ClawKit Logo
ClawKitReliability Toolkit
Back to Registry
Official Verified

save-usage

Auto-detect task complexity for OpenAI oAuth models (gpt-5.1-codex-mini + gpt-5.3-codex). Route only safe/negligible tasks to gpt-5.1-codex-mini. Use gpt-5.3-codex for anything executed, uncertain, or high-impact. RULES: Classify first. Default model: gpt-5.3-codex. Use gpt-5.1-codex-mini ONLY for safe triage/summarize/extract/reformat/dedupe/prompt-drafts/non-executable Q&A. NEVER use mini for security, auth, secrets, architecture, migrations, brownfield refactors, integration contracts, schema mapping, ordering/idempotency/retries, code changes, tool runs, or decisions that are hard to reverse. Reasoning: start LOW for mini. For 5.3-codex use LOW/MEDIUM by default; escalate to HIGH/EXTRA HIGH when 2+ are true: hard to reverse, affects 2+ domains (infra/data/security/ops/cost), subtle/expensive failure modes, long dependency-chain reasoning. ESCALATE immediately to gpt-5.3-codex if any: output will be executed (tools/code), ambiguity remains after 1 pass, contradictions found, or requirements are multi-constraint/structured output.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/jacks3tr/save-usage
Or

Save usage

Run on gpt-5.1-codex-mini only for safe/negligible work. Use gpt-5.3-codex when the task actually needs it. Avoid external API keys unless absolutely necessary.

CRITICAL: Classify First, Then Act

Before generating ANY response, you MUST:

  1. Check: does this task match ANY escalation trigger below?
  2. If YES → call sessions_spawn() IMMEDIATELY. Do NOT attempt to answer yourself.
  3. If NO → respond directly on the current model.

When in doubt, escalate. A wrong escalation costs little. A wrong “mini” answer can waste time or cause damage.

Rule of Thumb

If anything will be executed, or the outcome matters, escalate.

When to Escalate → MUST call sessions_spawn

If the task matches ANY of the following, do NOT answer yourself. Instead, IMMEDIATELY call:

sessions_spawn(
	message: "<the full task description>",
	model: "gpt-5.3-codex",
	label: "<short task label>"
)

Escalation triggers (always)

  • Executed output — any tool runs, code changes, patches, shell commands, infra steps
  • Security / auth / secrets — threat modeling, permissions, tokens, keys, access control
  • Architecture & migrations — multi-epic plans, brownfield refactors, infra+product coupling
  • Integration/contract work — schema mapping, ordering, idempotency, retries, consistency
  • Uncertainty remains — ambiguity after 1 pass, contradictions, missing constraints
  • High-impact decisions — hard to reverse, expensive/subtle failure modes, 2+ domains affected
  • Complex reasoning — long dependency chains, multi-step analysis, nontrivial trade-offs
  • Structured deliverables — tables, outlines, reports/proposals, long writing, specs

Reasoning escalation (within gpt-5.3-codex)

  • Default: LOW/MEDIUM
  • Escalate to HIGH/EXTRA HIGH if 2+ are true:
    • decision is hard to reverse
    • affects 2+ domains (infra/data/security/ops/cost)
    • failure modes are subtle/expensive
    • requires long dependency-chain reasoning

NEVER do this on gpt-5.1-codex-mini

  • NEVER output steps that will be executed (tools, code, commands) — escalate
  • NEVER do security/auth/secrets — escalate
  • NEVER do architecture, migrations, brownfield refactors — escalate
  • NEVER do integration contracts or schema choreography — escalate
  • NEVER produce structured deliverables (tables/outlines/reports/specs) — escalate
  • NEVER make high-impact decisions or complex reasoning chains — escalate

If you catch yourself taking responsibility for correctness or safety, STOP and call sessions_spawn instead.

When to Stay on gpt-5.1-codex-mini

Only if safe/negligible and non-executable:

Metadata

Author@jacks3tr
Stars2032
Views1
Updated2026-03-05
View Author Profile
AI Skill Finder

Not sure this is the right skill?

Describe what you want to build — we'll match you to the best skill from 16,000+ options.

Find the right skill
Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-jacks3tr-save-usage": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.