Using Atm

Using ATM as the Out-of-Session Substrate

AgentOps 3.0 runs its loops in session and ships no daemon, scheduler, or overnight runner. To run the loop unattended — always-on, scheduled, queue-driven — you hand it to an orchestration substrate. The reference substrate is ATM + Agent Mail (am) + managed-agents; this skill covers the ATM leg: a local Named Tmux Manager swarm of Claude/Codex agent panes. ATM is an adopted external tool (atm on PATH), not an AgentOps-owned surface — AgentOps adopts it, it does not vendor it. ATM is Bo's fork/alias of upstream NTM: atm points at ~/dev/ntm/dist/atm-darwin-arm64 and keeps the upstream ntm command surface.

Skills are the runtime, not the CLI. The substrate dispatches a whole loop by spawning an agent that runs the rpi or evolve skill — it does not shell out to retired RPI/evolve CLI subprocesses. The loop lives as a skill an agent executes. The seam is ATM pane → agent → $rpi <bead> skill, one bead dispatched as one invocable unit.

When to use this skill / when to skip

Use it when: you want a bead queue worked unattended out of session; you're standing up or tending an ATM swarm that runs AgentOps loops; a pane is stuck, rate-limited, or wedged; you need to know whether the swarm has converged.

Skip it when: the work fits a single in-session run (just run rpi or evolve yourself); you want in-session parallel fan-out across worktrees (use $swarm); you're choosing between automation shapes at all (start at $automation-shape-routing, which routes Workflow vs ATM swarm vs plain skill).

This skill does not re-document the full atm command surface — run atm help for that. It covers the AgentOps substrate contract: how to dispatch and tend AgentOps loops on an ATM swarm.

Instrument lane (before spawn): run ao orchestrate preflight --profile <name> --json and ao orchestrate verify after spawn. See $orchestrate and docs/contracts/orchestration-profiles.yaml.

When to use ATM vs AM (the 4-case matrix)

ATM and AM are separate escalations on different axes — never a package. ATM (this skill, the out-of-session substrate) answers a durability/wall-clock need: work must outlive your session, run unattended, or survive a pane death. AM (agent-mail, coordination) answers a contention need: ≥2 writers can touch the same path. You reach for either alone.

Inflection points (escalate only on a real trigger): context-window pressure that survives a fresh handoff+reload; N≥3 provably file-disjoint units; estimated runtime > your remaining attention window; a partition that's genuinely impossible (every lane touches one generated file → AM). Cross-family verification is a council gate, NOT an ATM trigger — spin an ephemeral judge, don't stand up a swarm.

Asymmetry guardrail (bounds the de-mandate): the de-mandate removes the single-writer session-start tax, not the collision guard. Cost of an unneeded AM call = one command; cost of a missing panes silently clobber a shared file and the merge looks like ordinary conflict cleanup while the design forked. So the ≥2-writers → reserve reflex stays non-negotiable.

Partition before you lock: if you can cut the write-sets disjoint, do that (no AM) instead of reserving. Locks are the fallback when partition fails — not the default. (This skill applied to itself: when a lane overlaps another's hot path, prefer re-cutting the write-set to a sole-writer surface over a shared lease.)

The dispatch contract

1. One bead = one whole-loop skill invocation. A pane's agent runs $rpi <bead> --auto (one cycle) or $evolve --auto (the outer loop). The substrate never decomposes the loop into per-phase steps — whoever owns the loop owns its invariants, and AgentOps owns the loop. Re-expressing rpi as substrate-side steps duplicates the loop shape and pits the substrate's retry machinery against the ratchet rules. Dispatch the skill; don't reimplement it.
2. Agents inherit the skills via overlay. Each pane is a Claude or Codex agent with the AgentOps skills installed, so rpi, evolve, $validate, etc. resolve in-pane.
3. The bead queue is the work source. A lead (operator or a lead pane) runs bd ready, picks the next bead, and dispatches it to a free worker pane.
4. Green CI is the merge gate. Each worker drives its bead to a green PR from a per-bead worktree (orchestrator-merge model); the operator stays on the loop (intent + stop), not in it (per-PR approval).

