AI systems that get better on every iteration
Loop engineering is the practice of designing AI feedback cycles intentionally, agents that generate, evaluate, and refine their own output until it converges on the right answer.
Feedback architectures built to converge, not drift
A loop without good termination conditions is a liability. We design both sides of the equation.
Feedback loop architecture
Designing AI systems where output feeds back as input, agents that evaluate their own work, compare against a target state, and revise until the result meets the spec.
Self-correcting agent systems
Building agents with an internal critic layer that catches errors, contradictions, and quality failures before they propagate downstream, loop engineering as a quality mechanism.
Iterative refinement pipelines
Implementing generate-evaluate-refine cycles for tasks where the first pass is never the final answer, content generation, code review, research synthesis, and complex reasoning chains.
Loop termination & convergence
Designing the stopping conditions that tell a loop when it has converged on a good answer versus when it is stuck, preventing runaway loops and infinite refinement cycles.
The best AI answers come from structured iteration
One pass is not enough for hard tasks
Complex tasks, writing, analysis, planning, code review, improve dramatically when an AI can revisit its own output. Loop engineering is the architecture that enables systematic self-improvement.
The foundation of modern agent design
Every production agent system runs some form of loop: plan, act, observe, revise. Loop engineering is the discipline of designing that cycle intentionally rather than letting it emerge from prompt construction.
Measurable quality improvement
Well-designed feedback loops produce outputs that improve on each iteration and converge reliably. We instrument every loop we build so you can see that improvement, not just hope for it.
Have a task where the first AI answer is never right?
Tell us what you need the AI to produce. We will design the loop that gets it there reliably.
