To architect, design, build, test, and deploy predictable applications and services, planning is inevitable.
Given the pitfalls of coding agents and their non-deterministic nuances, we are excited to announce AXON, an open-source protocol and plugin from Atop Web Technologies for AI coding agents like Codex, Antigravity, and Claude Code.
AXON stands for Atop eXecution Orchestration Network. Its main purpose is to solve a huge problem in AI-assisted development: agent drift.
When building with AI, agents are very fast, but they often lack durable context between sessions. They forget product intent, design systems, tech stack decisions, workflows, testing expectations, and why certain decisions were made in the first place. That is where unpredictable results start.
AXON introduces a protocol to fix this:
Context first, specification second, implementation third, verification always.
What AXON Does
With AXON, the agent does not just jump into code. It initializes the project context, captures the product definition, documents the technology stack, writes workflow rules, crafts a pathway for the work, executes task by task, investigates progress, inspects the result, and supports git-aware recovery when something needs to be rolled back.
The goal is simple: help engineers use AI coding agents with more discipline, more memory, and more predictable execution.
Start with the Microbank Codelab
In this simple codelab, we want to show you the capabilities of AXON end to end.
We built AXON Microbank, a small browser-only banking application with a premium landing page, simple authentication, account creation, deposits, withdrawals, transaction history, and account-to-account transfers.
The point is not to build a real banking system. The point is to show how AXON helps engineers build a predictable, spec-driven application step by step.
The codelab walks through the complete flow:
Start with a fresh project.
Install AXON for your coding agent.
Initialize AXON so it captures the project context.
Craft the Microbank MVP pathway.
Use AXON to implement the app through planned tasks.
Investigate progress while the work is happening.
Inspect the finished implementation against the spec.
Understand git-aware recovery with revert.
Add account-to-account transfers as a brownfield feature after the app already exists.
To get started, follow the codelab here:
Build a Microbank with AXON
You can also view the completed Microbank tutorial codebase here:
https://github.com/atopwebtechnologies/axon-microbank-tutorial
To learn more about AXON, explore the open-source repository:
https://github.com/atopwebtechnologies/axon
Open Source and Built for Real Work
AXON is open source, and we welcome contributors. If you care about agentic engineering, developer tooling, reproducible AI workflows, testing discipline, or building better systems with AI, we would love for you to explore it, fork it, improve it, and build with us.
This is also what we are using now at Atop Web Technologies to build production systems with AI assistance while keeping engineering discipline in place.
Opportunities, Resume Support, and Mentorship
If you are actively looking for your next opportunity, you can explore our open engineering roles at:
https://atopwebtech.com/careers
If you need help building an ATS-friendly resume using the STRONG framework, visit:
https://atopgrow.com/
And if you are looking for free mentorship from working engineers, our beta mentorship platform is available at:
https://atopgrow.com/mentors
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