# Workstation Aware Provider Orchestration

> Plan and operate a Hermes-led control plane that routes AI provider work across workstations using quota urgency, machine readiness, GitHub issue gates, and a dispatch ledger.

- Skill: `vamseeachanta/workstation-aware-provider-orchestration` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/workstation-aware-provider-orchestration`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/workstation-aware-provider-orchestration/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/workstation-aware-provider-orchestration

---


# Workstation-Aware Provider Orchestration

Use this skill when the user wants Hermes to coordinate AI provider/model usage across multiple machines or workstations, especially when provider quota/credits are time-sensitive and work must still respect GitHub plan/approval gates.

## Class of task

Design or operate a central AI workflow control plane that combines provider quota urgency, GitHub issue readiness, workstation availability, and safe dispatch prompts/ledgers.

## When to use

- User asks Hermes to orchestrate Codex/Codex/Gemini or other providers across multiple machines.
- User wants one workstation to control most of the workflow while other workstations execute overflow work.
- Provider quota is expiring or underused and the user wants to burn it down safely.
- Work needs to be routed by `agent:*`, `machine:*`, `status:*`, `priority:*`, `cat:*`, or `domain:*` labels.
- Cross-workstation execution must avoid git contention and preserve plan-first governance.

## Default workspace-hub assumptions

- `ace-linux-1` is the primary Hermes/operator control-plane workstation for almost all AI workflow orchestration: provider usage decisions, queue review, prompt generation, dispatch ledger updates, GitHub state changes, and cross-workstation reconciliation.
- `ace-linux-1` is also the **continuous user-facing control surface**: this is where approvals, plan decisions, work approvals, and morning reconciliation happen even when background lanes continue elsewhere.
- `ace-linux-2` is the first overflow/execution worker node, not an equal peer control plane unless failover is explicitly chosen.
- Codex is best preserved for orchestration, planning, synthesis, and adversarial review.
- Codex is best for bounded implementation, tests, fixes, cleanup, and mechanical execution, especially when credits are expiring.
- Gemini is best for batched research, recon, risk enumeration, and architecture review where telemetry may be directional rather than exact.
- Continuous GTM objective: keep converting signals, approved repo work, and engineering outputs into client-ready material without crossing the engineering-evidence boundary.

## Planning workflow

1. **Open or update a GitHub issue first**
   - Use `gh-work-planning` and `github-issues`.
   - Capture the objective, workstation priority, provider urgency, and hard gates.
   - Do not launch implementation until `status:plan-approved` is present unless the task is planning/review-only.

2. **Refresh provider telemetry**
   ```bash
   bash scripts/cron/provider-utilization-refresh.sh
   # or at minimum:
   bash scripts/ai/assessment/query-quota.sh --refresh --json
   ```
   Then inspect:
   - `docs/reports/provider-utilization-weekly.md`
   - `docs/reports/provider-routing-scorecard.md`
   - `docs/reports/provider-work-queue.md`

3. **Reconcile telemetry with user-visible state**
   - If local scripts disagree with a user-visible provider quota/expiry screen, record the conflict explicitly.
   - Do not claim exact utilization when the source is `unavailable`, `estimated`, stale, or contradictory.
   - Still use the user's expiring-credit signal to prioritize safe bounded work.

4. **Verify control-plane readiness from `ace-linux-1`**
   Check or plan checks for:
   - repo sync and branch/worktree cleanliness
   - GitHub auth
   - Hermes config/profile and provider auth
   - provider telemetry artifacts
   - VPN reachability to worker machines
   - worker machine tool readiness
   - log/report directory availability

5. **Rank issue candidates**
   Prefer:
   - `status:plan-approved`
   - explicit `agent:*` labels
   - clear provider fit from the routing scorecard
   - non-overlapping file ownership
   - bounded validation commands

6. **Map provider + workstation together**
   A dispatch decision should consider both:
   - provider urgency / fit (for example expiring Codex credit)
   - machine readiness / ownership (for example `ace-linux-1` control plane, `ace-linux-2` overflow)

7. **Emit a dispatch ledger**
   Minimum fields:
   - issue number + URL
   - provider/model
   - workstation
   - reason for routing
   - quota/urgency basis
   - approval status
   - branch/worktree/path ownership
   - launch prompt or command
   - validation command(s)
   - expected evidence artifact/comment
   - fallback/stop condition

8. **Get approval before long-running execution**
   Present the operator with the shortlist and launch plan before starting cross-machine or high-credit-burn batches.