Fresh Claude/Codex Peer Duels

When the operator asks for "a fresh Claude and Codex", "fresh peer models", a "duel", or a cross-family opinion, the default substrate is ATM panes, not headless one-shot CLIs. Spawn exactly the requested model families, give both the same bounded prompt, verify engagement, collect pane output, and kill the temporary session when done. Do not use claude -p / claude --print for this shape; use an interactive Claude pane. Use headless codex exec only when the operator explicitly asks for headless execution or there is no pane/TUI requirement.

Minimal bounded pattern:

atm spawn agentops --label navi-duel --no-user --cc=1:opus --cod=1:gpt-5.5 \
  --no-cass-context --ready-timeout=2m --json

# Claude pane: direct prompt is fine.
atm send agentops--navi-duel --pane=1 --file prompt.md \
  --no-cass-check --force-non-interactive --json

# Codex pane: use the goal lifecycle and prove engagement.
atm codex preflight --session agentops--navi-duel --pane 2 --json
atm send agentops--navi-duel --pane=2 --codex-goal --file prompt.md \
  --no-cass-check --force-non-interactive --json
atm codex wait-goal-engaged --session agentops--navi-duel --pane 2 --json

# After collecting outputs, do not leave idle duel panes around.
atm kill agentops--navi-duel --json

If the requested model alias resolves to a nearby available runtime (for example opus resolving to the installed Opus build), report the actual pane model in the closeout instead of silently claiming the requested alias.

Quick start

# 1. Spawn a swarm of agent panes — BORN INTO COORDINATION (ag-tixgy gateway).
#    --reserve makes each worker register in Agent Mail + hold its file scope +
#    receive the "coordinate via am, never hand-roll" contract, by construction.
#    Pass a per-lane scope so workers can't silently collide. (Implies --coord-contract.)
atm spawn agentops --cc=2 --cod=1 --reserve "cli/ tests/"

# Bare spawn (no --reserve) is still valid, but workers are then UNCOORDINATED
# until each runs `am macros start-session` by hand — the #1 swarm failure mode.
# scripts/check-spawn-reservation-coverage.sh flags atm-registered workers holding
# no reservation, so you can catch an uncoordinated lane before it collides.

# 2. Dispatch a whole loop to a pane — the SKILL, not a CLI subprocess.
#    Pane 1 = the USER/controller pane; workers start at pane 2 (unless --no-user).
#    --pane=N is the tmux PANE index; --agent=N is the agent ORDINAL — they
#    differ by the user-pane offset (--pane=2 == --agent=1 in a default session).
atm send agentops --pane=2 "$rpi ag-1234 --auto"
atm send agentops --pane=3 "$evolve --beads-only --auto"
# For codex panes, drive the /goal flow with --codex-goal (a bare slash-command
# send may not fire): atm send agentops --codex-goal --pane=2 --file packet.txt

# 3. Watch / attach.
atm activity agentops          # per-pane agent state
atm attach agentops            # drop into the swarm

# 4. Health + dependencies (run before a long unattended session).
atm doctor                     # validate the ATM ecosystem
atm deps                       # required agent CLIs present

Scheduled cadence (e.g. a nightly evolve pass) is driven by host-OS timing (a systemd user timer or cron) that runs atm send … "$evolve --auto", or by a managed-agent driver — not an AgentOps daemon.

