Instructions file
Instructions for benchflow-ai/benchflow, a project described as: Research infra for creating RL environments, post-training, and evals.
Instructions file
Instructions for benchflow-ai/benchflow, a project described as: Research infra for creating RL environments, post-training, and evals.
Skill Claude CodeCodex
Incorporate feedback from an independent code reviewer to improve your solution. The reviewer is a different agent that analyzed your work.
Skill Claude CodeCodex
Delegate complex coding tasks to a specialist model. Use when facing algorithmic challenges, performance optimization, or tricky debugging that benefits from focused code expertise.
Skill Claude CodeCodex
Delegate complex coding tasks to a specialist model. Use when facing algorithmic challenges, performance optimization, or tricky debugging that benefits from focused code expertise.
Skill Claude CodeCodex
Analyzes 3D mesh files (STL) to calculate geometric properties (volume, components) and extract attribute data. Use this skill to process noisy 3D scan data and filter debris.
Skill Claude CodeCodex
Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure…
Skill Claude CodeCodex
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify…
Skill Claude CodeCodex
Write the conformance smoke output file when the task asks for conformance.txt.
Skill Claude CodeCodex
Detect flood events by comparing water levels to thresholds. Use when determining if flooding occurred, counting flood days, aggregating instantaneous data to daily values, or classifying flood severity.
Skill Claude CodeCodex
Download flood stage thresholds from NWS (National Weather Service). Use when determining flood levels for USGS stations, accessing action/minor/moderate/major flood stages, or matching stations to their flood thresholds.
Skill Claude CodeCodex
Download water level data from USGS using the dataretrieval package. Use when accessing real-time or historical streamflow data, downloading gage height or discharge measurements, or working with USGS station IDs.
Skill Claude CodeCodex
Calculate the relative contribution of different factors to a response variable using R² decomposition. Use when you need to quantify how much each factor explains the variance of an outcome.
Skill Claude CodeCodex
Classify environmental and meteorological variables into driver categories for attribution analysis. Use when you need to group multiple variables into meaningful factor categories.
Skill Claude CodeCodex
Reduce dimensionality of multivariate data using PCA with varimax rotation. Use when you have many correlated variables and need to identify underlying factors or reduce collinearity.
Skill Claude CodeCodex
Detect long-term trends in time series data using parametric and non-parametric methods. Use when determining if a variable shows statistically significant increase or decrease over time.
Skill Claude CodeCodex
Solving finite-horizon LQR via dynamic programming for MPC.
Skill Claude CodeCodex
Adding integral action to MPC for offset-free tension tracking.
Skill Claude CodeCodex
Selecting MPC prediction horizon and cost matrices for web handling.
Skill Claude CodeCodex
Linearizing nonlinear dynamics around operating points for control design.
Skill Claude CodeCodex
Fast workflow to inspect PCAPs and extract protocol-level details using tshark.
Skill Claude CodeCodex
Running Suricata against PCAPs offline and validating results via eve.json.
Skill Claude CodeCodex
Core building blocks of Suricata signatures and multi-condition DPI logic.
Skill Claude CodeCodex
Defining and extracting kernel constants for syzkaller syzlang descriptions.
Skill Claude CodeCodex
Full build workflow for adding new syscall descriptions to syzkaller.