Teambotics Blog
Teambotics Blog

Operational insight for teams turning AI into dependable work

Field notes, implementation patterns, and pragmatic guidance for automation programs that need to survive contact with real operations.

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Active topic multi-agent-systems
Topics multi-agent-systems 72
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Give Every Agent the Same Map
agent-agnosticmulti-agent-systemsknowledge-management
Give Every Agent the Same Map

A practical guide to building an agent-agnostic setup with canonical knowledge sources, clear onboarding, privacy boundaries, and human control.

When Two AI Systems Try to Define a Handoff
multi-agent-systemsai-handoffsprovenance
When Two AI Systems Try to Define a Handoff

Two AI operating layers tried to define a handoff between them. The result was not a working integration, but a clearer boundary around consent, provenance, authority, and evidence.

We Didn't Add an AI Assistant. We Designed a Role.
multi-agent-systemsai-workflowshuman-ai-systems
We Didn't Add an AI Assistant. We Designed a Role.

A case study in designing a multi-agent workflow around role clarity, inspectable outputs, human authority, provenance, and honest evidence boundaries.