodo DOIs.

MirrorDNA: Personal AI Infrastructure on Consumer Hardware DOI
Number-Theoretic Graphs with Small-World Navigability: Percolation, Structure, and Greedy Routing in MirrorDNA DOI
Governance and Boundary Conditions for Reflective AI Systems DOI
Layered Governance for Large Language Model Systems DOI
Structured Contextual Distillation (SCD v3.1): Deterministic, Vendor-Independent Protocol for Persistent, Verifiable Agent State DOI
Erratum: SCD v3.1 — Hardware Specification Correction DOI

All publications →

Enterprise

Built for procurement, not just pilots.

Enterprise SLAs, marketplace billing, and dedicated support. Built to clear your vendor review.

99.99%
Uptime SLA

Infrastructure-level uptime commitment with financial penalties. Measured at the governance layer, not just the load balancer.

24/7
Priority Support

Dedicated engineering support for enterprise deployments. Direct access to the team that built your system, not a ticket queue.

AWS & Azure
Marketplace Ready

Deploy through your existing cloud procurement. Standard enterprise billing through AWS Marketplace and Azure Marketplace.

Built for industries where AI failure is not a product bug.

It is a regulatory event, a fiduciary breach, or a harm to a real person.

Discuss a build
Signal Desk
Live feed
Intelligence Feed
Live signals across governed AI, sovereign infrastructure, and regulatory movements. Enter your work email to access.
Active Mirror Scoping Session
Governed inference
I'm the Active Mirror scoping interface. Describe your industry, compliance environment, and deployment constraints — I'll map the architecture, walk you through the stack, and generate a brief you can take to procurement.
7-layer governance · Ed25519 signed · Sovereign inference · N1 Intelligence (OPC) Pvt Ltd