How We Work | Human Judgment, AI Execution

how we work

AI-assisted software development you can actually trust

Test-driven craft. Claude-certified agents across the whole delivery cycle. Releases that took weeks now ship in days.

Human judgment, AI execution

Speed comes from AI moving work forward at every stage, not just when we’re writing code. Trust comes from a person checking it before it moves to the next.

Coding is one stop on this loop, not the whole trip. The same approach carries the work through planning, review, testing, and release. Every stage moves faster and a person decides what passes to the next stage.

Human in the loop or AI-first software delivery

Human in the loop.

The important calls, intent, specs, standards, are still a human’s judgment. We don’t skip code reviews, TDD, and all the practices that make software good.

AI-first software delivery

Agents handle everything here, including tickets, specs, code, reviews. The problem is nobody checks it before it goes out.

Curious how this runs on your backlog?

Agentic AI software development with real examples

When we say we use AI, this is what we mean, and here’s where a person still steps in.

Spec Drafting

A rough ask turns into a clear, reviewed spec. We catch the gaps before anyone writes a line of code.

Meeting-to-Requirements

Record the planning call, and it turns into acceptance criteria your team can actually build against.

Paired Build

One ticket, one developer, one agent working right alongside them. Every call still gets made by the person, not assumed by the model.

Review on Every Line

Every pull request gets checked against the lines that matter, and a person signs off before anything ships.

Test Coverage from Done Stories

A story gets marked done, and by the same day it has permanent, automated test coverage behind it.

Fast, because the work moves. Trustworthy, because a person is still the one deciding what ships.

Meet Bee, agentic software development built as a Claude Code plugin

/bee is our open-source Claude Code plugin. It brings spec-driven discipline to AI-assisted development and scales process to match the task: a typo gets fixed immediately, a payment flow gets a full spec, architecture review, and verification.

The developer is the driver.
Claude Code is the car. /bee is the GPS.

/plugin marketplace add incubyte/claude-plugins
/plugin install bee@incubyte-plugins

Most teams stop at AI-driven software development. We go further

What AI-powered software development looks like when it earns your trust

Bee

our open-source Claude Code plugin

Anthara

the AI conduct layer we built and run our own delivery on

This is what AI-fluent delivery looks like.

Tell us what’s slowing your releases. A founder reads every message and replies within two business days.

Engineering systems that make AI work.

Tell us what you’re building.