A set of skills for building and running self-evolving AI agents, including ACE context-engineering loops, rich interactive reply blocks, and a company mode that runs an organization of agents with CEO, employee, and finance roles.
@prism-shadowIntegrate every model the same way, and keep one API in your head instead of one per provider.
@prism-shadowMake a reply easier to read and act on with rich blocks inside ordinary Markdown — a choice the user picks from, a form that…
@prism-shadowRun ACE (Agentic Context Engineering, Zhang et al. 2025) on an agent the sequential offline way - a Reflector reads each training…
@prism-shadowRun one specified Test Agent on one specified Benchmark Case exactly once, privately score that execution, and return one…
@prism-shadowInitialize or extend an Agent from a user requirement - write AGENTS.md, set identity metadata, and create, install or import…
@prism-shadowImprove an Agent State through versioned scores and score-linked Traces from a frozen Benchmark.
@prism-shadowMigrate an agent from Claude Code, Codex, DeepSeek Harness, Qoder, Qwen Code, WorkBuddy or another coding agent into a new…
@prism-shadowReproduce APE (Large Language Models are Human-Level Prompt Engineers, Zhou et al. 2022) on an agent and a frozen Benchmark, or…
@prism-shadowRun AWM (Agent Workflow Memory, Wang et al. 2024) on an agent - induce reusable workflows from its successful trajectories,…
@prism-shadowDesign and calibrate a multi-Case capability Benchmark and establish a traceable Formal Baseline, or import a published Benchmark…
@prism-shadowCreate and edit Bento presentations — self-contained .bento.html decks whose document is JSON. Use whenever the user wants a…
@prism-shadowDrive the PenguinHarness agent browser — the desktop app's built-in browser or the user's own Chrome — from the shell with…
@prism-shadowRun a PenguinHarness organization as its CEO — turn the mission into a ticket tree, hire HR and finance first, partition the…
@prism-shadowIs this you? Claim your profilePut a plugin at the top of Plugins, from $9
