GainesAI is a builder focused blog on AI, AWS, and security-centered on rapid prototyping, real-world demos, and scaling what works. Less theory, more execution.
I gave a clinical operations user access to two tools on an Amazon Bedrock AgentCore Gateway. Semantic tool search still returned all six tools, with full schemas, on every query. The gateway's Cedar
Pair AWS's new open-source agent runtime with Moonshot AI's 1M-token model in a few lines of Python
The AI industry has a continuous pipeline of models in various stages of development and release. As one frontier model gains adoption, another is already approaching launch with new capabilities, dif
Teams don’t lose data—they lose reasoning. A team selects Site 7. The system logs it. But six months later, no one remembers why. That missing “why” is where institutional knowledge actually lives. Th
(and How Hybrid Search Fixes It)
A practitioner's guide to choosing agentic orchestration frameworks and the design patterns behind them — with a sharp focus on AWS- native production deployment.
How to prototype an AI app with clean architecture from day one.
There's a lot of talking in tech right now. A lot of slides. A lot of "frameworks." A lot of opinions about AI. Not enough building. GainesAI is about fixing that. The Mindset This site is built arou