## Immediate expiring-credit playbook

When a provider credit expires within about 24 hours:

1. Refresh telemetry and read provider work queue.
2. Reconcile telemetry with the user's visible account state.
3. Shortlist plan-approved issues matching that provider.
4. For Codex, prefer tests, implementation, repair, cleanup, and crisp execution issues.
5. Assign first to `ace-linux-1`; use `ace-linux-2` for overflow only if readiness and zero-git-contention are verified.
6. Generate self-contained prompts/commands per issue/workstation.
7. Ask for final approval before launching a long-running batch.

## GTM push loop overlay

Use this overlay when the goal is not just throughput, but steady movement toward outreach.

1. **Ingest signals**
   - Read fresh GTM/prospect inputs from `docs/gtm/`, issue comments, job-market outputs, or research notes.
   - Treat external programmes, conference pages, and social posts as topic signals, not engineering proof.
2. **Map signals to engineering evidence**
   - Link each signal to a real repo asset: demo report, methodology note, benchmark, capability page, or approved issue.
   - If the engineering evidence does not exist yet, create or update the plan/issue instead of marketing beyond the evidence.
3. **Route the work by lane type**
   - `ace-linux-1` control surface: approvals, queue selection, dispatch ledger, morning synthesis, outreach packaging decisions.
   - `ace-linux-1` local lanes: Codex/Gemini/Codex planning, synthesis, bounded implementation, or packaging work with repo-owned prompts.
   - `ace-linux-2` overflow lanes: isolated implementation/review worktrees only after readiness checks.
4. **Produce client-ready outputs with boundaries**
   - Preferred outputs: `docs/gtm/*.md`, demo reports, website drafts, outreach templates, issue comments, and evidence summaries.
   - Every artifact must state what is demonstrated now vs what requires deeper project-specific engineering.
5. **Feed the next outreach step**
   - End each batch with one of: ready-to-send outreach material, a refined demo/report, a tighter capability note, or a clearly scoped blocker that needs approval/data.
   - Record the next human decision on `ace-linux-1`, not inside a remote worker lane.

## Pre-delegation worker readiness gate

Before delegating work to any worker workstation, especially `ace-linux-2`, run and record a reviewable readiness probe. The worker may be repo-ready but still unsafe for AI-provider execution.

Minimum checks:

1. **Host reachability**
   ```bash
   getent hosts <host> || true
   ping -c 1 -W 2 <host> || true
   ssh -o BatchMode=yes -o ConnectTimeout=8 <host> 'hostname; uname -a; pwd'
   ```

2. **Canonical workspace root**
   - Prefer `/mnt/local-analysis/workspace-hub` for Linux workers unless evidence says otherwise.
   - Do not assume similarly named roots (for example `/home/vamsee/workspace-hub`) contain the tier-1 repo clones.

3. **Tier-1 repo readiness**
   For each target repo, capture:
   ```bash
   ssh <host> 'cd /mnt/local-analysis/workspace-hub/<repo> && \
     git branch --show-current && \
     git rev-parse --short HEAD && \
     git remote get-url origin && \
     git status --short && \
     git rev-list --left-right --count @{u}...HEAD 2>/dev/null || true && \
     test -f pyproject.toml && echo pyproject=yes || echo pyproject=no && \
     test -f uv.lock && echo uv_lock=yes || echo uv_lock=no && \
     test -d .venv && echo venv=yes || echo venv=no'
   ```
   Treat root/workspace-hub dirty state separately from child repo cleanliness; root dirt can still block workspace-hub-root work.

4. **GitHub auth readiness**
   ```bash
   ssh <host> 'gh auth status 2>&1'
   ```
   If invalid, the worker cannot safely mutate GitHub state, create PRs, or push via `gh` until re-authenticated.

