Field Notes
Concise observations, transparent breakdowns, and material updates from the work—without manufacturing a daily content treadmill.
Published Field Notes
New articles appear here only after their evidence, claims, sources, and practical value have been reviewed.
AI and Workflow Automation
A click counts only when your application checked the action and you can see the screen it changed. A model request is not permission. A closing sentence is not the result.
By Duff · 8 min read
Read the Field NoteSEO and Content Acquisition
A mismatch between the outcome a reader expected and what the page did. A chosen installer can stay. A virus, a silent homepage switch, or a trapped back button is the pattern to retire.
By Duff · 8 min read
Read the Field NoteAI and Workflow Automation
A background result counts only when a later retrieve shows a terminal status and the output. A queued create is not that result. A webhook id is not the output.
By Duff · 8 min read
Read the Field NoteSEO and Content Acquisition
Spam added through a channel you opened for readers. A real comment can stay. A promo post, a spam account, or an unmonitored upload is the pattern to retire.
By Duff · 7 min read
Read the Field NoteAI and Workflow Automation
An MCP result counts only when the response includes the tool list and a completed call. A server URL is not that list. A hint is not an allowlist.
By Duff · 7 min read
Read the Field NoteSEO and Content Acquisition
A page that claims a service it does not provide. A working calculator can stay. A fake credit generator, or a merge tool that only opens ads, is the pattern to retire.
By Duff · 8 min read
Read the Field NoteEditorial lanes
One reader intent, one original angle, complete public value, visible tradeoffs, sourced claims, and a contextual next step.
Offer fit, useful assets, disclosure, measurement, and the operating sequence behind legitimate affiliate work.
Search intent, durable content, technical foundations, internal linking, and evidence-led traffic improvement.
Responsible AI systems for repeatable work, with human review retained where accuracy, trust, and risk matter.
Open notes
These notes explain how AskDuff handles evidence, incentives, and editorial independence before more observations are added.
Evidence note
Personally used, currently using, tested briefly, researched, and not verified are different kinds of evidence.
Read the methodologyIncentive note
AskDuff currently has no formally verified affiliate relationships for the new public site.
Read the disclosureEditorial note
A complete public answer comes first; commercial incentives and material tradeoffs stay visible.
Read the editorial policyNote formats
Field Notes is the public operating journal, not a volume-driven content feed.
A concise pattern, failure, or decision worth recording while the evidence is still fresh.
A structured explanation of a workflow, tool decision, or public framework with evidence limits.
A material change to an earlier conclusion, label, tool, policy, or build status.
The Duff Lab
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