The latest articles on Forem by Jieke Pan (@panjieke). https://forem.com/panjieke https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1434114%2F412a5ace-60d0-45ec-bd3e-f13f49f157cc.jpeg https://forem.com/panjieke en Jieke Pan Tue, 18 Nov 2025 12:39:53 +0000 https://forem.com/panjieke/adaptive-anti-corruption-layer-aacl-3hb8 https://forem.com/panjieke/adaptive-anti-corruption-layer-aacl-3hb8 <p>At <a href="https://synpulse8.com/" rel="noopener noreferrer">Synpulse8</a>, we’re launching our first-ever Open Source project: the Adaptive Anti-Corruption Layer (AACL), built for enterprise-grade Agentic AI. LLMs are powerful, but even tiny output quirks like "5" vs 5 or "true" vs true can break critical workflows. AACL fixes that, acting as an intelligent shield that keeps agentic systems clean, consistent, and reliable.</p> <p>This isn’t just a code release, it’s a signal that we are stepping boldly into a more open, collaborative, community-driven AI future. Huge shout-out to <a href="https://www.linkedin.com/in/morganjlee1/" rel="noopener noreferrer">Morgan Lee</a>, our driving force behind this first open source drop.</p> <p>🔗 Learn more</p> <p><a href="https://synpulse8.com/insights/prevent-llm-format-errors-with-the-adaptive-anti-corruption-layer" rel="noopener noreferrer">Insight article</a> </p> <p><a href="https://github.com/synpulse8-opensource/pulse8-ai-aacl-pattern" rel="noopener noreferrer">GitHub repo</a> </p> llm agents aacl opensource