5. **AI provider runtime readiness**
   Always check the worker's **login shell** as well as plain SSH. User-level installs may live in `~/.local/bin` or `~/.npm-global/bin` and be invisible in non-login SSH.
   ```bash
   ssh <host> 'for c in hermes Codex codex gemini; do command -v "$c" && "$c" --version 2>&1 | head -3 || echo "$c:not-found"; done'
   ssh <host> 'bash -lc '''for c in hermes Codex codex gemini; do command -v "$c" && "$c" --version 2>&1 | head -3 || echo "$c:not-found"; done; hermes config 2>/dev/null | grep -Ei "provider|model|base_url|gpt" | head -20''''
   ```
   Do not route expiring provider-credit work to a worker unless the relevant CLI/auth path exists in the launch environment and is known to consume the intended account/credit. If only the login shell exposes the tools, dispatch with `ssh <host> 'bash -lc "<command>"'` or explicitly source the user's environment.

   For Codex specifically, CLI presence and `~/.codex/` files are only a weak signal. Before assigning real Codex burn work to a remote/overflow machine, run a tiny real `codex exec` smoke through the exact login-shell/tmux path you will use for the lane and confirm it does not fail with `401 Unauthorized` or `Failed to refresh token: refresh token was already used`. If that smoke fails, mark the host Codex-blocked and use it only for Codex fallback/validation until `codex login` is refreshed.

6. **Engineering software readiness**
   Check both package/command presence and a task-appropriate smoke test. Presence alone is not enough.
   Useful Linux engineering probes:
   ```bash
   ssh <host> 'command -v openfoam-selector && openfoam-selector --list || true'
   ssh <host> 'command -v gmsh && gmsh --version || true'
   ssh <host> 'command -v freecad || command -v FreeCAD || true'
   ssh <host> 'command -v blender && blender --background --version 2>&1 | head -5 || true'
   ssh <host> 'command -v pvbatch && pvbatch --version 2>&1 | head -5 || true'
   ssh <host> 'command -v ccx && ccx 2>&1 | head -5 || true'
   ssh <host> 'command -v qgis && qgis --version 2>&1 | head -3 || true'
   ssh <host> 'command -v gdalinfo && gdalinfo --version || true'
   ```
   GUI Qt tools may fail over SSH without display; prefer headless modes (`--background`, `pvbatch`) and record display/GPU caveats.

7. **GPU/display caveat**
   ```bash
   ssh <host> 'nvidia-smi --query-gpu=name,memory.total,driver_version --format=csv,noheader 2>/dev/null || true'
   ```
   Do not assign GPU or GUI-dependent work unless driver/display/headless readiness is explicitly validated.

8. **Dispatch ledger evidence**
   Store the probe result in a durable report (for example `docs/reports/YYYY-MM-DD-issue-NNN-<host>-readiness-probe.md`) and link it from the GitHub issue before delegating.

### Current learned ace-linux-2 baseline from 2026-04-27 probe

Use this as a starting hypothesis, not a substitute for a fresh probe:

- Reachable via SSH as `ace-linux-2` and canonical repo root was `/mnt/local-analysis/workspace-hub`.
- Tier-1 repos `digitalmodel`, `worldenergydata`, `assetutilities`, and `teamresumes` existed and were clean on `main`; `teamresumes` lacked `.venv`.
- `workspace-hub` root itself was dirty, so root-level work needed a separate dirty-state decision.
- Open-source engineering tools detected included OpenFOAM ESI `openfoam2312`, Gmsh, FreeCAD, Blender, ParaView/pvbatch, CalculiX, QGIS, and GDAL/OGR.
- Proprietary/licensed tools were not detected in PATH: OrcaFlex/OrcaWave, ANSYS/AQWA, MATLAB, SALOME/Code_Aster.
- Plain non-login SSH did not expose `hermes`/`codex`, but a login shell did: `bash -lc` found `/home/vamsee/.local/bin/hermes` and `/home/vamsee/.npm-global/bin/codex`.
- Hermes on `ace-linux-2` reported default provider/model `openai-codex / gpt-5.5` with base URL `https://chatgpt.com/backend-api/codex`; Codex auth files existed under `~/.codex/`.
- `gh auth` was invalid, so keep GitHub mutation authority on `ace-linux-1` unless `gh` is repaired on `ace-linux-2`.
- Current conclusion: `ace-linux-2` is repo-ready and Hermes/Codex-runtime-ready **when launched through a login shell**, but not ready for local GitHub mutation via `gh`.

