AI Eyes vs PenguinHarness

AI Eyes is a permission-first co-presence prototype designed for AI companions. Created by developer Deen Storkey, this open-source tool establishes a privacy-focused, local-first foundation for managing what your digital companions can see and hear.

With its initial v0.1 release, AI Eyes allows users to choose a specific screen or window to capture and gives granular, separate controls for screen, system audio, and microphone inputs. The interface makes it easy to invite named companions and ensures transparency by always displaying when sensing is active. Users can pause or end sessions at any time; ending a session immediately stops all media tracks and resets the session completely.

Built using Codex and GPT-5.6, this prototype is focused entirely on local-first permission, presence, and session-control. Please note that in this foundational stage, no external AI provider or semantic understanding has been connected yet.

PenguinHarness is an open-source, local-first multi-agent development and recursive auto-tuning platform created by the engineering minds behind LlamaFactory. While traditional frameworks like LangChain or AutoGen require developers to manually construct prompts, state machines, and tools step-by-step, PenguinHarness shifts to an autonomous meta-agent architecture. With simple natural-language directives, the platform enables AI agents to design, scaffold, test, and deploy entire secondary agent applications—such as turnkey RAG systems—at a tiny fraction of conventional compute expense (often around $0.02 using models like DeepSeek). At the core of the framework lies its closed-loop self-evolution engine governed by a strict safety manifesto ('CONTRACT.md'). In this loop, an Optimizer orchestrates multiple parallel Evaluators to benchmark the target agent across real execution traces, isolate failure points, and iteratively refine the agent's prompts and skills from version N to version N+1. Available as both a standalone desktop application and a CLI/SDK supporting over 1,000 models, PenguinHarness provides an end-to-end mission control deck featuring multi-session streaming chat, token cost tracking, skill repositories, and one-click rollback snapshotting.