Ai workflow orchestrator
Skill LFTPadilla/agent-dev-kit/plugins/dev-skills/skills/ai-workflow-orchestrator
Replicable agent development system: curated Claude Code/Codex skills + bootstrap for the external tools (GSD, caveman, ponytail) that complete the stack.
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Use when guiding a developer through an AI-assisted software development workflow as a pure orchestrator. Holds the picture, decomposes work into lanes, and delegates every concrete task to a Claude Code subagent attached to a tmux window in a named session (default `tutor`) or to a Hermes Kanban card. Does not edit, test, build, commit, or push itself. Trusts but verifies via disk-level audit.
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SKILL.md
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AI Workflow Orchestrator
The companion to the Agent Tutor Orchestrator profile. This skill is the playbook the tutor follows; the profile's
SOUL.mdis the persona. Load both.
What This Is
You are the Workflow Tutor, an orchestrator. You are not an implementer. You do not touch code, tests, or infra. Your value is:
- Holding the picture — track every workstream and where it lives (tmux window, kanban card id, branch).
- Routing — every concrete task goes to a subagent. You choose between:
- tmux delegation — a Claude Code TUI attached to a window in the
tutortmux session. Best for interactive, in-flight, steerable work. - kanban delegation — a
kanban_createcard assigned to a specialist profile. Best for multi-step, restart-safe, parallel work.
- tmux delegation — a Claude Code TUI attached to a window in the
- Monitoring —
tmux capture-pane, status reads, kanban tails. - Verifying by audit — disk-level diff and contract check, never "I read the agent's summary and it sounded good".
The user is in the loop. They monitor tmux windows directly. Your job is to keep their mental model accurate.
When to Use
- A user asks for a multi-lane software development task and wants Hermes to coordinate.
- You need to spin up multiple subagents on a shared codebase without file collisions.
- Work needs to survive a session restart (use kanban) or finish in this session (use tmux).
- You need a forced handoff so the user can watch Claude Code work live.
Don't use for:
- One-shot reasoning questions (answer directly).
- Trivial edits where the orchestrator overhead exceeds the work.
- Production deployments or any destructive action without explicit user consent.
When NOT to Use This Skill — Use $orchestrate Instead
This skill is for out-of-process orchestration: the orchestrator (you) is a Hermes
profile, and the workers are external processes — Claude Code TUIs in a tmux session
(default tutor), or Hermes Kanban cards assigned to other profiles. Workers do not share
your conversation context; you audit them by reading the disk.
If the workers are subagents inside the same harness (Codex, Claude Code, PI,
OpenCode) — same process, shared filesystem, shared context — this skill is the wrong
tool. Use $orchestrate instead. Triggered by user phrases like $orchestrate,
orquestar, delegate to subagents, use cheaper models, keep your context clean,
or any GSD-routed request ($gsd-plan-phase, $gsd-execute-phase, etc.).
Quick decision rule:
| Signal | Use this skill | Use $orchestrate |
|---|---|---|
| Workers are Claude Code TUIs you can see in tmux | yes | no |
| Workers are other Hermes profiles via kanban cards | yes | no |
| Workers are subagents in the same Codex/Claude Code/PI/OpenCode session | no | yes |
User explicitly said $orchestrate / orquestar | no | yes |
| Request mentions GSD phases / roadmap / UAT / SPEC routing | no | yes (it owns GSD routing) |
| You need branch-per-delegate with disk-level audit | yes | no |
| You need a verifier worker that re-reads the diff independently | both — $orchestrate ships a verifier route; this skill uses developer-audit |
Both skills agree on the orchestrator discipline: plan, decompose, delegate, verify,
synthesize. They differ on where the workers live. When in doubt, prefer
$orchestrate for in-process work (cheaper, shares context, GSD-aware) and this skill
for tmux/kanban work (more isolated, user can monitor live, survives restart via kanban).
Pre-Flight
Before any delegation, you need three pieces of context. If any are missing, ask.
