Runaway-Bill Guardrail Loop (Watchdog Beside the Worker)

A cost-safety pattern that pairs every overnight loop with a second, dumber loop whose only job is stopping the first: spend alerts, a hard iteration cap, and a cron check that kills the worker when token burn spikes or the same command keeps repeating.

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Pair every overnight loop with a watchdog: spend/usage alert thresholds, a hard `MAX_ITER`, and a cron check that kills the loop process if tokens-per-minute spikes or the same command repeats N times. The watchdog is a second, dumber loop whose only job is stopping the first one. Cap the run at 25 iterations; leave remaining work for the next session.
claude-code

Implementation note

When to use: alongside every overnight or unattended loop you run — this is not a work loop but the watchdog you pair with one, built for the wake-up-to-a-huge-bill failure mode. How it works: the worker loop gets a companion: spend and usage alert thresholds, a hard MAX_ITER cap, and a cron check that kills the worker process outright if tokens-per-minute spikes or the same command repeats N times in a row. The watchdog is deliberately a second, dumber loop whose only job is stopping the first one — it makes no judgment calls beyond its thresholds. Safety: the design principle is separation — the safety mechanism runs outside the worker's process and context, so a worker that has gone sideways cannot reason its way past its own limits. Repeated-command detection catches stuck loops that spend without progressing. Tune the thresholds to your loop's normal profile first, or the watchdog cries wolf.

Source: devtoolpicks ↗graded B · 75/100 — how grades work →

More automation loops

Ship PRD stories via dual-agent loop

Loop/ralphGitHubA

Ralph runs a generator and evaluator in tandem until all user stories pass acceptance criteria and browser tests.

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# Ralph Harness — Agent Instructions ## Overview Ralph Harness is an autonomous AI agent loop that runs AI coding tools (Amp or Claude Code) repeatedly until all PRD items are complete. Each iteration is a fresh instance with clean context. Ralph supports two modes: | Mode | Architecture | When to use | |------|-------------|-------------| | simple | Single agent (self-implement, self-check) | Quick tasks, backend-only stories, well-defined small changes | | harness | Generator + Evaluator (dual-agent with contract) | UI-heavy features, complex stories, when quality is critical | ## Architecture: Harness Mode ralph.sh orchestrator │ ├── Planner (prd.json) │ Defines user stories, acceptance criteria, dependencies │ ├── Generator (generator-prompt.md) │ Drafts sprint contracts → Implements stories → Fixes based on feedback │ └── Evaluator (evaluator-prompt.md) Reviews contracts → Signs/locks → Tests in browser → Scores → Writes feedback ### Per-Story Flow 1. Contract Negotiation : Generator drafts contract.json → Evaluator reviews → Back-and-forth until Evaluator signs → Contract locked (immutable) 2. Build : Generator reads Hard cap: stop after 30 iterations even if PRD items remain.
automationhigh risk

Ship production-grade apps autonomously

Loop/ralphGitHubB

Hand an idea to Claude Code; it authors specs, designs, builds, tests, secures, and ships until enterprise done or budget exhausted.

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# dare-to-be-stupid — Design (v2, refined) > A Claude Code plugin. One command, /dare , hands an idea or PRD to an autonomous > loop that authors specs, designs, builds, tests, secures, ships, fixes, and iterates > until the app passes an enterprise-production definition of done — or the budget dies. > > Named for the Weird Al song. The joke is that it runs the Ralph Loop on purpose , > with --dangerously-skip-permissions , and narrates the whole thing in the voice of an > '80s Junkion. Pre-production only. Never points at anything with users. This is v2. It keeps the strong core of the original spec (external reviewer, ratchet, guard hook, Junkion style) and adds the three phases the original left thin relative to the actual goal: PRD authoring, a design phase, and a real enterprise DoD including security, CI, docs/observability, and design quality (with quality plugins auto-installed). --- ## 0. The premise, in one paragraph The User builds documentation-first: spec → system docs → API contracts → CLAUDE.md → code. dare-to-be-stupid is the deliberate inverse, packaged as comedy that also solves two real engineering problems. It is a real build , not a joke ar

Set and ship autonomous goals

Loop/goalGitHubB

Run a persistent goal autonomously until completion, routing each task to the optimal model for cost and capability.

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/goal <objective · /loop <task | Set a persistent goal · run autonomously until complete (≤25 turns) |
automationlow risk