feat(kanban): orchestrator-driven auto-decomposition on triage (#27572)

* feat(kanban): orchestrator-driven auto-decomposition on triage

Closes the core gap in the kanban system: dropping a one-liner into Triage
now decomposes it into a graph of child tasks routed to specialist
profiles by description, matching teknium's original vision ("main
orchestrator splits/creates actual tasks, doles them out to each agent").

The build
---------
- hermes_cli/profiles.py: new `description` + `description_auto` fields
  on ProfileInfo, persisted in <profile_dir>/profile.yaml. Helpers
  read_profile_meta / write_profile_meta. `create_profile` accepts
  optional description.
- hermes_cli/profile_describer.py: new module — auto-generate a 1-2
  sentence description from a profile's skills + model + name via the
  auxiliary LLM (`auxiliary.profile_describer`).
- hermes_cli/main.py: new `hermes profile create --description ...`
  flag; new `hermes profile describe [name] [--text ... | --auto |
  --all --auto]` subcommand.
- hermes_cli/kanban_db.py: new `decompose_triage_task` atomic helper —
  creates N child tasks, links the root as a child of every leaf
  (root waits for the whole graph), flips root `triage -> todo` with
  orchestrator assignee, records an audit comment + `decomposed` event
  in a single write_txn.
- hermes_cli/kanban_decompose.py: new module — calls the auxiliary LLM
  (`auxiliary.kanban_decomposer`) with the profile roster + descriptions
  to produce a JSON task graph, then invokes the DB helper. Rewrites
  unknown assignees to the configured `kanban.default_assignee` (or
  the active default profile) so a task NEVER lands with assignee=None.
  Falls back to specify-style single-task promotion when the LLM
  returns `fanout: false`.
- hermes_cli/kanban.py: new `hermes kanban decompose [task_id | --all]`
  CLI verb.
- hermes_cli/config.py: new DEFAULT_CONFIG keys —
  kanban.orchestrator_profile, kanban.default_assignee,
  kanban.auto_decompose (default True), kanban.auto_decompose_per_tick
  (default 3), auxiliary.kanban_decomposer, auxiliary.profile_describer.
- gateway/run.py: kanban dispatcher watcher now runs auto-decompose
  before each `_tick_once`, capped by `auto_decompose_per_tick` so a
  bulk-load of triage tasks doesn't burst-spend the aux LLM.
- plugins/kanban/dashboard/plugin_api.py: new endpoints —
  GET /profiles (list roster + descriptions),
  PATCH /profiles/<name> (set description, user-authored),
  POST /profiles/<name>/describe-auto (LLM-generate),
  POST /tasks/<id>/decompose (run decomposer),
  GET/PUT /orchestration (orchestrator/default-assignee/auto-decompose
  pickers, with resolved fallbacks echoed back).
- plugins/kanban/dashboard/dist/index.js: new OrchestrationPanel
  collapsible — dropdowns for orchestrator profile and default
  assignee, auto-decompose toggle, per-profile description editor with
  Save and Auto-generate buttons. New ⚗ Decompose button next to
   Specify on triage-column task drawers.

Behavior
--------
- A task in Triage gets fanned out into a small DAG of child tasks.
  Children with no internal parents flip to `ready` immediately
  (parallel dispatch). Children with sibling parents wait. The root
  stays alive as a parent of every child — when the whole graph
  finishes, it promotes to `ready` and the orchestrator profile wakes
  back up to judge completion (the "adds more tasks until done" part
  of the original vision).
- `kanban.orchestrator_profile` unset -> falls back to the default
  profile (whichever `hermes` launches with no -p flag).
- `kanban.default_assignee` unset -> same fallback. Tasks NEVER end
  up unassigned.
- `kanban.auto_decompose=true` (default) runs the decomposer
  automatically on dispatcher ticks; manual `hermes kanban decompose`
  is always available.

Tests
-----
- tests/hermes_cli/test_kanban_decompose_db.py — 7 tests for the
  atomic DB helper (status transitions, dep graph, audit trail,
  validation errors).
- tests/hermes_cli/test_kanban_decompose.py — 6 tests for the
  decomposer module (fanout, no-fanout fallback, unknown-assignee
  rewrite, malformed-JSON resilience, no-aux-client path).
- tests/hermes_cli/test_profile_describer.py — 10 tests for
  profile.yaml r/w + the LLM auto-describer (yaml corrupt tolerance,
  user-vs-auto description protection, --overwrite, fallback parsing).

