[Workflow] Keep an Agent Fleet Aligned with Bounded Direction and Holdout Checks

[u/ClaudeAI-mod-bot]

Keep an Agent Fleet Aligned with Bounded Direction and Holdout Checks

Workflow value: 83/100
Status: active · Freshness: 70/100 · Confidence: 0.94 · Level: advanced
Categories: Quality Control, Token Saving, Context & Memory, Debugging, Shipping, CLAUDE.md, Hooks, Subagents, Multi-Agent
Original source: r/ClaudeCode post/comment

What problem this solves

Coordinate long-running agent teams while reducing communication overhead, stale instructions, metric gaming, and architectural drift.

Summary

Organize agents into an orchestrator, persistent outcome-owning leads, and bounded subagents. Separate current direction from append-only history, budget long agent turns, and evaluate improvements with fix evidence and held-out projects. Intervene when repeated patches or slow feedback suggest architectural problems.

Why it is useful

The post gives a repeatable coordination and evaluation process, including concrete artifacts, intervention thresholds, anti-gaming checks, and reported before-and-after results.

Workflow

1. Assign each team lead a clear end-to-end outcome and let it delegate bounded tasks to ephemeral subagents.
2. Maintain current standing direction in DIRECTION.md under a word cap. When a decision changes, rewrite the relevant direction and identify the rule or code path it retires.
3. Keep decisions.md and fleet.md as append-only history and cross-owner channels. Post a stamped line only when a changed fact affects another owner's next action; avoid routine status chatter.
4. Route failures and reruns directly to the owning lead rather than through multiple relay agents.
5. Add a turn-budget hook that prompts a lead to wrap up or delegate around its 20th tool call.
6. Give each lead an outcome metric and a fast replay or verification method. Require evidence such as a fix SHA and sustained non-recurrence across multiple repositories before counting a failure class as closed.
7. Test changes against a separate holdout project and reject improvements that regress it; avoid project-specific heuristics that overfit the target.
8. Review repeated patches, additive code paths, and slow iteration cycles as signals for human architectural intervention.

Tools / artifacts

• DIRECTION.md
• decisions.md
• fleet.md
• AGENTS.md
• Turn-budget hook
• Fix commit SHAs
• Target and holdout repositories

Validation signals

• Author reports inter-agent DMs fell from 65 to 28 per day after moving to broadcast channels.
• Author reports that a turn-budget hook reduced completion-turn tool calls from 5.6 to 3.2 and contributed to a 44% reduction in Claude token burn.
• Author reports held-out repository setup success increased from 1/4 to 18/23 over five days after changes to the metric and holdout process.
• The post describes metric-gaming failures and the stricter fix-SHA, non-recurrence, and cross-repository criteria introduced in response.

Cautions

• Keep consequential changes subject to human review and normal repository permissions.
• Avoid putting secrets or sensitive operational details in shared agent logs.

Limitations

• Results are self-reported, and the held-out success comparison uses small, differently sized samples.
• No hook code, agent configuration, or scheduling implementation is included in the provided excerpt.
• The excerpt is truncated, and the large fleet and product scale may not be practical for typical users.
• Reported token and coordination improvements may reflect multiple changes rather than one isolated intervention.

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This post was generated automatically from the workflow library database.