Essay · 2026
AI Made Information Cheap. Attention Is Still Expensive.
We can generate research, analysis and documents faster than we can absorb them. The next AI productivity skill may be knowing when to stop.
- Reading time
- 3 minutes
- Published through
- LinkedIn and Astana Hub
- Topic
- Systems and Implementation
About this edition. The concise version was published on LinkedIn and the long-form Russian edition on Astana Hub. This page restores the full argument in English.
Almost any question can now become a small research operation. One agent scans the market. Another compares documents. A third identifies risks. Within minutes, a team has a table, a presentation, three scenarios and a detailed report.
We read the opening, scan the conclusions, press Accept and move on. A week later, someone may launch almost the same research because nobody remembers exactly what the first report said or where it was stored.
We have become faster at producing information than at digesting it.
The bottleneck moved
Generative AI reduced the cost of a first draft. Reading, verification, judgement and integration still require human attention.
A report in a shared drive is not yet organisational knowledge. Until someone has examined the assumptions, connected the findings to a decision and understood what changes next, it remains material waiting to be processed.
Every output creates future work
Someone still has to understand the material, verify the parts where error matters, connect it to existing knowledge, act on it, store it intelligibly or delete it and revisit it if later work depends on it.
When these obligations accumulate faster than a team can resolve them, the organisation develops information debt. Folders look full and polished while questions are researched repeatedly and old findings continue to circulate after their assumptions have changed.
Information hygiene begins before generation
Before starting another AI research task, complete one sentence:
After reading this, we need to decide...
Then ask four questions:
- Which decision or action should change?
- What is the smallest useful output for that purpose?
- Who will read it, and what must they verify?
- What happens afterwards: retain, update or delete?
If the sentence cannot be completed, the request may not be ready. If one comparison page is enough, a forty-page report adds processing work without improving the decision.
Decide what deserves to survive
The durable record may need only the decision and rationale, the facts and sources it relied on, material limitations, unresolved questions, commitments and owners.
Not every AI conversation belongs in organisational memory. Not every intermediate draft deserves a permanent place in a knowledge base. Expiry, deletion and a deliberate "this is enough" are part of information hygiene.
AI can summarise the report, the summary and the combined brief. It cannot remove the moment in which a person has to understand the meaning, notice a contradiction and accept responsibility for a decision.