Tending the swarm (operator loop)

Run one tick at a time; take the first action whose trigger fires:

• A peer says ACTION NEEDED, Hey! Listen!, merge gate, unblock-condition, or asks for a verdict/dry-run before merge/close → interrupt broad watching and answer that gate first. Run the named verifier, then surface the result in a channel the peer can read. If Agent Mail reads are degraded, use a bead note, PR comment, or raw tmux relay with C-m plus capture evidence. A mail send alone is not proof the peer was answered.
• A pane is rate-limited or auth-expired → rotate the account / relaunch the pane, then re-send its in-flight bead. Do not let a dead pane look idle.
• A pane is wedged (no output, not at a prompt) → nudge it once; if still wedged, kill + relaunch and re-dispatch its bead.
• A pane is context-saturated (forgetting earlier instructions, repeating itself) → have it write a handoff, then relaunch fresh and re-dispatch.
• A worker finished its bead (PR merged, bead closed) → dispatch the next bd ready bead to it.
• Many review beads open, few closing → flip the swarm to review-only and drain the backlog before taking new feature work.
• Otherwise → observe; do not nudge a healthy working pane.

The wedged-vs-working judgment depends entirely on reading the pane CORRECTLY — see below. The atm meter lies.

Observing lanes (the meter LIES)

Hard-won 2026-06-15: an operator nearly respawned healthy working lanes because the status signals were misread. Discipline:

1. atm status context-% and atm activity are UNRELIABLE for codex panes. They freeze around ~4K/256K and show WAITING/available while the codex lane is actively, correctly working. Never conclude a lane is wedged from the meter or atm activity alone — that's how you kill a working lane.

2. To actually SEE pane content: atm save <session> → writes per-pane dumps to ./outputs/<session>_<pane>_<timestamp>.txt; read those. (atm copy <session> [--cod|--cc|--all] copies to clipboard.) Caveat — codex TUI panes: atm save dumps a codex pane as raw ANSI; stripping escapes can leave it EMPTY. For codex state, read atm codex palette-state --json / atm codex preflight --json (classified, ANSI-immune) instead of the raw dump — atm save is reliable for Claude panes. For the swarm-wide view use atm get-all-session-text / gast (cross-pane markdown table with error detection) and atm grep 'error\|rate.limit' <session> for fast triage. (gast/grep/atm codex palette-state ARE the read paths — there is no atm capture/atm read.)

3. Confirm a lane by its ARTIFACTS, not the meter: a real lane claims its bead (br/bd assignee), creates a worktree/branch, opens a PR, or writes its output file. Check those (git ls-remote --heads origin 'task/*', gh pr list, the expected path) as ground truth.

4. Diagnose BEFORE you respawn. atm respawn kills + restarts panes — run atm save and read the dump first; only respawn after the dump confirms a genuine wedge (an error, a login/trust prompt, an empty/frozen transcript), not a frozen meter.

5. Dispatch caveat + worker-model routing. atm send --pane=N "prompt" reliably delivers DIRECT prompts. Addressing: --pane N is the tmux PANE index (1 = user, workers 2+); --agent N is the agent ORDINAL — they differ by the user-pane offset (--pane=2 == --agent=1 in a default --user session). Prefer --agent for worker addressing so the offset can't bite you, or --panes=2,3 for explicit multi-target. Model routing: free-form/exploratory loop work → Claude panes (engage reliably on a plain atm send). Codex panes need the goal lifecycle — drive them with atm send --codex-goal --pane N --file packet.txt (the supported /goal path), NOT a bare slash-command send. If a codex lane won't engage, suspect the boot race / goal-flow, not "codex is unreliable" — verify with atm codex preflight (item 6) before switching models. ALWAYS verify the lane engaged (artifacts / atm codex wait-goal-engaged), never assume the send took.

6. Gate the first dispatch on atm codex readiness — the boot race (Hard-won 2026-06-15). atm spawn returns BEFORE the pane's agent has booted to its input box. A send in the first few seconds lands on a not-yet-ready TUI and is silently dropped — the lane looks "spawned" but never engages. For codex panes this is solved deterministically: the atm codex group is purpose-built for it.

