Scaffold and manage the stateless AI workspace — context, packs, repos, and knowledge for
Scanned 9/2/2026
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---
name: workspace
description: Scaffold and manage the stateless AI workspace — context, packs, repos, and knowledge for
multi-repo orchestration.
origin:
type: first-party
metadata:
author: ulises-jeremias
version: '1.0'
tags:
- workspace
- packs
- context
- multi-repo
- orchestration
---
# Workspace
Initialize and operate the **stateless AI workspace** (`~/.ai-workspace`) that orchestrates work across any repo, team, or client via `agent-toolkit workspace` and `agent-toolkit memory`. This is the entry point for multi-repo delivery; all swarm and project work runs inside it.
## When to use
- Starting a new session (`agent-toolkit workspace context` + `agent-toolkit memory inject` + `agent-toolkit memory todo` — the session start protocol per `AGENTS.md`).
- User needs to switch client/project context via packs (`packs/*.yaml`).
- Workspace health check, pack load, or knowledge sync is needed.
## Prerequisites
- `agent-toolkit` installed (`agent-toolkit workspace --help` works).
- Workspace at `~/.ai-workspace` (or `$WORKSPACE_ROOT`) with `repos/`, `projects/` symlinks, `knowledge/`, `personas/`, `packs/`.
## Workflow
### 1. Session start protocol (always)
```bash
agent-toolkit workspace context # inject session state (repos, packs, personas)
agent-toolkit memory inject # load persistent knowledge
agent-toolkit memory todo # show pending follow-ups
# Optional: load a pack
agent-toolkit workspace load packs/<client>.yaml
```
Per `AGENTS.md`: check `knowledge/` before asking a question already answered; run discovery before large edits; follow plan → implement → review → PR.
### 2. Inspect and switch context
```bash
agent-toolkit workspace context --json | jq
ls ~/.ai-workspace/projects # symlinks to active repos
ls ~/.ai-workspace/packs
cat ~/.ai-workspace/AGENTS.md # portable contract (primary), plus CLAUDE.md/GEMINI.md symlinks
```
Packs bundle client/project context:
```bash
agent-toolkit workspace load packs/my-client.yaml # sets env, LLM policy, registry
# Verify LLM policy before queuing devcompanion jobs (esp. for client engagements)
dots-devcompanion llm-status # or agent-toolkit devcompanion status
```
### 3. Knowledge lifecycle
```bash
agent-toolkit memory search "topic" # find existing knowledge
agent-toolkit memory add --type learning "pattern" # save after discovering
agent-toolkit memory add --type todo "follow-up" # track
agent-toolkit memory todo # review before closing session
```
Knowledge is project-aware; `memory inject` surfaces prior learnings for the current repo.
### 4. Personas and routing
Per `AGENTS.md` routing table:
| Task | Delegate |
|------|----------|
| Discovery / first repo look | `assistant` skill |
| Generic delivery | `workflow-generic-project` |
| UI/UX | `figma` / `figma-implement-design` |
| JIRA / Confluence / ClickUp | `jira-assistant` / `confluence-assistant` / `clickup-cli` |
| Swarm orchestration | `swarm`, `swarm-observer`, `swarm-handoff` |
| Herdr/tmux backend | `herdr`, `worktree` |
Personas (`personas/*.md`: implementer, reviewer, researcher, architect) constrain toolset when `use-persona` is active — respect `allow/deny` and handoff.
## Boundaries
- Never `cd && command` to change repo context — use `workdir` or `--workspace`/`-C`.
- Never commit without code review; never skip plan phase for non-trivial work.
- Do not assume we are inside a repo — verify with `workspace context` first.
## Delegates to
| Need | Skill |
|------|-------|
| Repo discovery and conventions | `assistant` |
| Multi-repo clone and sync | `project` |
| Swarm delivery | `swarm` |
| Knowledge persistence | `workspace-knowledge-sync` |
| Generic delivery workflow | `workflow-generic-project` |
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