12How I work
A sequence, not a big-bang rewrite.
Understand the system, map the seams, modernize behind a contract, add intelligence to one workflow, then operate it.
01
Understand
Read the existing system: the tables, the rules, and the behaviour customers already rely on.
02
Map
Find the seams. Separate what must stay from what can move, module by module.
03
Modernize
Replace one layer at a time behind a stable contract. Keep the database when it is the business.
04
Add intelligence
Attach a model to one workflow, grounded in your data, with a human where judgement matters.
05
Operate
Limits, failover, cost and isolation come before calling it production.