AI delivery system inside a bank-scale frontend stream
Built a practical AI layer around the engineering workflow at Halyk Finservice: automated review support, documentation generation, test drafting, and cleaner delivery rituals.
- Inserted AI agents where manual repetition was highest and quality drift was expensive.
- Framed the system as delivery leverage, not demo-ware.
- Kept architectural review and final engineering judgment human-led.
Reduce overhead while raising consistency.
Operational AI applied directly to delivery flow.