The Efficient AI Harness: What Your Project Really Needs

AI agents can now handle real work across a project, but each project needs a different level of structure around them. For businesses, the right harness means faster delivery, lower cost, and steady quality, without process the team doesn't need. In our webinar, The Efficient AI Harness: What Your Project Really Needs, Solution Architect Vitalii Datsyshyn and AI Solution Architect Mykola Sheredko share how to choose the right harness level for a project, which parts of the process you can skip, and what changes in time, cost, and quality as a result. They also present the Leobit AI Enablement Kit, a ready-made harness that runs on your live codebase and existing tools. Topics covered: Efficiency starts with the right setup: how scope, complexity, speed, and risk decide whether a solo developer, a small team, or a full team delivers on time at the lowest cost The 4 stages of AI engineering: prompt, context, agentic, and harness engineering, and why the bottleneck now sits in reviewing code and deciding what to build What an AI harness is, and why AI still needs one: context, tools, feedback, gates, and orchestration, plus what Brooks's law means for AI agents Harness levels explained: what each level does well, where it breaks, and how to choose the level your project needs Over-harnessing is the new over-engineering: the warning signs of too much process, and 2 quick tests for what to cut The harness as the foundation for AI loops: what inner and outer loops are, and how a harness gives them context, checks, and a stop condition Leobit AI Enablement Kit: a ready-made harness for your live codebase and existing tools, with plans and specs approved before work starts, review gates, and project knowledge that becomes canon only after a person signs off Measured on a live Leobit project: 20 tasks across business analysis, QA, development, and project management, 3 harness levels, 120 blind-graded runs, and what changed in time, cost, and quality Want to find the right AI harness for your project? Leobit offers a free consultation on AI harness setup and AI-native development. Check out our services and leave a request: https://leobit.com/services/ai-native...