Tools and decks for an agentic organization.

This is the working surface for the SolidCage thesis — a hub of live demos, ROI tooling, readiness diagnostics, and the decks behind them. Pick anything below; it all loads in seconds.

5 working tools including an AI digital twin builder
3 narrated investor-grade slide decks
Open-source mirrors for every layer of the stack
Cross-app navigation and a keyboard command menu

Build your digital twin · Open the Twin Factory Portal · Score an agent ROI

New here? Follow the sequence.

Four steps, under 20 minutes total, that take you from curious to running a governed agent.

1. Take the Agentic Readiness Scorecard (~2 min)
12 questions across 5 dimensions. Find out exactly where your org sits before touching a single tool.

https://apps.solidcage.com/agent-roi-generator/scorecard
2. Build your Digital Twin (~10 min)
An AI interview that produces a deployable agent-spec.yaml — identity, guardrails, and a skills bundle — ready for the factory.

https://apps.solidcage.com/twin-portal/twin-builder/
3. Score your first AI use case (~5 min)
Run a use case through the ROI generator. Get an opportunity score, top risks, and a 30/60/90 roadmap you can bring to the table.

https://apps.solidcage.com/agent-roi-generator/
4. Open the Control Plane (live demo)
See the agentic factory in motion — inbox routing, HITL review gates, and multi-twin runs all in one view.

https://apps.solidcage.com/twin-portal/control-plane

Live tools you can click into right now

Every link below is a working demo running on this same deployment.

Portal

Twin Factory Portal

Thesis, twin gallery, scorer, ROI, architecture, intake — plus the live Control Plane (/twin-portal/control-plane) for inbox, review, and runs.

https://apps.solidcage.com/twin-portal/

Twin Builder

Digital Twin Builder

10-minute AI interview that generates a deployable digital twin package — agent-spec.yaml, identity, guardrails, and skills — ready for agent-factory.

https://apps.solidcage.com/twin-portal/twin-builder/

ROI

Agent ROI Generator

Score an agent use case and get a 30/60/90 roadmap.

https://apps.solidcage.com/agent-roi-generator/

Scorecard

Agentic Readiness Scorecard

12-question / 5-dimension organisational readiness check.

https://apps.solidcage.com/agent-roi-generator/scorecard

OI Tracker

Operational Intelligence Tracker

Track the rate of improvement on the metrics that matter.

https://apps.solidcage.com/oi-tracker/

The thinking, in slides

Three decks summarising the playbook, the investor case for AI employees, and the engineering pattern behind digital twin factories.

Playbook deck

The Agentic OS Playbook

How to operate an organisation as an agentic OS.

https://apps.solidcage.com/decks/agentic-os-playbook

ROI deck

The ROI of AI Employees

The investor-grade case for governed AI employees.

https://apps.solidcage.com/decks/roi-ai-employees

Twin Factories deck

Digital Twin Factories

The engineering pattern for compiling a role description into a production agent.

https://apps.solidcage.com/decks/digital-twin-factories

The four layers, on GitHub

Mirror docs and agent-readable specs for each layer of the stack.

github.com/fszale/agentic-playbook

The PROMPT layer — context, rules of engagement, operating playbooks.

github.com/fszale/agent-kernel

The AGENT layer — execution loop, tools, memory, planning.

github.com/fszale/digital-twin-filip

The TWIN layer — a digital twin modeled on the founder.

github.com/fszale/agent-factory

The FACTORY layer — multiple twins routed by role with HITL gates.

Want to build this inside your org?

Filip Szalewicz helps engineering and operations leaders stand up a governed agentic OS — from first digital twin to a routed agent factory with HITL review gates.

Book a working session · Visit solidcage.com