E2E
---
- CLI end-to-end: created profiles with descriptions, dropped a triage
  task, mocked the aux LLM with a 3-task graph -> verified all three
  children were created with the right assignees, the dependency
  edges matched the LLM's graph, root flipped to todo gated by every
  child, audit comment + `decomposed` event recorded.
- Dashboard end-to-end: started the dashboard against an isolated
  HERMES_HOME, verified all four new endpoints via curl (profile
  listing, PATCH for description, PUT for orchestration settings,
  POST for decompose). Opened the UI in the browser, confirmed the
  OrchestrationPanel renders with all three pickers + the per-profile
  description editor, typed a description, clicked Save, verified
  ~/.hermes/profile.yaml was written. Clicked Decompose on the triage
  card and confirmed the inline error message surfaced as designed
  ("no auxiliary client configured").

* feat(kanban): surface decompose mode (Auto/Manual) as a one-click pill

The auto/manual toggle already existed as kanban.auto_decompose (default
true), but it was buried inside the collapsed Orchestration settings
panel — users couldn't tell at a glance which mode they were in. This
hoists it to a pill at the top of the kanban page so the state is always
visible and one click flips it.

UX
- New "⚗ Decompose: AUTO|MANUAL" pill in the kanban header. Emerald
  styling when Auto is on (the default), muted/gray when Manual.
- Pill is visible both in the collapsed AND expanded Orchestration
  settings views so context is preserved when the user opens the panel.
- Tooltip explains both states + what clicking does.
- Renamed the in-panel "Auto-decompose on triage / Enabled" checkbox
  to "Decompose mode / Auto (default) | Manual" for language parity
  with the pill.

Behavior preserved
- Default remains Auto (kanban.auto_decompose=true).
- Manual mode restores pre-PR behavior: triage tasks stay in triage
  until the user clicks ⚗ Decompose on each card (or runs
  `hermes kanban decompose <id>`).

Implementation
- plugins/kanban/dashboard/dist/index.js: load /orchestration on mount
  (not just on expand) so the collapsed pill reflects real state.
  Render mode pill in both collapsed and expanded headers. Reuses the
  existing PUT /api/plugins/kanban/orchestration endpoint — no new
  backend, no new tests required.

E2E verified
- Pill renders as "⚗ Decompose: AUTO" on page load (default).
- One click flips to "⚗ Decompose: MANUAL" with muted styling.
- config.yaml on disk shows auto_decompose: false after the flip.
- Second click round-trips back to Auto; config.yaml flips to true.

* feat(kanban): rename mode pill to "Orchestration: Auto/Manual"

Per Teknium feedback — "Decompose" was too implementation-specific.
"Orchestration" is the user-facing concept (the whole pitch is the
orchestrator profile routing work), and the pill is the front door to it.

- Pill text: "Orchestration: Auto" / "Orchestration: Manual" (title case,
  no ⚗ prefix, no SHOUTY-CAPS for the mode value)
- In-panel checkbox label: "Orchestration mode" (was "Decompose mode")
- Tooltips updated to match
- No behavior change

* docs(kanban): document decompose, profile descriptions, orchestration mode

Brings the docs site up to parity with the PR. English build verified
locally (npx docusaurus build --locale en) — clean, no new broken links
or anchors. Pre-existing broken-link warnings (rl-training, llms.txt,
step-by-step-checklist, fallback-model) untouched.

- website/docs/reference/cli-commands.md
    + `hermes kanban decompose` action row in the action table, with
      pointer to the Auto vs Manual orchestration section.

- website/docs/reference/profile-commands.md
    + `--description "<text>"` flag on `hermes profile create`.
    + Full `hermes profile describe` section: read, --text, --auto,
      --overwrite, --all flags with examples.

- website/docs/user-guide/features/kanban.md (the big one)
    + Triage column intro rewritten around the Auto-decompose default
      behavior, with pointer to the new Auto vs Manual section.
    + Status action row updated to mention both ⚗ Decompose and
       Specify on triage cards.
    + New "Auto vs Manual orchestration" section explaining the two
      modes, how to flip them (pill, config), how routing-by-description
      works, the no-None-assignee guarantee, plus a config knob table
      (auto_decompose, auto_decompose_per_tick, orchestrator_profile,
      default_assignee) and the two new auxiliary slots
      (kanban_decomposer, profile_describer).
    + REST surface table gains 6 new endpoint rows: /tasks/:id/decompose,
      /profiles (GET), /profiles/:name (PATCH), /profiles/:name/describe-auto,
      /orchestration (GET + PUT).