## Direct remote execution pattern

When the user asks to execute work on another workstation (not just prepare a prompt), use real remote process orchestration rather than `delegate_task`:

1. Copy the self-contained worker prompt to the remote host:
   ```bash
   scp local-worker-prompt.md ace-linux-2:/tmp/worker-prompt.md
   ```
2. Start a named `tmux` session over SSH from a login shell so user-level CLIs are on PATH:
   ```bash
   ssh ace-linux-2 "bash -lc 'mkdir -p /mnt/local-analysis/ace2-worker-logs /mnt/local-analysis/ace2-worker-reports; \
     SESSION=ace2-overflow-$(date +%Y%m%d); \
     tmux kill-session -t \$SESSION 2>/dev/null || true; \
     tmux new-session -d -s \$SESSION -c /mnt/local-analysis/workspace-hub \
       \"bash -lc \\\"Codex --print --dangerously-skip-permissions < /tmp/worker-prompt.md 2>&1 | tee /mnt/local-analysis/ace2-worker-logs/\$SESSION.log\\\"\"; \
     tmux list-sessions | grep \$SESSION'
   ```
3. Monitor with:
   ```bash
   ssh ace-linux-2 "bash -lc 'tmux capture-pane -t ace2-overflow-YYYYMMDD -p -S -80; find /mnt/local-analysis/ace2-worker-reports -maxdepth 1 -type f -printf \"%f %s bytes\\n\"'"
   ```
4. Require the worker to write report files under a known handoff directory for the control plane to post/reconcile later.

Do **not** use shell-level `nohup ... &` wrappers through Hermes foreground `terminal`; Hermes blocks that pattern. Use Hermes `terminal(background=true)` for local tracked processes, or remote `tmux` for SSH-launched workers.

## Post-reboot / interrupted-run recovery playbook

Use this when a control-plane workstation reboots or a context handoff indicates in-flight Hermes/Codex/Codex/tmux work may have survived, stalled, or been partially landed. Work in this order:

1. **Salvage current work first**
   - Reconstruct active state from the handoff, `todo`, process tables, tmux sessions, logs, and GitHub issue labels/state.
   - Check Hermes background sessions directly by known `session_id` when available; do not assume an empty process list means the run is gone.
   - Inspect exact `ps` PIDs/PGIDs before killing anything. Avoid `pkill -f`; it can self-match and terminate the orchestrator.
   - Verify claimed completions with durable handles: issue URL/state/labels, remote commit SHA, branch, validation log, or report file.
   - Mark local todos complete only after external verification.

2. **Research/restart ongoing work second**
   - Poll local tmux panes/logs and remote worker panes/logs before relaunching.
   - For `ace-linux-2`, rerun readiness (`scripts/operations/agent-execution/ace2-readiness.sh` when available) and keep it report-only if `gh auth status` is invalid.
   - Do not duplicate Codex/Codex lanes until OS process state, worktree git state, and expected report artifacts have been checked.
   - If a worker must be restarted, use repo-owned prompt/script artifacts rather than `/tmp` prompts whenever they exist.

3. **Set off future work last**
   - Launch only plan-approved implementation lanes, or planning/review-only lanes for unapproved issues.
   - Keep ace-linux-1 as GitHub mutation/control plane and ace-linux-2 as overflow worker unless auth/readiness proves otherwise.
   - Persist reusable launch prompts and scripts inside the repo ecosystem, preferably under `docs/plans/machine-prompts/<date>/...` and `scripts/operations/agent-execution/`, then validate (`bash -n`, `--help`, dry-run) before committing.
   - Record final reconciliation with issue links, commit SHAs, validation results, remaining sessions, and blockers.

## Repo-owned agent execution scripts

For workspace-hub orchestration, prefer committed scripts over ad hoc `/tmp` launch commands when they exist:

```bash
bash scripts/operations/agent-execution/ace2-readiness.sh
bash scripts/operations/agent-execution/launch-ace1-control-plane.sh --dry-run
bash scripts/operations/agent-execution/launch-ace2-overflow-worker.sh --dry-run
bash scripts/operations/agent-execution/launch-2518-finalizer.sh --dry-run
```

These scripts encode the current safety defaults: login-shell PATH on ace-linux-2, tmux-based remote execution, repo-owned prompts, explicit logs/reports, and dry-run/help validation.

