Engineering judgment meets
the power of AI.
Quality processes and tools that hold up when agents write, verify, and review the code.
- Built by
- working engineers
- Applies to
- all software, regulated included
- Stance
- AI accelerating quality software development
Bringing together engineering judgment and AI acceleration to enhance software quality.
The evolving role of engineers
Engineers are transitioning from authors to architects.
Generated code is a starting point
Modified review practices ensure the system stays maintainable long after development is complete.
Quality that survives an audit
Processes for integrating emerging technologies into regulated environments while still maintaining compliance.
The cross section of experience, innovation, and emerging technologies.
Experience informs our approach to integrating AI effectively. The result is engineering knowledge combined with the effective use of AI to develop quality software.
- AI in the loop where it makes sense
- Context aware integration of emerging technologies
- Quality processes that ensure compliance and maintainability
What we are reading.
A daily, curated feed on software quality, tooling, and AI in practice. Refreshed once a day.
- qualityModel-Checking a Silent Airflow 3 Failure with TLA+
- engineeringYour KV Cache Can Spot Attacks on Your AI Agents - Ari Azarafrooz, Intrinsec AI
- regulatedWill AI Agents Pretend to Be Human to Get Past a Check? - Maty Bohacek, Stanford
- AIThe Score Is Not the Skill: What AI Benchmarks Can’t Tell You
- regulatedTesting CareBridge: Validating an AI-Powered Healthcare Support Application
- engineeringAI Writes Code Faster Than Uber Can Merge It - Preetam Dwivedi & Manjari Akella, Uber
- qualityAI-Generated Code Is All Pass — but Did It Pass Robustness Testing, or Plant a Time Bomb for Years…
- toolingRegression Testing Go Services on Cloud Run Before Every Rollout
Things people ask us.
What does Emergent Technology Group do?
We help engineering teams put AI to work in software development without lowering the bar on quality. That means review practices, verification, and process design that hold up when agents write, verify, and review code.
Do you work with teams in regulated industries?
Yes. Much of our experience is in environments where every change must be traceable, reviewed, and verified. We design AI assisted processes that keep the audit trail intact.
Are you against using AI to write code?
No. We use it every day. Our position is that generated code is a starting point. We write about when AI helps and when it does not.
How do we get started?
Email us or book a conversation from the contact page. Tell us about your workflows and we will come back with a plan that fits the processes you already have.
Bring us your workflows.
We will provide a plan that aligns with and optimizes your existing processes.