Search Skills

Expert guidance for Stan probabilistic programming language development, including modern syntax, cmdstanr/cmdstanpy integration, and testing patterns.

Validates datasets for Unsloth fine-tuning by analyzing tokens, calculating Chinchilla optimality, and preparing data for efficient model training.

Guides creation of source files that compile and run correctly in both Rust and C/C++ using syntax differences and preprocessor directives.

Guides implementation of MIPS interpreters/emulators, covering CPU emulation, ELF loading, instruction decoding, and syscall handling for MIPS architecture.

Guides cross-compilation of C programs (e.g., DOOM) for embedded MIPS targets with limited stdlib and custom VM runtimes.

Guides mastery of Python fundamentals, OOP, data structures, and async programming for building production data engineering scripts.

Provides guidance for bypassing HTML/JavaScript sanitization filters to test for XSS vulnerabilities in security assessments and penetration testing.

Guides construction of probability distributions meeting exact statistical constraints, including KL divergence targets and high-dimensional optimization.

Guides implementation of metacircular evaluators for Scheme-like languages, covering eval/apply loops, environment management, and closure handling.

Guides implementation of PyTorch pipeline parallelism for distributed deep learning training, including model partitioning and inter-rank tensor communication.

Configures Nginx for custom request logging, rate limiting, and error page handling to optimize web server performance and security.

Provides statistical patterns for hierarchical Bayesian models including random effects, partial pooling, and parameterization techniques.

Extracts text commands and typed input from video recordings using OCR for text-based game and terminal session analysis.

Extracts and processes ELF binary data including headers, segments, and memory contents for security analysis and reverse engineering workflows.

Step-by-step guide for implementing combinational and sequential logic circuits for mathematical functions using text-based simulators.

Guides semantic search implementation using sentence transformers for document retrieval, encoding, and cosine similarity ranking in MTEB benchmark workflows.

Guides high-performance portfolio optimization in Python via C extensions for accelerated numerical computations on large financial datasets.

Guides debugging of C++ memory crashes including use-after-free, static destruction ordering, and custom allocator issues in RELEASE builds.

Guides DNA insertion primer design for site-directed mutagenesis, including verification strategies and procedural guidance for plasmid insertion using Q5 kits.

Extracts code or pseudocode from images via OCR and provides correct implementation guidance for software development tasks.

Configures and manages mailing list servers using Postfix and Mailman3, including integration, subscription workflows, and email delivery pipelines.

Guides C/C++ implementation of path tracers and ray tracers for image reconstruction, rendering systems, and geometric primitive handling.

Debugs memory leaks, profiles memory usage, and optimizes allocations in C++ and Python to resolve OOM errors and memory bottlenecks.

Guides development and optimization of Redcode assembly warriors in CoreWars to achieve target win rates against specific opponents.