Push-to-main pipelines, multi-model challenge, and CLAUDE.md conventions. Get your team shipping with agentic engineering—not fumbling with PRs.
Everything your team needs to ship with AI-native workflows from day one.
These problems kill engineering velocity in AI-native teams:
Feature branches, stale reviews, merge conflicts. Your team spends more time managing git than shipping product.
Your devs use Copilot or Claude but there's no system to catch confident wrong answers before they hit production.
Every developer uses AI differently. No CLAUDE.md, no shared prompts, no repeatable engineering process.
No feature branches. Automated E2E tests gate every commit to main.
Production agents that monitor, alert, and self-heal in real time.
A second AI challenges every plan before execution.
CLAUDE.md, shared context, and repeatable agentic workflows.
Agentic engineering is built on three pillars: push-to-main pipelines (no feature branches, no PR theater—automated E2E tests gate every commit), living software (production agents that monitor, alert, and self-heal), and multi-model challenge (a second AI challenges every plan before execution). It's not about replacing developers—it's about giving them an engineering system that ships faster and catches problems before users do.
Before any AI-generated plan is executed, a second AI model reviews it and pushes back—looking for blind spots, security issues, and overconfidence. Think of it as automated code review for AI decisions. It catches the mistakes that a single model is too confident to see.
Yes. Feature branches and PRs made sense when humans were the only ones writing code. With agentic engineering, the bottleneck is the review cycle, not the code. Push-to-main with automated Playwright E2E tests gives you faster feedback, fewer merge conflicts, and higher deploy frequency—backed by DORA research.
2-4 weeks for the core stack: push-to-main pipeline, E2E testing, CLAUDE.md conventions, and coding agent configuration. Another 1-2 weeks for multi-model challenge and production feedback loops. Your team ships with the new workflow from week one.
Book a strategy call and we'll map out what agentic engineering looks like for your team.
Book Strategy CallBook a strategy call to discuss your toughest technical challenges and define outcomes your team can measure.