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Fibric is the governed operating model beneath your products. BearScope uses that model in production today; the generalized platform and builder experience are in managed early access.
Fibric is the governed operating model beneath your products. BearScope uses that model in production today; the generalized platform and builder experience are in managed early access.
Software learned to think. The physical world still runs on people pasting between systems. Fibric defines one accountable loop from signal to proposed action, with human approval and a record of what happened.
The generalized Fibric platform is being delivered with a deployment engineer while the public runtime, CLI, and SDK are prepared.
BearScope runs on real commerce and CX data today. It implements the governed pattern directly in its production application path.
The AI proposes a plan. Deterministic policy approves or blocks it. Idempotency and single-flight controls suppress duplicate effects, and each supported action leaves an attributable record.
This is the reference contract. BearScope applies it today; managed early-access deployments are measured against the same cycle.
Connectors read the current state of any system, software or hardware, into one common format.
The model reads that state and proposes a plan for review, never a raw command.
An approved path uses single-flight and idempotency keys to suppress duplicate effects on retry.
Supported actions leave an attributable record. Where a connector supports compensation, that record also carries the recovery path.
Capability indirection keeps vendor names out of operator intent. A swap can preserve that contract after auth, schema, behavior, policy, and recovery parity are validated; some migrations still require connector or adapter work.
BearScope is live. Smart City Labs is an illustrative pilot twin. Invoice For Me is a working invoicing product shown as a Fibric product pattern, not as proof of the generalized runtime.
CX operations for commerce: Radar, QA and review, conversations and calls, with order-risk evidence where connected. Live on real customer data.
Sense → Reason → Act → Receipt See BearScope → Illustrative pilot model Sample twin Demonstration values show how a hotel twin could present baseline and control-room evidence. They are not measured customer results. See the math →
A cognitive twin of a working hotel. Every room reports its draw, its occupancy, and its drift.
Walk the twin →
Create invoices in plain language, manage clients, send PDFs by email, schedule recurring billing, and track payment status at invoiceforme.com.
See the product pattern →Forty-eight certified listings: five live in BearScope and forty-three in managed early access. Each page states what is live before you connect.
Browse the connectors →Every operator, connector, and integration is in the marketplace, with what each one senses and does. Browse the marketplace · More built on Fibric
These are the platform's control objectives. The live BearScope path enforces tenant-scoped data access directly; the generalized kernel remains a reference implementation.
Tenant context is set before governed queries run, and row-level security limits the live application path to the calling tenant.
Single-flight and idempotency keys are designed to collapse recognized retries and races. Downstream behavior remains an explicit boundary, not an end-to-end guarantee.
Supported execution paths keep attributable records. Reversal means a compensating action where the connected system can provide one.
Wire a loop, find the connectors and agents that fit, and see what it's worth. Interactive, instant, no signup.
Pick a signal, an action and an operator. Watch the loop run and read the record it leaves.
Open tool →Tell us what you run. Get the connectors, an agent and a recipe that fit, from the real catalog.
Open tool →Put in the work you do by hand. See what an operator hands back, on your own numbers.
Open tool →Start with a managed discovery. We will identify what is live, what needs an early-access connector, and what should remain a reference pattern.
