Technical articles
Product choices, integration methods, permissions, and failure semantics explained through real questions.
Browse article topics↗RESOURCES
From understanding the problemto running your first business operation
Resources are organized by adoption stage: evaluation, integration, public validation, and stable release facts.
EvaluationEngineeringPublic evidenceStable releases
01START BY STAGE
Where are you in the journey?
Solve the question in front of you first, then move into deeper documentation.
01
I am deciding whether it fits
Understand how it relates to chat assistants, MCP, automation, and browser RPA.
Explore evaluation topics↗02I am connecting an existing system
Start with one read and one write, then understand identity, routes, declaration, and signatures.
Open the setup guide↗03I care about authority and risk
Review final backend authorization, approval, idempotency, uncertain outcomes, and audit.
Review security↗04I want to verify it myself
Run the Docker demo without a model key and reproduce the governance path.
Run the public demo↗02FIRST-PARTY MATERIAL
Organized by real questions, not internal content IDs
Public URLs use durable topics while ACC, Core, and independent integrations retain separate fact boundaries.
Integration guides
Deployment, business integration, Agent Client, SDKs, approvals, operations, and troubleshooting.
Open documentation↗Public Docker demo
Reproduce reads, writes, approvals, and failure traces without a real system or model key.
Run the demo↗Open-source projects and releases
Understand Core, ACC, SDKs, adapters, licenses, and stable versions.
View the project map↗ARTICLE TOPICS
Articles are organized around durable questions
- 01Adding an AI assistant to an existing back office
- 02Binding a local agent to real business identity
- 03Discovering capabilities without flooding tool context
- 04Why an agent can read but cannot write
- 05Approval, idempotency, and unknown execution outcomes
03PUBLIC STABLE RELEASES
Projects ship independently; versions and responsibilities do not merge
Release facts come from completed stable tags. Listings and downloads prove distribution, not customer adoption.
Not sure where to begin? Run the public demo first
See reads, writes, approvals, and traces, then choose one business action closest to your system.