letta-ai

by letta-ai

Guide for adding new LLM models to Letta Code. Use when the user wants to add support for a new model, needs to know valid model handles, or wants ...

by letta-ai

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Let...

by letta-ai

Comprehensive guide for initializing or reorganizing agent memory. Load this skill when running /init, when the user asks you to set up your memory...

by letta-ai

Guidance for implementing Adaptive Rejection Sampling (ARS) algorithms. This skill should be used when implementing rejection sampling methods, log...

by letta-ai

Guide for Bayesian Network tasks involving structure learning, parameter fitting, intervention, and sampling. This skill should be used when workin...

by letta-ai

Guidance for bypassing HTML/JavaScript sanitization filters in security testing contexts. This skill should be used when tasked with finding XSS fi...

by letta-ai

Guidance for building and installing Cython extension packages, particularly when resolving compatibility issues with modern Python and NumPy versi...

by letta-ai

Guide for building pMARS (Portable Memory Array Redcode Simulator) and similar software from Debian/Ubuntu source packages. Use this skill when tas...

by letta-ai

Guidance for compiling POV-Ray 2.2 (a 1990s-era ray tracing software) from source on modern Linux systems. This skill should be used when the task ...

by letta-ai

Guidance for building Caffe from source and training CIFAR-10 models. This skill applies when tasks involve compiling Caffe deep learning framework...

by letta-ai

Guidance for implementing asyncio task cancellation with proper cleanup, especially for handling keyboard interrupts (Ctrl+C). This skill should be...

by letta-ai

Guide for analyzing chess positions from images and determining optimal moves. This skill should be used when asked to find the best move, checkmat...

by letta-ai

Guidance for building digital logic circuits that compute composite functions like Fibonacci of integer square root. This skill applies when implem...

by letta-ai

Guidance for converting COBOL programs to modern languages (Python, Java, etc.) while preserving exact behavior and data format compatibility. This...

by letta-ai

Guide for extracting code or pseudocode from images using OCR and implementing it correctly. This skill should be used when tasks involve reading c...

by letta-ai

Guide for building CompCert, the formally verified C compiler, from source. This skill should be used when compiling, building, or installing CompC...

by letta-ai

Guidance for setting up Git repositories with automatic web deployment via post-receive hooks. This skill applies when configuring bare Git reposit...

by letta-ai

Provides systematic approaches for solving constraint-based scheduling problems, such as finding meeting times that satisfy multiple participant av...

by letta-ai

Guidance for counting tokens in datasets, particularly from HuggingFace or similar sources. This skill should be used when tasks involve counting t...

by letta-ai

This skill provides guidance for cracking 7z archive password hashes. It should be used when tasked with recovering passwords from 7z encrypted arc...

by letta-ai

Debugging crashes related to custom memory heap implementations, particularly release-only crashes involving static destruction order, use-after-fr...

by letta-ai

Guidance for recovering data from SQLite Write-Ahead Log (WAL) files that may be corrupted, encrypted, or inaccessible. This skill should be used w...

by letta-ai

Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, o...

by letta-ai

Guidance for Golden Gate assembly primer design and DNA assembly tasks. This skill should be used when designing primers for Golden Gate cloning, T...

by letta-ai

Guide for designing DNA insertion primers for site-directed mutagenesis (SDM) using Q5 or similar kits. This skill should be used when tasks involv...

by letta-ai

Guidance for extracting and processing data from ELF (Executable and Linkable Format) binary files. This skill should be used when tasks involve pa...

by letta-ai

This skill provides guidance for extracting text commands, moves, or typed input from video recordings using OCR. It applies when extracting gamepl...

by letta-ai

Guidance for implementing differential cryptanalysis attacks on FEAL and similar Feistel ciphers. This skill should be used when asked to break FEA...

by letta-ai

This skill provides guidance for FEAL cipher linear cryptanalysis tasks. It should be used when recovering encryption keys from FEAL-encrypted data...

by letta-ai

Guidance for removing JavaScript from HTML while preserving structure and formatting. This skill applies when filtering XSS vectors, sanitizing HTM...

by letta-ai

Guidance for processing financial documents (invoices, receipts, statements) with OCR and text extraction. This skill should be used when tasks inv...

by letta-ai

Guidance for identifying and fixing security vulnerabilities in code. This skill should be used when asked to fix security issues, address CVEs or ...

by letta-ai

Guide for recovering lost Git commits, resolving detached HEAD states, and fixing common Git repository issues. This skill should be used when user...

