AI with a clear job to do
Start with a specific task, a useful outcome and a way to judge whether the result helps.
Independent AI engineering / Field notes
Applied AI.
Grounded in
real work.
Independent notes on building useful AI into marketing, business workflows and the everyday decisions behind them.
Explore the engineering notes ↗C/Fe — A PRACTICE IN APPLIED AI
Human context.
Engineering care.01 / FIELDWORK
Engineering care.01 / FIELDWORK
Applied AICustomized workflowsHuman judgementBusiness environments
Areas of attention
Where ideas meet the everyday.
Built around the business
Explore customized marketing and business workflows shaped by actual constraints, handoffs and review needs.
Personal AI, professional context
Reflect on a Personal AI Companion for Business Environments: useful assistance with human judgement at its centre.
The working perspective
Less abstraction.
More useful questions.
What should the system help someone do? Where does a person need to review the result? What happens when the input is incomplete?
These notes look at the decisions around applied AI, from defining the work to evaluating its usefulness. They are an independent engineering perspective, not a product catalogue.
Read the notes ↗