Adam Kling

Team Chat — AI Workflows & Media Capture

Custom team-chat integrations for AI actions, browser recording and reviewed engineering-job handoffs.

My role

Built custom Mattermost integrations and agent-bridge workflows; I did not build the upstream chat platform.

The problem

Teams need to turn conversations into useful AI work while keeping action approval and resulting updates connected to the original discussion.

The approach

Extended upstream Mattermost with custom web interactions and an agent bridge. Reviewed chat proposals can create Dispatch work, and results or approval questions return to the originating thread.

What it enables

Brings AI assistance and engineering handoffs into the conversation, with a person approving consequential job actions.

The work,
and its boundaries.

In-thread assistance

Editable AI actions and reply drafts keep the proposed response available for review.

Browser media capture

Supports screen, camera and combined picture-in-picture recording in compatible browsers.

Reviewed work handoff

Human-approved proposals create engineering jobs or schedules and retain the originating conversation context.

Architecture

The chat plugin handles interaction, the bridge coordinates agent actions and Dispatch manages engineering work.

Scope

Archived upstream customization; browser recording is not a native desktop recording feature.

Technology

Let’s make your next project workable.

Talk with me about the product, the engineering and the decisions that need to stay with people.