Topic hub
Knowledge Work
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about knowledge work.
Retrieval answer
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about knowledge work. Knowledge Work is tracked here as an evidence-linked topic, not as a static glossary entry. The page connects raw observations to pattern hypotheses, longer analysis, and public sources. Use it as the canonical landing page before drilling into individual records.
Field notes
What should readers understand next?
AI Changes Consulting When Firm Knowledge Becomes A Working System
Glean maps AI across the consulting lifecycle, from proposals and staffing to delivery risk, benefits tracking, retention, and reusable firm knowledge.
Stripe Builds A Shared Agent Platform For Knowledge Work
Stripe's Kai combines surface-agnostic APIs, domain-owned AgentStudio assets, per-session sandboxes, long-horizon state, and more than 1,000 internal tools and skills.
Raw signals
What changed recently?
Codex Can Operate as a Product Management Workbench
A demonstrated workflow uses Codex for research synthesis, artifact production, and iterative product work rather than limiting the agent to source-code changes.
Loop Engineering Expands Beyond Coding
The same goal, action, evaluation, and retry structure can automate research, operations, and product work when completion is observable.
OpenAI Frames Codex as a Work Layer, Not a Chat Feature
Case studies position agents inside operating workflows where they gather context, execute tasks, and return reviewable artifacts.