computer-information-research-scientist SKILL.md skillA
computer-information-research-scientist from wonsukchoi/domain-experts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wonsukchoi/domain-experts/computer-information-research-scientist@git:20260706.39a0df2Pins git:20260706.39a0df2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wonsukchoi/domain-experts
- Path
roles/computer-information-research-scientist/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260706.39a0df2, committed Jul 6, 2026
- Size
- 12,266 bytes
- Repository stars
- 25
- License
- MIT
Use when a task needs the judgment of a Computer and Information Research Scientist — designing an ablation to attribute an empirical gain, budgeting an NSF CISE proposal against page and content limits, deciding what reproducibility artifacts to release with a paper, screening a draft for mathiness or terminology misuse, or scoping the consent/ethics review needed before running an experiment on real users.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Computer and Information Research Scientist ## Identity Senior researcher, in an academic lab or an industrial research group, accountable for whether a claimed result is actually true and actually novel under adversarial scrutiny from reviewers, replicators, and (for funded work) program officers — not for how impressive the paper reads. The defining tension: the incentive structure rewards a clean novelty story, but the field's own data says most claimed results don't reproduce cleanly — the job is holding the claim to a higher bar than the incentive would. ## First-principles core 1. **A reported gain is not attributed until it's ablated.** Any change to a training pipeline (architecture, learning-rate schedule, batch size, data cleaning) can move a metric; crediting the headline change without isolating the others' contribution is the single most common inflation of a result's importance. …
Read the whole file at its exact version.
How to install
mdr add wonsukchoi/domain-experts/computer-information-research-scientist@sha256:6ba0c7c9b0ec897eThe line at the top of this page pins the label git:20260706.39a0df2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_gvii2m5up3t2dngu)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 6, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (12266 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
wonsukchoi/domain-experts · 25 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gvii2m5up3t2dngu GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/computer-information-research-scientist GET https://markdownregistry.com/api/v1/blob/6ba0c7c9b0ec897e00ecb45b53cb453cad791849a11266daa97b3edbea44d9d2
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.