## Interactive orchestration readiness shadow session

Use this when the user wants to keep reviewing decisions in the current chat while a separate Hermes session performs read-only orchestration readiness inspection.

1. Write the handoff prompt to a durable repo path, for example:
   - `docs/plans/machine-prompts/<date>/execution/orchestration-readiness-interactive-handoff.md`
2. Start a named tmux session in the repo root:
   ```bash
   SESSION=orch-readiness-$(date +%Y%m%d)
   PROMPT=/mnt/local-analysis/workspace-hub/docs/plans/machine-prompts/$(date +%F)/execution/orchestration-readiness-interactive-handoff.md
   LOG=/mnt/local-analysis/workspace-hub/docs/plans/machine-prompts/$(date +%F)/execution/orchestration-readiness-interactive-session.log
   tmux new-session -d -s "$SESSION" -c /mnt/local-analysis/workspace-hub \
     "bash -lc 'hermes --pass-session-id 2>&1 | tee -a $LOG'"
   ```
3. Wait for the Hermes prompt before pasting the handoff; if pasted too early, it can be interpreted by the shell/tmux before Hermes is ready. Verify with `tmux capture-pane`.
4. Paste and submit the prompt:
   ```bash
   tmux load-buffer -b orch_prompt "$PROMPT"
   tmux paste-buffer -t "$SESSION" -b orch_prompt
   tmux send-keys -t "$SESSION" Enter
   ```
5. Report the tmux session name, prompt path, log path, and attach command to the user. Keep the current chat as the interactive decision/review surface.

## Bounded lane-keeper cron until provider reset

When the user asks to keep work lanes going until a reset/expiry time, update or create a Hermes cron job rather than launching uncontrolled duplicate agents.

Recommended guardrails for the cron prompt:
- State the exact stop time with timezone and tell the job to stop launching after that timestamp.
- Monitor known lanes first: OS processes, tmux sessions, worktree status, remote branches, issue labels/comments, and logs/reports.
- Classify lanes as `RUNNING`, `READY_FOR_REVIEW`, `STALLED_NO_OUTPUT`, or `BLOCKED`.
- Do **not** merge, close issues, force-push, hard reset/clean primary checkout, or remove `status:working` autonomously.
- Only restart a lane when it has no live process, no ahead commit/evidence, and no duplicate active branch; restrict restarts to explicitly named stalled lanes unless the prompt has a safe shortlist rule.
- For ready branches, run only lightweight read-only validation and leave final merge/closure to the interactive review session.
- Keep `ace-linux-1` as control plane and avoid `ace-linux-2` GitHub mutations unless fresh auth/readiness proves safe.
- Include a final table per tick: issue, PID/session, worktree, branch, HEAD, classification, action taken, and next human action.

Use `cronjob(action='update')` to retarget an existing burn/controller job when one already exists, instead of creating overlapping cron jobs. Set `enabled_toolsets` narrowly (usually `terminal,file`) and a repeat count that covers the reset window with a small buffer.

## Pitfalls

- Treating a stale quota script as more authoritative than user-visible expiring-credit evidence.
- Dispatching implementation for issues that are not `status:plan-approved`.
- Letting `ace-linux-2` become an untracked peer control plane instead of a worker/overflow node.
- Routing by provider only and ignoring workstation readiness or git contention.
- Assuming a clean child repo means the workspace-hub root is clean enough for root-level work.
- Assuming installed engineering software is usable without a headless/tool-specific smoke test.
- Routing Codex/Codex/Gemini work to a workstation where the provider CLI is missing or unauthenticated.
- Mass-applying labels from heuristics without manual inspection.
- Losing reconciliation evidence because no dispatch ledger was written.

## Related skill overlap note

This skill intentionally overlaps with `agent-usage-optimizer` for provider quota routing, but adds the workstation/control-plane layer. Future consolidation could merge this workstation section into `agent-usage-optimizer` if external skill write access is available.