Practical notes on data, Adobe and applied AI
Architecture decisions, implementation lessons and operating guidance grounded in the work enterprise teams actually have to deliver.
Latest insights
Recent perspectives on enterprise content, reliable data, measurement and applied AI.
Applied AI
Required agent tool calls can turn a read request into a write
Scope available tools before requiring a call and require approval for state-changing actions.
Read moreData & Analytics
Airflow fail-fast DAG changes can trap a scheduler
Gate task removals and renames in active fail-fast DAG runs.
Read moreAdobe Experience Cloud
AJO event appears on a profile but never enters the journey
Separate profile event visibility from eligible streamed journey entry.
Read moreAdobe Experience Cloud
AJO Web Push custom data is absent from the service worker payload
Contract-test Web Push metadata before putting routing or personalization behind it.
Read moreAdobe Experience Cloud
DA Live section moves can leave the next block in the old place
Verify document structure after a Universal Editor section move before adding content.
Read moreAdobe Experience Cloud
DA Live version comparison can obscure section boundaries
Compare page structure as well as text before restoring a DA Live version.
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