Use Cases

Run Multi-turn And Adversarial Red-team Scenarios Against An Agent

1 project

Run Multi-turn Debates Between Master Personas

1 project

Run Multimodal Text, Image, Audio, And Video Workflows

1 project

Run Multiple Agents Across Separate Open Figma Files

1 project

Run Multiple Agents Concurrently With Separate Workspaces And Permissions

1 project

Run Multiple Coding Agents In Parallel

1 project

Run Multiple Coding Agents In Parallel Across Git Worktrees

1 project

Run Multiple Coding Agents In Parallel On Your Own Machine

1 project

Run Multiple Coding Agents In Parallel, Each In Its Own Git Worktree

1 project

Run Multiple Coding-agent Clis (claude Code, Codex, Gemini, Grok, Opencode) Side

1 project

Run Multiple Independent Search Queries In One Parallel Batch Call

1 project

Run Multiple Isolated Agent Organizations From One Deployment

1 project

Run Multiple Isolated Meshes Side By Side With Per-space Configuration

1 project

Run Multiple Isolated Oauth Sessions For The Same Server Across Different Tenant

1 project

Run Mutation Testing To Validate Test Suite Quality

1 project

Run Native Easyeda Drc And Repair Violations

1 project

Run Natural-language Multi-step Desktop Automation Agents

1 project

Run No-api-key Korean Retail Lookups From Agents Via Npx Daiso Cli

1 project

Run Non-interactive/scripted Agent Tasks In CI Via Codex Exec

1 project

Run Ocr Fully Client-side In The Browser

1 project

Run Offline Code-context Generation In CI

1 project

Run Offline Deployments For Air-gapped Document Pipelines

1 project

Run Offline Experiments And Datasets On Llm Apps

1 project

Run Offline Skill Evolution For Coding Agents

1 project

Run Offline Voice Wake-up

1 project

Run Offline With Local Gguf Models

1 project

Run Ollama/llama.cpp/vllm Backends Pre-wired To A Chat UI

1 project

Run On Amd/intel Via Cpu Or Windows Directml

1 project

Run On-device Inference With Local Models

1 project

Run One Pipeline Across A Whole Fleet Of Logs And Produce Combined Reports

1 project

Run One-off AI Visibility Research Without Changing Tracked Queries

1 project

Run Open Llms Fully Offline On Desktop

1 project

Run Open-source Flagship Models On Consumer Hardware

1 project

Run Open-weight Llms Locally With A Single Cli Command

1 project

Run Open-weight Models Locally For Private Chat

1 project

Run Openai Codex With Automatic Per-turn Tier Selection

1 project

Run Openai/claude/deepseek/qwen Models Behind Admin Quotas

1 project

Run Operational Tasks Using Local Ollama Models

1 project

Run Overnight Gepa/dspy Self-evolution On Weak Skills

1 project

Run Owasp/stride Security Audits

1 project

Run Parallel AI Coding Agents Across Multiple Machines

1 project

Run Parallel Agent Fleets In Isolated Git Worktrees

1 project

Run Parallel Agent Sessions In Isolated Git Worktrees

1 project

Run Parallel Background Agents

1 project

Run Parallel Browser Tasks

1 project

Run Parallel Claude Code Sessions With Separate Accounts

1 project

Run Parallel Correctness And Maintainability Code Reviews On Uncommitted Changes

1 project

Run Parallel Multi-agent Implementation And Verification

1 project

Run Parallel Multi-agent Teams On A Shared Coding Task

1 project

Run Parallel Subagents For Background Research And Code Review

1 project

Run Parallel Workers And Multi-agent Councils

1 project

Run Parameter Sweeps And Computational Experiments

1 project

Run Parameterized Custom Sql Tools From Toml Config

1 project

Run Pay-per-use Actors With Agentic Payments (agi, X402, Skyfire)

1 project

Run Permission-controlled Database Queries From AI Clients

1 project

Run Permission-controlled Mcp Operations

1 project

Run Persistent AI Teammates With Memory And Conversation History

1 project

Run Persistent Personal AI Assistants

1 project

Run Persistent Tasks Across Conversations And Devices

1 project

Run Persistent Team Agents On A Schedule Or Workspace Events

1 project

Run Physics Simulations Like Cloth, Fluid And Rigid Bodies

1 project

Run Planning And Workspace Agents

1 project

Run Powershell Commands Remotely

1 project

Run Pre-publish Quality, Sensitive-word And Copyright Checks

1 project

Run Predefined Multi-agent Workflows From Graph Files

1 project

Run Preregistered Task-set X Harness A/b Experiments With Budget Circuit Breaker

1 project

Run Private Networking And Tunneling For Agent Traffic

1 project

Run Private Or Public Inference Meshes

1 project

Run Private/offline Inference Without Sending Data To Cloud Apis

1 project

Run Project Checks On Ai-written Changes

1 project

Run Prompt Workflows From A Cli

1 project

Run Promql Range Queries Over Time Windows

1 project

Run Provider-side Batch Jobs

1 project

Run Python In TD Main Thread

1 project

Run Python Scripts In Freecad

1 project

Run Python Tools And Shell Commands On-device

1 project

Run Python/r Notebooks With Agent-generated Code

1 project

Run Quality Checks Before Publishing Edits

1 project

Run Quantitative Research And Experiments In Dedicated Autoquant Workspaces

1 project

Run Quantized Language Models Locally

1 project

Run Quantized Llm Inference In The Browser Via Onnx + Wasm

1 project

Run Quantized Models In-browser For Decision Demos

1 project

Run Qwen Models Locally On Apple Silicon Macs

1 project

Run React Tool-calling Loops

1 project

Run Read And Write Routeros Commands From Claude Desktop Or Mcp Inspector

1 project

Run Read-only Demo Mode Without A Wallet For Market Research

1 project

Run Read-only Doctor Preflight Checks For Disk, Memory, Stopped Containers, And

1 project

Run Read-only Marketplace Data Collection Without Api Keys

1 project

Run Real Tmux Panes And Terminals Beside The Agent Cockpit

1 project

Run Realtime Active-user Reports

1 project

Run Recurring Assistant Tasks

1 project

Run Recurring Deep Research And Digests To Telegram/discord/email

1 project

Run Recurring Heartbeat And Monitoring Workflows

1 project

Run Recurring Scheduled Agent Tasks Via Cron While Away

1 project

Run Red-green-refactor Tdd Loops With An Agent

1 project

Run Regression Evaluations On Rag Retrieval And Answers

1 project

Run Regression Gates In CI

1 project

Run Repeatable Web Workflows With Cached Actions

1 project

Run Repo Test Suites With Canonical Runners And Fail On Unverified Results

1 project

Run Reproducible Agent Evaluations As Experiment Cells And Attempts

1 project