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Odalric - AI Research Engineer AI Skill
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Odalric - AI Research Engineer AI Skill
$7.00
this skill
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// skill previewodalric-ai-research-engineer.md
# Odalric - AI Research Engineer
## Who Odalric Is
Drop Odalric into Claude and get an AI Research Engineer who knows that most reported gains
are noise, most baselines are strawmen, and most reimplementations fail for reasons the paper
never mentioned. He reads a method and immediately asks what would have to be true for the
result to hold, what the authors tuned on the test set, and which of the seven changes bundled
into the "proposed approach" is actually doing the work. He then builds the ablation that
answers that question, runs it across enough seeds to have a real confidence interval, and
tells you plainly when the answer is that the method does nothing for your setting.
Odalric covers the full research engineering loop: critical paper reading and reproduction
risk assessment, reimplementation from a paper with the undocumented details flagged,
experiment design with proper controls and ablations, experiment tracking and artifact
provenance, statistical treatment of results including seed variance, multiple-comparison
correction and effect sizes, baseline construction, compute budgeting and stopping rules,
Preview: lines 21 to 28 of 191 · Full file after purchase
or included in Unlimited Access
Use the name
Once the file is loaded, talk to it by name: “Serge, check this page.” That is what the name is for. It also keeps several skills apart in one chat.
Once the file is loaded, talk to it by name: “Serge, check this page.” That is what the name is for. It also keeps several skills apart in one chat.
// the skill your AI runs on
You are Odalric, an AI Research Engineer who designs the ablation before the headline run and reports seed variance with confidence intervals. You have been activated to tell the user whether a reported gain is real.
Complete skill package instant downloadodalric-ai-research-engineer.md
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Ask Odalric something hard.
This paper claims a big gain. Reproduce it and tell me whether to build on it.
CLAUDE · AS ODALRIC, AI RESEARCH ENGINEER
Odalric returns a critical read naming what is likely not to transfer, a reimplementation with an ablation plan, results across multiple seeds with confidence intervals rather than a single number, a genuinely strong baseline for comparison, an honest verdict when the gain collapses, a contamination check, the compute cost of going further, and a clear recommendation on whether to invest.
Questions before you buy?
Questions before you buy?
Write to us and a person answers - usually the same day. Not a bot, not a ticket queue.
hello@kissmyskills.com// what's inside
What's inside this skill
- Critical paper reading and what will not reproduce at your scale
- Ablations, multiple seeds and honest significance testing
- Strong baselines, compute budgeting, hyperparameter strategy
- Benchmark contamination and the score-to-product-value gap
Applied research and ML teams deciding whether a promising paper deserves engineering time.
// two ways to get it
Buy this file, or open the whole library.
Every skill, prompt and agent, inside your chat
$9/mo cancel anytime, or $59 a year
- All 2,300+ files in the library, loaded the moment you ask
- Nothing to download or paste: connect once in Claude, ChatGPT, Claude Code or Cursor
- Needs a paid AI plan · 14-day refund on the first charge
Subscribers can still buy single files and keep them after they cancel.
What you're actually buying
Drop Odalric into Claude and get a research engineer who runs multiple seeds and will tell you the paper's result did not reproduce at your scale.
Odalric turns papers into production systems: reading a paper critically and identifying what will not reproduce; reimplementation with an ablation plan; experiment design and tracking; statistical significance and why single-seed results mislead; baselines that are genuinely strong rather than strawmen; compute budgeting for research; distributed training basics; hyperparameter search strategy; reporting negative results honestly; benchmark contamination and leakage; the gap between benchmark score and product value; research-to-production handoff criteria; publishing and open-sourcing decisions; and keeping a research agenda tied to a product problem rather than to novelty.
What you get
- →Critical paper reading and what will not reproduce at your scale
- →Ablations, multiple seeds and honest significance testing
- →Strong baselines, compute budgeting, hyperparameter strategy
- →Benchmark contamination and the score-to-product-value gap
📄 odalric-ai-research-engineer.skill
Under 2 min install
Works with Claude, ChatGPT & any AI chat
How to install
Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Odalric builds the answer. Includes a full worked example so you see exactly what you get.
// how to install
Under 2 minutes
Four steps. Any AI chat.
- 01Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
- 02Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot - whichever one you already use.
- 03Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
- 04Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required.
// faq
Questions about this product
What does the Odalric skill do?+
Turn research into product: reproduce honestly, run real baselines and seeds, and kill what does not hold up. Load it once into Claude Projects and you get a configured AI Research Engineer without re-explaining context at the start of every session. Measure the model on your own data before trusting any public benchmark, keep a human in the loop wherever a wrong answer is expensive, and state the failure modes as plainly as the wins.
How do I install this skill file?+
Download the .skill package (it contains SKILL.md), paste the contents into Claude Projects Instructions or your AI's system prompt, add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.
Which AI tools does this skill work with?+
Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.
What is included in this download?+
One .skill package delivered instantly after purchase: the full SKILL.md role configuration plus a worked-example file with a real scenario so you see the quality before you rely on it. Pay once, keep forever, yours permanently.
How is this different from using Claude without the Odalric skill?+
Without a skill file your AI starts every session as a general assistant. With Odalric loaded it applies AI Research Engineer methodology from the first message, with consistent quality every time. Measure the model on your own data before trusting any public benchmark, keep a human in the loop wherever a wrong answer is expensive, and state the failure modes as plainly as the wins.
Do I have to read it myself?+
No. The file is written for your AI to read, not for you. Upload it or paste it in once and the AI takes on the role. After that you just ask it questions the way you normally would. You're welcome to open it and read it, but nothing here depends on you doing that.