Product lineup

Reusable systems built on Epistemic Loop Development.

Each product distills the Miulus mindset into deployable modules that keep provenance, human oversight, and delivery rhythm aligned.

From capture infrastructure to automation platforms, we preserve clarity, reinforce accountability, and accelerate implementation in every release.

What stays consistent

Traceable decisions with documentation you can audit.
Iteration side by side as requirements evolve.
Design thinking that unifies hardware, software, and people.

Epistemic Suite

Sensor‑first Provenance — Capture → Cloud

From the Epistemic Recorder (Android) to the Vault and CLI Verifier, trust starts at the sensor and persists through your workflow—with optional C2PA export.

Recorder (Android) Epistemic Vault CLI Verifier Rolling hash & COSE C2PA export

Visit EpistemicVault.com

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The Epistemic Suite creates a verifiable chain-of-custody from camera to cloud. Each capture embeds a cryptographic manifest (CBOR + COSE), tiered by device trust (TEE/StrongBox where available), with rolling hash continuity and server-side audit trails.

Zero-trust friendly: verify locally or in pipeline.
APIs + webhooks for MAM/DAM/CI integrations.
Optional C2PA export for downstream compatibility.

Structural AI

Foundation Planning Assistant

Generate draft perustussuunnitelmat with explainable recommendations and human-in-the-loop safety checks so experts can steer every outcome.

Python Local/Cloud Docs → CAD

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Structural AI ingests archival plans, geotechnical surveys, and regulatory frameworks to suggest annotated drafts. Engineers stay in control with explainable reasoning trails and override workflows.

Custom Integrations

Workflow Automations

Glue systems together with auditable agents that respect your governance models while keeping telemetry and overrides within reach.

APIs Webhooks LLM Ops

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We build bridges between your data sources, verification layers, and decision-makers. Expect telemetry, role-based access, and continuous improvement hooks out of the box.