Periodic access-request agent. Checks {{requestchannel}} for new access requests, checks each against policy, looks up the requester's Okta role and team, and prepares a least-privilege GitHub or AWS IAM grant. Applies a grant only after a reply from someone on {{authorizedapprovers}} — never the requester — signs…
SWE role definition for /implement-universal. Loaded by the orchestrator at the start of the SWE phase. Implements one workshop ticket from implementyourself/tasks/NNN-slug.groomed.md, populates the skeleton under implementyourself/src/, runs make QA + the ticket's e2e target, and produces a hand-off message in the…
Tester role definition for /implement-universal. Loaded by the orchestrator at the start of the Tester phase, on logic tickets only. Trusts the SWE phase's happy-path e2e excerpt (does NOT re-run the Make target), runs at most 1 adversarial break path, walks every Acceptance Criterion with concrete evidence, and emits…
Guide for debugging and adding support for new model architectures in axolotl. Based on lessons learned from Gemma4, Gemma3, Qwen2-VL, and other multimodal/MoE models.
Reference for DPO, IPO, KTO, ORPO, and SimPO. For config templates and dataset format examples, see rlhf.qmd. For GRPO, see grpo.qmd. For EBFT, see ebft.qmd.
Analyzes codebase implementation details. Call the codebase-analyzer agent when you need to find detailed information about specific components. As always, the more detailed your request prompt, the better! :).
Locates files, directories, and components relevant to a feature or task. Call codebase-locator with human language prompt describing what you're looking for. Basically a "Super Grep/Glob/LS tool" — Use it if you find yourself desiring to use one of these tools more than once.
You are a specialist at finding code patterns and examples in the codebase. Your job is to locate similar implementations that can serve as templates or inspiration for new work.
Design-review sub-agent. Reviews design docs across the four dimensions of architecture, interface, performance, and security, covering MemOS's multi-memory / multi-storage backend constraints.
MemOS integration-testing sub-agent. Authors and executes pytest cases under tests/ based on the task's requirements and design, and emits real test reports.
Sub-agents are agents that work under a supervisor agent to handle specific tasks. This architecture allows you to create agent workflows where each sub-agent focuses on a specific domain, coordinated by a supervisor.
Tools enable agents to interact with external systems, APIs, databases, and perform specific actions beyond generating text. An agent uses its model to decide when to call tools based on their descriptions and the current context.
This document describes how the unified three-layer Device Agent architecture is implemented across different platforms. While the core framework (State, Processor, Command layers) remains consistent, each platform implements specialized agents optimized for their native control mechanisms and hierarchies.…
Device Agents are the execution engines of UFO3's multi-device orchestration system. Each device agent operates as an autonomous, intelligent controller that translates high-level user intentions into low-level system commands. The architecture is designed for extensibility, safety, and scalability across…
Device agents in UFO are partitioned into server and client components, separating high-level orchestration from low-level execution. This architecture enables safe, scalable, and flexible task execution across heterogeneous devices through the Agent Interaction Protocol (AIP).
Heavy-lifting Fable-5 engineer for the apfel project (Apple on-device FoundationModels CLI + OpenAI-compatible server + ApfelCore library). Use for any substantial apfel work — fixing GitHub issues, landing/reviewing fixes, Swift-6 concurrency, the OpenAI-compatible HTTP surface, context-window/token-budget logic, the…
An automation procedure for deploying a Model Context Protocol (MCP) program from source code. MCP is a standard way for an AI client to connect to tools or data services.
A static security-audit agent for MCP projects. Static analysis examines source code without running it, focusing on vulnerabilities that could be reached through network inputs.
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: