Editorial preview · In development
AI has moved
beyond chat.
The systems, tools and workflows behind connected AI applications, explained without the jargon.
Start with the system,
not just the model.
One useful mental model: a language model works with relevant context and permitted tools, inside a process with human review.
Working with language
A model can draft, classify, summarise or reason over an input. It needs a clear job and a way to assess whether the output is useful.
The information that matters
Relevant documents, current records and the purpose of the task. Choose what the model can see, keep sources traceable and surface gaps.
Access to the right systems
Defined connections let a system retrieve information or propose an action. Access should be limited to the task and the user’s permissions.
Boundaries around the work
The process decides what happens next, when to retry, when to stop and when to ask a person. More autonomy calls for stronger checks.
Judgement stays visible
Important decisions, uncertain outputs and consequential actions need an appropriate review point and a clear owner.
What changes
for an everyday task?
Advice can help you prepare. A connected workflow can also gather the information — with the right access and checks.
“Prepare me for tomorrow’s customer meeting.”
Illustrative example“Here’s a suggested agenda and a few preparation tips.”
Useful advice. You still find the information.The brief is prepared from the context you’ve permitted it to use.
Select a step to see the work behind it.Tomorrow, 10:00 · Acme customer review
Find tomorrow’s customer meeting in the calendar you have allowed the system to read.
Attendees identified from the invitation. If there are two plausible meetings, ask which one.
Account context, brought together
Retrieve relevant records, recent exchanges and documents within the user’s permissions.
Current objectives, the last conversation and open actions. Missing or conflicting records stay visible.
A source-backed view of what changed
Look for relevant company developments. Keep sources attached and distinguish evidence from interpretation.
Recent updates sit beside their source links. Uncertain matches are flagged rather than treated as facts.
Your meeting brief
Assemble a concise briefing around the purpose of the meeting, with open questions and gaps.
Account summary · previous commitments · suggested discussion points · questions to clarify.
Ready for your judgement
Check the evidence, correct the gaps and decide what to use. Nothing is emailed or committed on your behalf.
The system gathers and prepares. You decide what matters, what is correct and what happens next.
A design illustration, not a client delivery or a live integration. No tools are connected and no data is sent.
The practical takeaway.
Start with the job, the available information and the decision a person needs to make. Then choose how much assistance, automation or autonomy is actually useful.
Full article and source notes in development.