Leobit to Host a Live Webinar on the Efficient AI Harness

Publisher preview

Describe your idea — get a budget breakdown in minutes. Lviv, Ukraine, October 2026 – Leobit, a full-cycle .NET, AI, and web application development company, announces its upcoming live webinar “The Efficient AI Harness: What Your Project Really Needs,” taking place online on October 29th, 2026, at 5:00 PM CET / 10:00 AM CST. MIT researchers found that the harness, or scaffold, around an AI model explains more of the variance in price-performance than the model itself, with efficiency differences of up to 100x between scaffolds. Cursor’s research shows the harness also decides what you can trust: 63% of one leading model’s successful benchmark solutions retrieved the fix instead of deriving it, and a stricter harness with sealed git history and restricted internet access changed scores by up to 20 points. The webinar will show where these differences come from in practice and why the bottleneck in AI-assisted delivery has moved from writing code to reviewing it and deciding what to build. During the 60-minute session, Leobit’s architects will explain what an AI harness is: the structure of context, tools, feedback, gates, and orchestration that turns an AI model into a dependable contributor on a real project. They will show how harness levels differ, from vibe coding to a rich harness, what each level is good at, where it breaks, and how to choose the one a specific project needs. The session builds on Leobit’s own AI-native software development lifecycle (SDLC) practice, where structured AI delivery already runs on real customer projects.

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