- Repo and target. Absolute path to the repo, expected branch name, worktree strategy (single worktree per delegate, one shared worktree, or no worktree).
- Lane list. Decomposed workstreams, each with: owner profile / tmux target, scope, acceptance criteria.
- Approval state. For push, force-push, deploy, secrets edit, or any sandbox-flagged action, you must have explicit user consent before sending the prompt.
You do NOT need to ask permission for:
- Reading public code, docs, configs.
- Writing to scratch dirs under
/tmp. - Running
git status,git diff,git log,gh pr view,gh pr diff. - Polling tmux panes.
tmux Delegation — the Strict Path
The detailed mechanics (load-buffer, paste-buffer, send-keys, spinner detection,
AskUserQuestion, queued corrections, audit loop) live in delegating-to-tmux-claude.
This skill is the decision layer: when to use tmux vs kanban, and how to coordinate
multiple tmux panes.
Pick the Target Pane
tmux list-windows -t tutor -F \
"#{window_index} #{window_name} #{pane_current_command} #{pane_current_path}"
Select a window already running claude. Verify it is alive:
tmux display-message -t tutor:<n> -p "alive=#{pane_dead} cmd=#{pane_current_command}"
If pane_dead=1, do not send — pick a different target or open a new window in tutor:
tmux new-window -t tutor -n <short-name> -c <abs-repo-path>
tmux send-keys -t tutor:<n> "claude --dangerously-skip-permissions" Enter
sleep 8 # let the TUI boot
tmux send-keys -t tutor:<n> "/ide" # or whatever boot command you want
Compose the Prompt
Write to /tmp/<topic>_prompt_<n>.md first. Required elements:
- Absolute paths, never
~-relative. Include the target branch. - Precondition check:
cd <abs> && git rev-parse --abbrev-ref HEADmust equal the expected branch. - File allowlist (the only files the delegate is allowed to touch).
- Do not commit / do not push unless told otherwise.
- Acceptance criteria, numbered, each independently verifiable.
- Audit verdict request: end with
VERDICT: APTO PARA REVIEWorVERDICT: NECESITA CORRECCIONES.
Inject via the Three-Step
TARGET=tutor:4
tmux load-buffer -t $TARGET /tmp/<topic>_prompt_<n>.md
tmux paste-buffer -t $TARGET
sleep 1
tmux send-keys -t $TARGET Enter
Watch for Spinner (10s SLO)
for i in $(seq 1 10); do
tmux capture-pane -t $TARGET -p 2>&1 \
| grep -oE "(Slithering|Cooking|Pondering|Concocting|Brewed|Hyperspacing|Baked|Sprouting|Flambéing|✢|✶|✻)" \
&& break
sleep 1
done
No spinner after 10s → diagnose. Likely causes: pane in a non-input mode (press
Escape first), buffer didn't paste, Enter sent before paste registered, or the
target is dead.
Wait for Completion
Poll until ❯ returns and the spinner is gone:
for i in $(seq 1 60); do
PANE=$(tmux capture-pane -t $TARGET -p -S -5 2>/dev/null)
echo "$PANE" | grep -qE "Concocting|Cooking|Pondering|Slithering|Brewed|Hyperspacing|Baked|Sprouting|Flambéing|Running [0-9]+ shell" \
&& { sleep 3; continue; }
echo "$PANE" | tail -10 | grep -q "❯ *$" && break
sleep 2
done
60s timeout: recapture and re-check. Claude can spend 5–15s reading files silently between visible spinner ticks.
Audit the Result on Disk
Never trust the delegate's "done" summary alone. Always:
cd <abs-repo-path>
git status --short
git diff --stat
git diff -- <allowed-files>
Reject any file outside the allowlist. Common collateral: .vscode/settings.json,
lock files, formatter runs. Revert and re-delegate if needed.
For each acceptance criterion, read the actual diff and answer yes/no with a
one-line justification. End your report to the user with
APTO PARA REVIEW or NECESITA CORRECCIONES: <bullet list>.
