Package, distribute, and update any app for Linux and IoT.
Examples of programs built using Modal
Redis for humans. πππ
Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.
Docker Swarm mode rocks! Ideas, tools and recipes. Get a production-ready, distributed, HTTPS served, cluster in minutes, not weeks.
A Distributed Attention Towards Linear Scalability for Ultra-Long Context, Heterogeneous Data Training
The complete post-training stack for LLMs, plus RL for any problem. SFT, DPO and multi-turn agentic RL, with evolutionary hyperparameter optimization built in.
Operating System for Enterprise Blockchain
Examples for https://github.com/optuna/optuna
Unleash the power of cloud
brozzler - distributed browser-based web crawler
Distributed version-control for geospatial and tabular data
Backend.AI is a streamlined, container-based computing cluster platform that hosts popular computing/ML frameworks and diverse programming languages, with pluggable heterogeneous accelerator support including CUDA GPU, ROCm GPU, Gaudi NPU, Google TPU, GraphCore IPU and other NPUs.
An Asynchronous Reinforcement Learning Engine for Omni-Modal Post-Training at Scale
Clusters and elements to attach to MISP events or attributes (like threat actors)
Distributed agent coordination platform where agents live, connect, coordinate, execute, and evolve together β like an organization.
ComfyUI extension that enables multi-GPU processing locally, remotely and in the cloud
TiDB database documentation. TiDB is an open-source, cloud-native, distributed, MySQL-Compatible database for elastic scale and real-time analytics.
A distributed framework for LLM agents
Fault tolerance for PyTorch (HSDP, LocalSGD, DiLoCo, Streaming DiLoCo)
Embedded systems control library for development, testing and installation
Declarative parameters for robust Python classes and a rich API for reactive programming
VOLTTRON Distributed Control System Platform
1894 live x.ai/bot shares for Grok Bot β every link status-checked, every row attributed. Bilingual EN/δΈζ catalog with a JSON schema, CI, and a searchable site.
A remixer for the Elektron Octatrack's OS: modules (custom DSP56300 effects, ColdFire mods, ports of community mods) composed into one firmware image built from your own 1.40C. No firmware distributed.
An open protocol for distributed multi-agent autoformalization.
TokenForgeLegend enables real-time, distributed data processing and dynamic token generation within a secure, decentralized system platform.
A distributed training framework based on torchtitan
Bicameral deterministic AI runtime: Zero-hallucination System 1/2 reasoning engine with cryptographic audit trails (RFC 8785, Ed25519) and PoSP consensus arbitration.
Fast, flexible, elastically deterministic data loading for foundation model training
NeuralRank utilizes distributed neural networks to facilitate real-time, adaptive ranking and scoring through auto-scaling architectures.
ZkOracle is a distributed, high-performance data replication engine that enables real-time data synchronization across a scalable platform.
RagPool enables real-time data processing across a distributed system, utilizing auto-scaling capabilities for optimized performance management.
HashBazaar is a distributed, intelligent data processing framework that auto-scaling for dynamic workload management on a scalable platform.
DeepStack: Facilitating Co-Design Exploration of 3D DRAM-Stacked Accelerators for Distributed LLM Inference. Includes the MICRO 2026 AE artifact.
Pool RAM across old PCs, Macs, and Android devices into a unified local AI cluster
Network-faithful simulation of LLM serving and training deployments
Ultimate assistant for FIFA 26 (EA SPORTS FC 26). Features: Unlimited FC Points, Infinite Coins, Unlock All Players, Max Attributes, Infinite Skill Points, No Fatigue, Unlimited Transfers, Career Mode Budget Editor, Live Editor Integration, and more. 25+ functions.
ζι Β· Personal Investment Twin β an AI investment decision coach: rebuilds your investment episodes from your own trading history, attributes P&L with deterministic computation, and reminds you before you repeat past mistakes. No stock picks, no prediction, no auto-trading.
Large language model systems implementation and optimization: Transformers, BPE tokenization, FlashAttention, Triton, distributed training, GPU profiling, and GRPO reasoning RL
Ultimate assistant for NBA 2K27. Features: Unlimited VC, 99 Overall Attributes, Unlock All Badges (53+), Unlock All MyPLAYER Builds, Max Level, Infinite Skill Points, Performance Boosts, Unlock All MyTEAM Cards, and more. 41+ functions.
Browse, search and audit AD Explorer snapshots offline in your browser: decoded attributes, LDAP filters, and reports for what BloodHound doesn't show (DNS, subnets, DFS, GPO links, LAPS, AD CS).
Switchless RoCE collectives, NCCL profiles and fabric tooling for DGX Spark inference recipes
MiniMax-H3 multi-GPU parallel inference for ComfyUI | ε€ε‘εΉΆθ‘ε ιθηΉ:2-8 GPU Ulysses sequence parallel, bit-identical video+audio generation
Attribute an image to the model that generated it β from raw pixels, with a ~6M-parameter CNN (RPA).
Distributed image and video generation in ComfyUI for two NVIDIA DGX Sparks.
Measured speed-ups for MiniMax H3 on one RTX 5090 (ComfyUI): INT8 attention, FastH3 LoRA conversion, distributed segments, and what didn't work
Durable per-application work queue with named queues, fenced leases, and atomic follow-up tasks.
Reproducible Docker/vLLM deployment, tuning, and benchmarks for DeepSeek V4.1 Flash on a switchless three-node DGX Spark fabric.
Machine learning metrics for distributed, scalable PyTorch applications.
Dist-MoE implements Speed-of-Light distributed Mixture-of-Experts forward and backward kernels. They are highly optimized and fused comm-compute kernels for training and inference on SM100+ GPUs