Home / uchicago-dsi / ai-sci-skills · skills/quota-saving-mode/SKILL.md · GitHub

quota-saving-mode skillA

quota-saving-mode is agent-read markdown (skill) from uchicago-dsi/ai-sci-skills: Reduce model quota spent on repeated supervision, polling, context loading, and status chatter when the user asks for quota-saving operation. Preserve scientific rigor and task quality; do not silently downgrade models or narrow the goal..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Quota-Saving Mode

Spend reasoning on decisions, implementation and verification—not repeatedly
rediscovering unchanged state. This is an operating preference, not a runtime
setting or a guarantee about billed usage. Follow required progress reporting,
tool wait limits, safety rules and the user's model choices.

## Default operating loop

- Choose a meaningful next decision boundary and the evidence that would change
  the action. Work through a coherent block instead of ending a turn after each
  healthy poll; an automatically resumed goal can otherwise become a costly
  status loop. Do not pause an authorized goal merely to save quota.
- Separate **mechanical health checks** from **scientific review**. Check startup
  and unfamiliar failure modes promptly. Once healthy, use the existing expected
  cadence: ordinarily minutes for cheap process/error checks, a checkpoint or
  roughly 15–30 minutes for substantive interpretation. Shorten this when delayed
  action would lose evidence, leave resources idle or miss a deadline. These are
  defaults, not permission to weaken a required monitor.
- Prefer existing completion signals or native interruptible waits. Where tools
…

Read the whole file at its exact version.

How to install

Latest version
mdr add uchicago-dsi/ai-sci-skills/quota-saving-mode@git:20260922.cc36cca
Exact content
mdr add uchicago-dsi/ai-sci-skills/quota-saving-mode@sha256:e76ffa01ff3d798b

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

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Versions

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git:20260922.cc36cca latest2026-09-22 cc36cca 9,919 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9919 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

uchicago-dsi/ai-sci-skills · 20 stars · license MIT · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tohtazlkcgppamll
GET https://markdownregistry.com/api/v1/resolve?ref=uchicago-dsi/ai-sci-skills/quota-saving-mode
GET https://markdownregistry.com/api/v1/blob/e76ffa01ff3d798b5777060758242858b24c0e714992f351ee0c88ed586ffdce

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