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Machine Heart
Machine Heart
May 30, 2026 · Artificial Intelligence

Autogenesis: A Self‑Evolving Agent OS That Drives Near‑Perfect C++ LeetCode Scores

The paper introduces the Autogenesis Protocol (AGP), a two‑layer resource‑governed framework that lets agents safely modify their own prompts, tools, memory and environment, and demonstrates its effectiveness with the AGS system achieving 93.33% GAIA validation accuracy and near‑full scores on C++ LeetCode problems.

AGPAutogenesisGAIA benchmark
0 likes · 11 min read
Autogenesis: A Self‑Evolving Agent OS That Drives Near‑Perfect C++ LeetCode Scores
SuanNi
SuanNi
Apr 25, 2026 · Artificial Intelligence

Mastering Google’s AI Agent Protocols to Build Industrial‑Grade Applications

The article walks through Google’s AI Agent Development Kit, explains six open communication protocols, demonstrates their integration in a restaurant supply‑chain use case, extracts five architecture rules from the Google Cloud AI Agent Bake‑Off, and shows how to build production‑ready, modular AI agents without custom glue code.

AI agentsGoogle AISoftware Architecture
0 likes · 15 min read
Mastering Google’s AI Agent Protocols to Build Industrial‑Grade Applications