Torch Performance Optimization
albumentations-team/albucore
Optimize or review eager CPU-only Albucore PyTorch runtime paths with benchmark-backed decisions.
Guidance for building and training with the Caffe deep learning framework on CIFAR-10 dataset.
Install Caffe Cifar 10
$ npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering caffe-cifar-10 --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/caffe-cifar-10 .claude/skills/caffe-cifar-10 && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "caffe-cifar-10" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10 into .claude/skills/caffe-cifar-10/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "caffe-cifar-10", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering caffe-cifar-10 --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/caffe-cifar-10 .agents/skills/caffe-cifar-10 && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "caffe-cifar-10" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10 into .agents/skills/caffe-cifar-10/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "caffe-cifar-10", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering caffe-cifar-10 --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/caffe-cifar-10 .cursor/skills/caffe-cifar-10 && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "caffe-cifar-10" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10 into .cursor/skills/caffe-cifar-10/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "caffe-cifar-10", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/lazyFrogLOL/Harness_Engineering.git --path skills/caffe-cifar-10--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering caffe-cifar-10 --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/caffe-cifar-10 .gemini/skills/caffe-cifar-10 && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "caffe-cifar-10" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10 into .gemini/skills/caffe-cifar-10/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "caffe-cifar-10", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install lazyFrogLOL/Harness_Engineering caffe-cifar-10Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/caffe-cifar-10 .github/skills/caffe-cifar-10 && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "caffe-cifar-10" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10 into .github/skills/caffe-cifar-10/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "caffe-cifar-10", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering caffe-cifar-10 --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/caffe-cifar-10 .opencode/skills/caffe-cifar-10 && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "caffe-cifar-10" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/caffe-cifar-10 into .opencode/skills/caffe-cifar-10/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "caffe-cifar-10", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
caffe-cifar-10- GitHub stars
- 128
- Token cost
- ~1.7k tokens
- SKILL.md length
- 758 words
- Files
- 1
- Skills in repo
- 32
- Repo updated
- First seen
- Licence
- None found
At a glance
Guidance for building and training with the Caffe deep learning framework on CIFAR-10 dataset.
- Works in 10 steps: Clone Repository with Correct Version → Install Dependencies → Configure Makefile.config → …
- Tasks that involve Deep learning
- SKILL.md covers Overview, Pre-Build Research Phase, Build Workflow and CIFAR-10 Training Workflow, plus 2 more sections
- Calls make, git and python3; reaches github.com
What it does
Caffe Cifar 10 is an agent skill from lazyFrogLOL/Harness_Engineering. Guidance for building and training with the Caffe deep learning framework on CIFAR-10 dataset. This skill applies when tasks involve compiling Caffe from source, training convolutional neural networks on image classification datasets, or working with legacy deep learning frameworks that have compatibility issues with modern systems.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Deep learning and Computer vision. It works with Python and OpenCV.
When your agent uses it
- Tasks that involve Deep learning
- Tasks that involve Computer vision
Example prompts
- “/caffe-cifar-10”
Requirements
- Python 3
- Docker
Workflow steps
10 steps, taken from the step headings in SKILL.md.
- Clone Repository with Correct Version
- Install Dependencies
- Configure Makefile.config
- Apply Compatibility Patches
- Build with Conservative Settings
- Build Tests and Python Bindings
- Download Dataset
- Modify Training Configuration
- Train Model
- Verify Output
What it can do on your machine
Read from SKILL.md and the folder at commit cae3b25. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
makegitpython3
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Caffe Cifar 10 loads about 1.7k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 758 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 758 words (~1,745 tokens).
“This skill provides procedural guidance for building the Caffe deep learning framework from source and training models on the CIFAR-10 dataset. Caffe is a legacy framework (circa 2014-2017) with known compatibility issues on modern systems, requiring careful handling of dependencies…”
- name
- caffe-cifar-10
Files
Just SKILL.md in skills/caffe-cifar-10 of lazyFrogLOL/Harness_Engineering.
Open the folder on GitHubat commit cae3b25
Compare with similar skills
Caffe Cifar 10 next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Caffe Cifar 10 this skilllazyFrogLOL/Harness_Engineering | 128 | — | ~1.7k | Automated safety check: Pass | None | |
| Torch Performance Optimizationalbumentations-team/albucore | 123 | — | ~895 | Automated safety check: Pass | MIT | |
| Matlab Integrate Pytorch Visionmatlab/matlab-agentic-toolkit | 1.1k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Opencv Bioimage Analysisjaechang-hits/SciAgent-Skills | 374 | 1 repos | ~3.9k | Automated safety check: Pass | Apache-2.0 | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT |
Similar skills
Matlab Integrate Pytorch Vision
matlab/matlab-agentic-toolkit
Creates MATLAB interfaces to Python image processing and computer vision models from GitHub repositories or pip-installable packages using MPyReq.
Opencv Bioimage Analysis
jaechang-hits/SciAgent-Skills
Computer vision for bio-image preprocessing, feature detection, real-time microscopy.
Segment Anything Model Guide
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
CLIP Image-Text Matching
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
Paddle Build
PaddlePaddle/Paddle
A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.
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Related
Categories
Questions about Caffe Cifar 10
What does Caffe Cifar 10 do?
Guidance for building and training with the Caffe deep learning framework on CIFAR-10 dataset. Caffe Cifar 10 is an agent skill from lazyFrogLOL/Harness_Engineering. Guidance for building and training with the Caffe deep learning framework on CIFAR-10 dataset.
When should I use Caffe Cifar 10?
Caffe Cifar 10 fits situations like: tasks that involve Deep learning; tasks that involve Computer vision.
How do I install Caffe Cifar 10 in Claude Code?
Run `npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a claude-code`. Or copy the skill folder (skills/caffe-cifar-10 in lazyFrogLOL/Harness_Engineering) into .claude/skills/caffe-cifar-10 in your project. Claude Code loads it when a task matches its description.
How do I install Caffe Cifar 10 in Codex?
Run `npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a codex`. Or copy the skill folder (skills/caffe-cifar-10 in lazyFrogLOL/Harness_Engineering) into .agents/skills/caffe-cifar-10 in your project. Codex loads it when a task matches its description.
Can I use Caffe Cifar 10 in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add lazyFrogLOL/Harness_Engineering --skill caffe-cifar-10 -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/caffe-cifar-10, .gemini/skills/caffe-cifar-10, .github/skills/caffe-cifar-10 and .opencode/skills/caffe-cifar-10 in your project.
What does Caffe Cifar 10 need to run?
Going by SKILL.md and its folder, Caffe Cifar 10 needs the command-line tools its instructions call (make, git and python3). Our summary lists: Python 3; Docker.
Does Caffe Cifar 10 access the network?
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Caffe Cifar 10 safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Caffe Cifar 10 use?
No licence was found for Caffe Cifar 10 or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Caffe Cifar 10 use?
About 1.7k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Caffe Cifar 10?
Skills that share tags, products or a category with Caffe Cifar 10: Torch Performance Optimization (albumentations-team/albucore, 123 stars), Matlab Integrate Pytorch Vision (matlab/matlab-agentic-toolkit, 1.1k stars), Opencv Bioimage Analysis (jaechang-hits/SciAgent-Skills, 374 stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Caffe Cifar 10?
lazyFrogLOL (a GitHub user) maintains it in lazyFrogLOL/Harness_Engineering, which has 128 GitHub stars. The repository holds 32 skills in this directory. The repository was last updated on May 18, 2026.
Source: lazyFrogLOL/Harness_Engineering on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.