Agentic Engineering
Agentic Engineering for Defense Programs
AI agents that write and test code inside your boundary, with a person approving every change.
Agentic engineering means giving AI agents real engineering tasks, such as a backlog item, a test suite or a legacy component, and letting them plan, write, run and fix code in a loop. On a defense program the loop has to stay inside the program’s environment and end with a person’s review.
What Agentic Coding Changes
Agentic coding moves AI from suggesting a line to finishing a task. The agent reads the code, makes a change, runs the tests, reads the failures and tries again. Engineers spend less time typing and more time deciding what should be built and reviewing what was.
Loop Engineering
The results depend less on the model and more on the loop around it. We call that loop engineering: defining the task, the tools the agent may use, the tests that decide when it is done, and the point where a person reviews the work.
Scoped tasks: one backlog item or component at a time, with clear acceptance tests.
Your tools, your rules: agents use the program’s repositories, builds and scanners, not a separate path to production.
Review before merge: every change arrives as a pull request a person approves.
A record of the work: what the agent did and why stays attached to the change.
Where It Fits on a Program
Good first loops are test coverage for a legacy component, a well-defined modernization step or a backlog of small fixes. Read how we approach AI agents on government programs, or see our AI engineering for defense work.
Built by Thazen · Topsoil
Topsoil: Agentic Engineering in Your Own Environment
Topsoil, Thazen’s private AI platform for engineering, runs agentic loops in your own environment and delivers its work as pull requests through your existing pipeline.
Frequently Asked Questions
What is agentic engineering?
Using AI agents that plan, write, test and fix code in a loop toward a defined goal, with engineers setting the goal and reviewing the result.
Is agentic coding safe on a defense program?
It can be, when the agent runs in the program’s own environment, uses the program’s pipeline and security checks, and a person approves every change before it merges.
What is loop engineering?
Designing the loop an agent works in: the task, the tools it may use, the tests that define done and the human review at the end.
Where should a program start?
With one loop on one backlog or legacy component, measured against the tests and review the program already uses.
Start With One Loop
Pick a backlog, a legacy component or an AI idea. We will scope a first loop with you.