by letta-ai

Guide for debugging and fixing bugs in the OCaml garbage collector, particularly memory management issues in the runtime's sweeping and allocation ...

by letta-ai

Decode and interpret text content from G-code files by analyzing toolpath geometry and coordinate patterns. This skill should be used when extracti...

by letta-ai

This skill provides guidance for recovering secrets or sensitive data that have been removed from Git history through operations like reset or reba...

by letta-ai

Guidance for setting up Git-based multi-branch deployment systems with SSH access, web servers, and automated deployment hooks. This skill should b...

by letta-ai

Guidance for implementing neural network inference (like GPT-2) under extreme code size constraints. This skill should be used when tasks require i...

by letta-ai

This skill provides guidance for implementing headless terminal interfaces that programmatically control interactive shell sessions. Use this skill...

by letta-ai

Guidance for setting up HuggingFace model inference services with Flask APIs. This skill applies when downloading HuggingFace models, creating infe...

by letta-ai

Guidance for setting up legacy Windows VMs (like Windows 3.11) in QEMU with web-based remote access via noVNC. This skill should be used when tasks...

by letta-ai

Guidance for installing and running Windows 3.11 in QEMU with VNC access and web-based noVNC interface. This skill should be used when tasks involv...

by letta-ai

Guide for implementing gRPC-based key-value store services in Python. This skill should be used when building gRPC servers with protobuf definition...

by letta-ai

Provides strategies for efficiently transforming large text files (thousands to millions of lines) using text editors like Vim, sed, or awk. This s...

by letta-ai

Guidance for optimizing numerical linear algebra computations, particularly finding eigenvalues of small dense matrices faster than standard librar...

by letta-ai

Integration patterns and best practices for adding persistent memory to LLM agents using the Letta Learning SDK

by letta-ai

Guide for designing effective Letta agents. This skill should be used when users need help choosing agent architectures, designing memory blocks, s...

by letta-ai

Guide for designing effective memory architectures in Letta agents. Use when users need help structuring memory blocks, choosing between memory typ...

by letta-ai

Guidance for implementing batching schedulers for LLM inference systems with compilation-based accelerators. This skill applies when optimizing req...

by letta-ai

Guidance for analyzing log files and generating summary reports with counts aggregated across multiple date ranges and severity levels. This skill ...

by letta-ai

Guidance for setting up and configuring mailing list servers with Postfix and Mailman3. This skill should be used when tasks involve configuring em...

by letta-ai

Guidance for cross-compiling complex C programs (like Doom) to run on custom MIPS virtual machines or emulators. This skill should be used when tas...

by letta-ai

Guide for implementing MIPS CPU interpreters/emulators, particularly for running compiled MIPS ELF binaries. This skill applies when building virtu...

by letta-ai

Guide for performing Markov Chain Monte Carlo (MCMC) sampling using RStan or PyStan. This skill should be used when implementing Bayesian statistic...

by letta-ai

This skill provides guidance for tasks involving merging git branches that contain different implementations of ARC-AGI pattern recognition algorit...

by letta-ai

Guidance for extracting weight matrices from black-box ReLU neural networks using only input-output queries. This skill applies when tasks involve ...

by letta-ai

Guidance for modernizing legacy Python 2 scientific computing code to Python 3. This skill should be used when tasks involve converting outdated sc...

by letta-ai

Guidance for querying ML model leaderboards and benchmarks (MTEB, HuggingFace, embedding benchmarks). This skill applies when tasks involve finding...

by letta-ai

This skill provides guidance for semantic similarity retrieval tasks using embedding models (e.g., MTEB benchmarks, document ranking). It should be...

by letta-ai

This skill provides guidance for merging data from multiple heterogeneous sources (CSV, JSON, Parquet, XML, etc.) into unified output formats with ...

by letta-ai

Guidance for configuring Nginx web servers with custom logging, rate limiting, and static content serving. This skill should be used when tasks inv...

by letta-ai

Guides the creation of self-signed SSL/TLS certificates using OpenSSL, including key generation, certificate creation, combined PEM files, and veri...

by letta-ai

This skill provides guidance for fixing LaTeX overfull hbox warnings by making synonym substitutions. It should be used when the task involves reso...

by letta-ai

This skill provides guidance for recovering passwords or sensitive data from disk images, corrupted files, or forensic scenarios. Use this skill wh...

by letta-ai

Guide for reverse-engineering and recreating programmatically-generated ray-traced images. This skill should be used when tasks involve analyzing a...