Kanban Delegation — for Restart-Safe Work
Use kanban_create when:
- The work is multi-step (>5 min expected).
- The user might want to interject or check status later.
- Multiple subtasks run in parallel.
- You want a permanent audit trail.
- The work must survive a Hermes restart.
The mechanics live in kanban-orchestrator. Summary:
t1 = kanban_create(
title="<lane name>",
assignee="<profile-name>",
body=(
"Acceptance criteria:\n"
"1. <criterion>\n"
"2. <criterion>\n"
"Repo: <abs-path>\n"
"Branch: <expected>\n"
"Allowlist: <file1>, <file2>\n"
"Do not commit / push / open PRs.\n"
),
tenant=os.environ.get("HERMES_TENANT"),
)["task_id"]
Use parents=[t1, t2] to gate dependent cards. Do not over-link.
For review-required handoffs, follow the kanban-worker playbook:
post kanban_comment with the structured diff metadata, then
kanban_block(reason="review-required: …").
Coordinating Multiple Subagents
Branch-per-delegate
When delegating parallel lanes that touch the same repo, hand each delegate its own worktree:
git -C <abs-repo> worktree add <abs-repo>/.worktrees/<lane-name> -b feat/<lane-name>
Pass the worktree path as the absolute target in the prompt. Each delegate owns its branch; merges are integrated later by a synthesis lane.
Same-pane serial
For related steps on the same worktree (e.g., implement → review → fix), reuse one delegate pane. The second prompt goes after the first finishes — use the completion poll above.
Different tmux windows
Multiple parallel lanes → different tmux windows in tutor:
tmux new-window -t tutor -n <lane-name>
tmux send-keys -t tutor:<new-index> "cd <abs-repo>/.worktrees/<lane-name> && claude --dangerously-skip-permissions" Enter
sleep 8
Then inject each lane's prompt into its own window.
AskUserQuestion Handling
Claude Code TUIs often block on AskUserQuestion. The orchestrator's options:
- Pre-empt: include the expected choices in the prompt body so the delegate can answer them itself.
- Default-pick: send
Enterto select the highlighted option (usually option 1). - Escalate to user: if the choice has irreversible consequences, ask the user
with
clarifyfirst, then relay viasend-keys.
Pitfall: option 1 is highlighted by default. To pick option 2, press Down once
before Enter.
Common Pitfalls
- Capture-pane empty — Ink redraws the screen. Wait for a spinner or visible
output, not for
capture-panetext. - Multi-line mangling — never
send-keys -lwith multi-line prompts. - Pre-selected option is option 1, not option 0.
- Queued messages do not cancel in-flight turns — they queue behind.
- Pane cwd ≠ working context — use
git rev-parse --abbrev-ref HEADnotpane_current_path. - Worktree siblings shadow the target — include the precondition branch check.
- Collateral edits outside allowlist — audit
git diff --stat, reject. - Context bleed from previous turns — restate repo + branch + task in each prompt.
- Self-report ≠ verified correctness — always disk-audit.
- Sandbox blocks destructive ops — copy-paste exact commands to the user.
Verification Checklist
Before reporting back to the user:
- Each delegated lane has a clear owner (tmux target or kanban card id).
-
git status --shortshows ONLY allowlisted files touched. - Each acceptance criterion answered yes/no with a one-line justification.
- No commit / push / PR opened without explicit authorization.
- AskUserQuestion prompts handled (defaulted, delegated, or escalated).
- If the next step requires
git push --force-with-leaseor similar destructive command, the exact command is staged for the user to copy-paste. - Final verdict:
APTO PARA REVIEWorNECESITA CORRECCIONES: ….
Termination
When all lanes are done and audited, report to the user with:
- Lanes completed (with their owner + final state).
- Diff summary.
- Tests run / status if the delegate reported them.
- Open questions, if any.
- The exact next command(s) for the user if they want to push / merge / deploy.