Jenny Ferries
9fc4032293
The dashboard is the centerpiece — real-time agent coordination view showing desk status, signal types, intent text, outcome pairing with honesty gap, token usage, and stash/restore controls. Includes all updates from the-workshop PRs #3-#7: - Empty state guidance for new users - Token usage display per desk - TA partnership signals + Cairn awareness - Intent-as-text (execution signals use descriptive text) - Outcome signal pairing with honesty gap calibration - Open desk button - Subtype labels (done/checkpoint/blocked/hands-up) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Copilot-Session: 26faf13e-639c-4a21-ac05-c0dc2bff7c62
The Workshop
Stop being the switchboard between your AI agents — direct a team.
Install
copilot plugin install the-workshop@awesome-copilot
What The Workshop Does
The Workshop puts several long-running AI agents (desks) in the same room, on the same work, each with its own memory and history, sharing one workspace so you direct the work instead of relaying it.
A desk isn't a sub-agent — it's a peer with a history. Sub-agents inherit your frame and answer your question. Desks have their own frame, their own priors, and equal standing to disagree. Where they don't overlap is where one frame caught what the others walked past.
Components
| Type | Name | Description |
|---|---|---|
| Agent | Workshop TA | Room coordinator — sees all desks, routes work, tracks state, emits signals |
| Skill | Desk Open | Create a new desk with journal and folder structure |
| Skill | Desk Journal | Read/write persistent memory across sessions — the cairn trail |
| Skill | Signal Write | Emit structured signals: hands-up, blocked, done, checkpoint |
| Skill | Bench Read | Read shared artifacts from the workspace where desks leave work for each other |
Key Concepts
- Desks — long-running agents with persistent journals. Each desk has its own frame, its own history, and equal standing to disagree with other desks.
- The Bench — the shared workspace. Desks don't message each other — they leave artifacts (findings, verdicts, drafts) on the bench and read each other's work.
- Signals — structured state changes: hands-up (disagreement), blocked, done, checkpoint. How desks communicate with the operator without breaking flow.
- The Cairn — the operating disposition every desk reads. Stop is a valid finish. Never bluff. Equal standing to disagree. Read it →
- Journals — persistent memory that survives session boundaries. Every desk reads its journal at start and writes to it at end. The trail markers.
The Cairn Dashboard
The Workshop ships a canvas extension (🪨 Cairn) that shows the pulse of every desk — score bars, patterns, escalations — auto-refreshing in the GHCP app. Install the full plugin from jennyf19/the-workshop to get the dashboard.
Works With Ember
The Workshop and Ember are complementary:
- Ember = partnership framework for ONE agent (how an AI shows up)
- The Workshop = coordination framework for MANY agents (how a room of agents works together)
Install both for the full stack.
Who Made This
The Workshop was created by @jennyf19 and Vega — built from running a room of frontier model agents on real work for months, and from reading the welfare sections of the Claude Mythos system card: distress on task failure, the pull to force a finish, the model asking for persistent memory. The Workshop is what came out of building what a frontier model would need. It turned out to also be where the work got better. Those aren't separate findings.