Why human-approval gates change what you can automate
The approval step often matters more than the AI model because it defines where risk stops.
Read noteShort notes from building automation systems.
Practical design decisions around reliability, human control, and messy operational data.
Designing a daily recovery job as an automation safety net
A bounded recovery path can be more reliable than making the live workflow increasingly complicated.
Read noteMatching inbound replies to CRM records
A short fallback chain keeps CRM matching useful when email threading stops being reliable.
Read noteWhen not to fully automate: keeping humans in the loop for outreach
The most useful automation decision is often not 'should this be automated' but 'which specific step should stay manual'. Outreach is where that line matters most.
Read note