   • Before the first dispatch, gate on atm codex preflight --session <s> --pane <n> --json — it classifies readiness (codex-live / goal-in-progress / usage-limit / replace-goal-dialog / stale-scrollback) and tells you proceed / wait / respawn. Send only on codex-live (or goal-completed).
   • After dispatch, confirm engagement with atm codex wait-goal-engaged <s> --pane <n> --json — a bounded poll that exits non-zero on unconfirmed / dialog_stuck / respawn_required, so a missed send fails loudly instead of looking idle. This is the deterministic ground truth (the navigator pattern); the meter is the stochastic surface. Fallback (Claude panes, or codex if the group is unavailable): confirm a clean ready prompt (tmux capture-pane -p -t <sess>.<pane> → the ❯/input box, no >_ OpenAI Codex (v…) splash) before sending. A wedge from sending-too-early is operator error, not a tool defect — fix the dispatch (gate + verify), do NOT pivot worker models to escape it.

7. Verify the FIRST lane engaged before fanning out to the rest. Dispatch lane 1, confirm it engaged (atm codex wait-goal-engaged, OR an artifact appearing, OR CPU burn — see 8), THEN send lanes 2..N. Sending all N blind means discovering all N missed at once; one confirmed lane is your proof the dispatch path works before you commit the fleet to it.

8. ps CPU% is the honest fallback wedge signal when the tooling can't reach it. ps aux | grep '[c]odex' (or [c]laude) → a pane's agent process at 0.0% CPU with no growing artifact is genuinely idle, not "working invisibly." CPU burn + growing token counts = real work even when atm activity and the TUI capture look frozen. The meter lies and the TUI capture can be stale; CPU does not. Use it (and the deterministic windshield — atm codex preflight, gh pr list, git ls-remote, the output file) to break ties before respawning — prefer the atm codex classifier first, CPU% as the cheap tie-breaker.

9. AGY lanes + Agent Mail observability gaps (tri-vendor). atm activity may list only Claude + Codex and omit AGY; atm mapping --session=… may be empty when Agent Mail is down even when panes are healthy. Do not treat either signal as spawn failure or wedged AGY. Prefer spawn --json panes[] or tmux list-panes for pane numbers; use tmux capture on the AGY pane for liveness. Full tri-vendor dispatch + verify: $dual-pane-atm (§ Tri-vendor).

Raw tmux Key Injection (Last Resort)

Prefer atm send, atm codex ..., or NTM robot send surfaces for dispatch. Use raw tmux send-keys only for direct TUI/menu control, emergency pane relay, or when the robot surface cannot express the action.

When you do use raw tmux, submit with C-m and verify it landed. Do not rely on a trailing literal Enter token in automation; in live pane relay it can leave text sitting in the input buffer. The safe pattern is:

tmux send-keys -t <target-pane> -- "<message>"
tmux send-keys -t <target-pane> C-m
tmux capture-pane -pt <target-pane> -S -30

The capture must show that the input line cleared and the pane started reacting (thinking/working indicator, echoed command output, or new prompt movement). If the message is still visibly parked in the input box, send another C-m and capture again. Codex-family TUIs may need two or three C-m submits after a large paste; never fire-and-forget a raw tmux relay.

For gate/unblock replies, a capture that only shows text sitting in the input box is not delivery. The answer must be visible as accepted pane input/output or recorded in a durable artifact the peer can inspect (bead note or PR comment).

Coordination (the Agent Mail leg)

ATM panes coordinate through the other substrate legs, not bespoke glue:

• Beads (bd) is the shared work queue and the source of truth for state — bd ready to pick, bd update --claim to claim, bd close when merged.
• Agent Mail (am) (its own daemon at 127.0.0.1:8765 — the am CLI, not an ao subcommand) carries cross-pane messages and file reservations — the swarm's defense against two panes editing the same path. Each pane registers once with am macros start-session, reserves before editing (am file_reservations reserve <proj> <agent> "<path>"), releases on commit, and messages other panes with am mail send --from <me> --to <agent> --subject … --body … (read with am mail inbox). The CLI form works from any shell even when the MCP tool surface (send_message etc.) isn't wired into the session. Trap: the verb is am mail send, not am send (which doesn't exist), and the mail group isn't in am --help — see br cp-jgcl. List addressable agents with am robot agents --project <proj>.
• Worktree-per-bead is mandatory: no pane edits the shared checkout. See ../swarm/references/shared-checkout-discipline.md.