- website/docs/user-guide/features/kanban-tutorial.md
    + Triage column blurb updated for Auto by default + Manual via the
      pill, with cross-link to the Auto vs Manual orchestration section.

- website/docs/user-guide/profiles.md
    + Blank-profile flow now mentions --description and points to the
      kanban routing model for context.

- website/docs/user-guide/configuration.md
    + `kanban_decomposer` and `profile_describer` added to the
      `hermes model -> Configure auxiliary models` menu listing.
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19 changed files with 2698 additions and 3 deletions

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@ -411,6 +411,7 @@ Multi-profile, multi-project collaboration board. Each install can host many boa
| `dispatch` | One dispatcher pass on the active board. Flags: `--dry-run`, `--max N`, `--json`. |
| `context <id>` | Print the full context a worker would see (title + body + parent results + comments). |
| `specify <id>` / `specify --all` | Flesh out a triage-column task into a concrete spec (title + body with goal, approach, acceptance criteria) via the auxiliary LLM, then promote it to `todo`. Flags: `--tenant` (scope `--all` to one tenant), `--author`, `--json`. Configure the model under `auxiliary.triage_specifier` in `config.yaml`. |
| `decompose <id>` / `decompose --all` | Fan a triage-column task out into a graph of child tasks routed to specialist profiles by description (the orchestrator-driven path). Falls back to specify-style single-task promotion when the LLM decides the task doesn't benefit from fan-out. Same flags as `specify`. Configure the model under `auxiliary.kanban_decomposer` in `config.yaml`. Also runs automatically every dispatcher tick when `kanban.auto_decompose: true` (the default). See [Auto vs Manual orchestration](/docs/user-guide/features/kanban#auto-vs-manual-orchestration). |
| `gc` | Remove scratch workspaces for archived tasks. |
Examples:

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@ -83,6 +83,7 @@ Creates a new profile.
| `--clone-all` | Copy everything (config, memories, skills, sessions, state) from the current profile. |
| `--clone-from <profile>` | Clone from a specific profile instead of the current one. Used with `--clone` or `--clone-all`. |
| `--no-alias` | Skip wrapper script creation. |
| `--description "<text>"` | One- or two-sentence description of what this profile is good at. Used by the kanban orchestrator to route tasks based on role instead of profile name alone. Skip and add later via `hermes profile describe`. Persisted in `<profile_dir>/profile.yaml`. |
Creating a profile does **not** make that profile directory the default project/workspace directory for terminal commands. If you want a profile to start in a specific project, set `terminal.cwd` in that profile's `config.yaml`.
@ -102,6 +103,40 @@ hermes profile create backup --clone-all
hermes profile create work2 --clone --clone-from work
```
## `hermes profile describe`
```bash
hermes profile describe [<name>] [options]
```
Read or set a profile's description. The description is consumed by the kanban orchestrator to route tasks based on what each profile is good at, rather than guessing from the profile name alone. Persisted in `<profile_dir>/profile.yaml` so it survives reboots and is shared with the gateway.
With no flags, prints the current description (or `(no description set for '<name>')` if empty).
| Argument / Option | Description |
|-------------------|-------------|
| `<name>` | Profile to describe. Required unless `--all --auto` is used. |
| `--text "<text>"` | Set the description to this exact text (user-authored). Overwrites any existing description. |
| `--auto` | Auto-generate a 1-2 sentence description via the auxiliary LLM, based on the profile's installed skills, configured model, and name. Configure the model under `auxiliary.profile_describer` in `config.yaml`. Auto-generated descriptions are marked `description_auto: true` so the dashboard can flag them for review. |
| `--overwrite` | With `--auto`, replace user-authored descriptions too (default: skip profiles whose description was set explicitly). |
| `--all` | With `--auto`, sweep every profile missing a description. |
**Examples:**
```bash
# Read the current description
hermes profile describe researcher
# Set it explicitly
hermes profile describe researcher --text "Reads source code and writes findings."
# Let the LLM generate one
hermes profile describe researcher --auto
# Fill in descriptions for every profile that doesn't have one
hermes profile describe --all --auto
```
## `hermes profile delete`
```bash