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Scientific Peer Review Toolkit

16

Provides a systematic framework for evaluating the methodology, statistics, and integrity of scientific manuscripts and grant proposals.

Systematic Debugging Framework

16

Enforces a rigorous four-phase scientific methodology to identify root causes and implement stable software fixes without guesswork.

Solidity Smart Contract Security

16

Implements robust security patterns and vulnerability prevention techniques for Solidity smart contracts.

Image Enhancer

16

Enhances the quality, resolution, and clarity of screenshots and images for professional documentation and media.

USPTO Database Access

16

Accesses official USPTO APIs to perform comprehensive patent and trademark searches, intellectual property analysis, and prosecution history tracking.

Brainstorming & Design Architect

16

Refines rough ideas into fully-formed software designs using structured Socratic questioning and incremental validation.

Write Compressor

16

Implements robust compression encoders and entropy coders by mathematically deriving operations from existing decoder state machines to ensure bit-perfect compatibility.

Largest Eigenvalue Optimization

16

Optimizes numerical linear algebra computations for finding eigenvalues of small dense matrices through direct LAPACK integration and overhead reduction.

Bayesian Network Recovery and Modification

16

Guides the recovery of Directed Acyclic Graph structures from observational data, parameter estimation, and the implementation of causal interventions.

Billing Automation

16

Automates complex subscription lifecycles, recurring payments, and dunning management workflows for SaaS applications.

Compile CompCert

16

Provides comprehensive guidance for building the formally verified CompCert C compiler from source while managing strict dependency versions and memory constraints.

Core Skill Workflow

16

Establishes a mandatory protocol for identifying and applying the correct skill for any given task.

Chess Best Move

16

Analyzes chess board images to identify piece positions and calculate optimal moves using systematic image detection and engine-based verification.

Torch Pipeline Parallelism

16

Implements distributed model training by partitioning PyTorch layers across multiple GPUs using pipeline parallelism patterns like AFAB and 1F1B.

Git Multi-Branch Deployment

16

Configures automated Git-based deployment systems that map specific repository branches to web-accessible directories using post-receive hooks.

Torch Pipeline Parallelism

16

Implements PyTorch pipeline parallelism to distribute large language model training across multiple GPUs using All-Forward-All-Backward (AFAB) scheduling.

MTEB Leaderboard Navigator

16

Retrieves and verifies temporally-accurate data from dynamic machine learning leaderboards to ensure model rankings and benchmark results are current and valid.

Structured Plan Execution

16

Executes complex implementation plans in controlled batches with built-in review checkpoints to ensure accuracy and alignment.

Terraform State Manager

16

Facilitates safe Terraform state operations including resource imports, address refactoring, and backend migrations with built-in safety workflows.

Terraform Documentation Generator

16

Automates the creation and maintenance of professional README files for Terraform modules using standardized templates and resource tables.

Code Review Practices

16

Facilitates high-quality code reviews by providing actionable frameworks for identifying bugs, ensuring architectural consistency, and delivering constructive feedback.

Terraform Module Scaffolder

16

Generates standardized Terraform module structures with pre-configured core files and best-practice templates for cloud infrastructure.

ARC-AGI Git Merge & Pattern Tasks

16

Facilitates solving complex pattern recognition tasks by combining git workflow management with mathematical grid transformation analysis and implementation.

Scheme-like Metacircular Evaluator

16

Guides the development of self-interpreting Scheme-like evaluators through incremental implementation and systematic multi-level debugging.

Multi Source Data Merger

16

Merges heterogeneous data sources into unified datasets using field mappings and priority-based conflict resolution.

LLM Inference Batching Scheduler

16

Optimizes LLM inference request grouping and scheduling to minimize operational costs while satisfying latency and padding constraints.

Torch Tensor Parallelism

16

Implements distributed tensor-parallel linear layers in PyTorch to enable training of models that exceed single-device memory limits.

Headless Terminal

16

Implements programmatic terminal interfaces to control shell sessions through terminal emulation and pseudo-terminal wrappers.

API Tester

16

Validates API endpoints through automated request testing, performance benchmarking, and comprehensive security audits.

Data Resharding and Partitioning

16

Reorganizes large-scale datasets into hierarchical directory structures while enforcing strict file size and item count constraints.