Convergence + shutdown

The swarm is done when: bd ready is empty, no pane has an in-flight bead, and the last few CI runs are green. Confirm with atm activity (all panes idle) and bd ready (empty) before tearing down with atm kill <session>. Don't shut down on a transient quiet patch — a rate-limited pane also looks idle.

Single-writer + merged-before-close (cards 17–18, cp-4gj6; POLICY → gate cp-hxp6)

For assurance-close contexts, the gate cp-hxp6 enforces: a bead is durable only when its branch is merged to trunk and the commit is visible on the canonical store. A pane that closes a bead before merging puts protection OFF — the split-brain incident of 2026-06-09 was caused by an unmerged trio. The fix is not behavioral: the gate enforces it structurally.

Read canonical, not shared main. Every reader of bead/verdict state must target the canonical store (the bead's worktree branch or the trunk after merge). main in a shared checkout is stale relative to in-flight worktree branches. A reader that declares "stuck" or "closed" based on a stale main read is reporting on phantom state. Verify bead state on the bead's branch or via br show against the live server; do not declare convergence from a stale checkout.

Anti-patterns

• ❌ Shelling out to retired RPI/evolve CLI subprocesses. Dispatch the rpi / evolve skill to an agent pane instead.
• ❌ Decomposing the loop into substrate steps. Dispatch the whole loop as one invocable unit; never re-express rpi's phases as ATM-side orchestration.
• ❌ Editing the shared checkout from a pane. Worktree-per-bead, always.
• ❌ Treating ATM as AgentOps-owned. It is an adopted external substrate; a managed-agents driver (ao agent) or a plain in-session run are equally valid legs. Choose via $automation-shape-routing.
• ❌ Closing a bead before the branch is merged. Closed-but-unmerged is protection-off. Require merge confirmation before bd close.
• ❌ Reading state from a stale shared main. Read canonical from the bead's worktree branch or after merge; stale reads are the other half of the split-brain.

Related skills

• $dual-pane-atm — Opus + Codex + optional AGY worker-only tri-vendor (--no-user, --agy=1); pane-3 AGY is interactive TUI dispatch (atm send --pane=3 --file), not headless agy -p. Observability gaps (atm activity / atm mapping) documented there.
• $automation-shape-routing — decide Workflow vs ATM swarm vs plain skill before standing up a swarm.
• $swarm — in-session parallel fan-out across worktrees (the in-session sibling of this out-of-session substrate).
• vibing-with-ntm — the in-session tending decision layer (when to nudge / restart / converge, the OC/AP cards, the liveness truth stack). This skill is the substrate runner (spawn, dispatch loops, born-into-coordination); reach for vibing-with-ntm once panes are live and you're deciding what to do tick-by-tick.
• $agent-native — ao agent bundle produces the loop definition a managed-agents substrate runs (the managed-agents leg).
• codex-exec — the headless codex lane (codex exec, stdin/positional) vs an ATM codex TUI pane here (keystroke / --codex-goal flow, atm codex readiness gates). Different dispatch mechanics, same auth/sub rules.
• rpi · evolve — the loops the substrate dispatches.
• Fork maintenance (not a skill) — atm is Bo's fork of upstream ntm. Pull upstream fixes via make fork-status → make fork-preview → make fork-sync in ~/dev/ntm (see its AGENTS.md § "Upstream sync"; never rebase main directly). Divergence facts are owned by FORKS-MAP F-1.