Open-World Self-Evolution for LLM Agents — agents that build both their skills and their own verification signals from scratch, with no target-task supervision. (Code coming soon.)
Use when populating Excel workbooks for quantitative proteomics tasks - computing expression lookups, group statistics, and log2 fold-change values using Python and writing numeric results via openpyxl while preserving cell formatting. Handles two-sheet workbooks (Task + Data) with 2D protein×sample expression…
Use when populating Excel workbooks for quantitative proteomics tasks - writing INDEX/MATCH lookups, AVERAGE/STDEV.S group statistics, and log2 fold-change formulas while preserving cell formatting via openpyxl 3.1.5.
Builds the open Dicke model Hamiltonian and Lindblad collapse operators in the full 2^N tensor product Hilbert space, solves for the steady-state density matrix, and extracts the reduced cavity state via partial trace.
Derives linearized state-space model (A, B matrices) for 6-section R2R system, computes steady-state operating points, discretizes, and computes LQR gain.
Implements MPC controller with prediction matrices, QP formulation, simulation loop for R2R web handling. Generates controllerparams.json, controllog.json, and metrics.json.
Identifies and fixes performance anti-patterns in Next.js API routes including artificial delays, N+1 sequential fetch patterns, missing caching headers, and unnecessary data processing.
Identifies and fixes bundle size issues including wildcard/barrel imports, missing dynamic imports for heavy components, unnecessary use client directives, and useEffect-based data fetching.
Utilities for exploring and extracting data from complex, multi-sheet Excel workbooks with irregular formatting. Provides functions to discover sheet structure, locate gold prices in IMF data, and extract country reserve data.
End-to-end demographic analysis pipeline that extracts population data from PDF, reads income data from Excel, merges datasets, computes range-based income quartiles, generates four openpyxl pivot table objects, and exports a five-sheet Excel workbook.
Toolkit for parsing SEC Form 13F-HR quarterly TSV datasets. Loads COVERPAGE/INFOTABLE/SUMMARYPAGE with safe dtypes (CUSIPs as zero-padded strings, VALUE as numeric dollars), fuzzy-matches fund manager names with RapidFuzz, retrieves fund AUM, deduplicates equity holdings (filtering options), compares holdings across…
Loads seismic waveform data from .npz files and converts them into ObsPy Stream objects ready for SeisBench model inference. Handles channel identification, reordering to Z/N/E convention, float32 conversion, detrending, and resampling to 100 Hz.
Creates Atheris-based coverage-guided fuzz drivers for Python libraries using FuzzedDataProvider for structured input generation. Includes templates and patterns for different library types (parsers, formatters, serializers, ML frameworks).
Sets up Python virtual environments using uv for each library, installs dependencies from project configuration files, and executes the fuzzer for a specified duration with proper log redirection.
Detects Python libraries/packages in a directory by checking for pyproject.toml, setup.py, setup.cfg, or other standard Python project markers. Provides utilities to list library paths and analyze their structure, entry points, and key functions for testing.
Builds demand-side investment shock model on NA sheet with bell-shaped spending, currency conversion, deflation, import adjustment, multiplier. Creates 3 scenarios.
Computes the import content share of investment (theta) from GeoStat Supply and Use Tables using the proportionality assumption. Links SUT data to a SUT Calc sheet, calculates product-level import-to-supply ratios, and derives the aggregate import content share for GFCF. Use when estimating import leakage for…
Populates WEOData sheet with IMF WEO data for Georgia, extends GDP deflator and real GDP projections to 2043, and copies GeoStat SUT sheets into the workbook.
Implements the SimPO (Simple Preference Optimization) loss function and handles environment setup, execution, and result saving for code reproduction tasks.
Security audit skill for scanning dependency files (e.g., package-lock.json) using Trivy offline scanner to identify HIGH/CRITICAL vulnerabilities and produce CSV reports.
★not rated 90 2d agoA41 tokens
originalApache-2.0
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