by letta-ai

This skill provides guidance for reverse engineering compiled binaries to produce equivalent source code. It applies when tasks require analyzing e...

by letta-ai

Guidance for creating polyglot files that are valid in both Python and C. This skill applies when tasked with writing code that must be parseable a...

by letta-ai

Guidance for creating polyglot source files that compile and run correctly as both Rust and C or C++. This skill applies when tasks require writing...

by letta-ai

Guidance for implementing high-performance portfolio optimization using Python C extensions. This skill applies when tasks require optimizing finan...

by letta-ai

Guidance for designing fusion protein gBlock sequences from multiple protein sources. This skill applies when tasks involve combining proteins from...

by letta-ai

Guidance for proving mathematical properties in Coq using induction, specifically addition commutativity and similar arithmetic lemmas. This skill ...

by letta-ai

Guidance for creating Python packages and serving them via a local PyPI server. This skill applies when tasks involve building Python packages (wit...

by letta-ai

Guidance for implementing CLI tools that perform inference using PyTorch models in native languages (C/C++/Rust). This skill should be used when ta...

by letta-ai

Guidance for recovering PyTorch model architectures from state dictionaries, retraining specific layers, and saving models in TorchScript format. T...

by letta-ai

This skill provides guidance for setting up Alpine Linux virtual machines in QEMU with SSH access via port forwarding. It should be used when tasks...

by letta-ai

This skill provides guidance for starting QEMU virtual machines with proper serial console access, process management, and boot verification. It sh...

by letta-ai

This skill provides guidance for SQL query optimization tasks, including rewriting slow queries for better performance while preserving semantic eq...

by letta-ai

This skill provides guidance for fitting peaks in Raman spectroscopy data, particularly for materials like graphene. Use this skill when tasks invo...

by letta-ai

Guidance for implementing chess move generation using only regular expressions. This skill applies to tasks requiring encoding game logic (chess, b...

by letta-ai

Guidance for constructing complex regular expressions that extract and validate data from log files. This skill applies when building regex pattern...

by letta-ai

Guide for implementing reversible data resharding systems with hierarchical constraints (max files/folders per directory, max file size). Use when ...

by letta-ai

Guidance for converting R-Stan (RStan) code to Python-Stan (PyStan). This skill applies when translating Stan models and inference code from R to P...

by letta-ai

This skill provides guidance for tasks involving MobileSAM or Segment Anything Model (SAM) for cell segmentation, mask refinement, and polygon extr...

by letta-ai

Guidance for sanitizing git repositories by identifying and removing sensitive credentials, API keys, tokens, and other secrets. This skill should ...

by letta-ai

Guide for building metacircular evaluators in Scheme-like languages. This skill applies when implementing interpreters that can interpret themselve...

by letta-ai

Meta-skill for recognizing learnings, validating improvements, and contributing back to the collective knowledge base. Use when agents discover bet...

by letta-ai

Guidance for writing and verifying SPARQL queries against RDF datasets, particularly university/academic ontologies. This skill should be used when...

by letta-ai

Guidance for recovering data from corrupted or truncated SQLite database files through binary analysis and manual parsing. This skill applies when ...

by letta-ai

This skill provides guidance for compiling software (particularly SQLite) with gcov code coverage instrumentation, installing to custom prefixes, a...

by letta-ai

Guidance for implementing PyTorch pipeline parallelism for distributed model training. This skill should be used when tasks involve implementing pi...

by letta-ai

Guidance for implementing tensor parallelism in PyTorch, including ColumnParallelLinear and RowParallelLinear layers. This skill should be used whe...

by letta-ai

This skill provides guidance for training FastText text classification models with constraints on accuracy and model size. It should be used when t...

by letta-ai

This skill provides guidance for optimizing MuJoCo MJCF simulation files to improve performance while maintaining physics accuracy. Use this skill ...

by letta-ai

Guide for video analysis and frame-level event detection tasks using OpenCV and similar libraries. This skill should be used when detecting events ...

by letta-ai

This skill provides guidance for extracting secrets from vulnerable executables. It should be used when tasks involve binary analysis, reverse engi...

by letta-ai

This skill provides guidance for creating CoreWars warriors that achieve target win rates against multiple opponents. Use this skill when tasked wi...

by letta-ai

This skill provides guidance for implementing custom compression encoders that must be compatible with existing decoders (especially arithmetic cod...

by letta-ai

Skill for GitHub Actions CI environment. Use when running inside a GitHub Actions workflow to update tracking comments, commit code, and interact w...