Keith Kitchen

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Folder: Notes/General_Notes/2025

32 items under this folder.

DateTitleTags

Sep 12, 2025
cross functional risk councils now approve autonomy expansions
Sep 10, 2025
monthly data provenance attestations reduce contract disputes
Sep 08, 2025
procurement reviews now score rollback communication quality
Sep 06, 2025
control exception ledgers become audit default in ai teams
Aug 07, 2025
assistant usage policies now encode financial materiality tiers
Aug 05, 2025
data contract breach drills become procurement differentiator
Aug 03, 2025
eval debt registers become standard in quarterly planning
Aug 01, 2025
agent approval ladders replace binary human in the loop
Jun 29, 2025
quality of refusal explanations now affects adoption curves
Jun 27, 2025
enterprise ai policy exceptions now require expiry dates
Jun 25, 2025
agent fallback drills now mirror disaster recovery cadence
Jun 23, 2025
model lineage checklists become mandatory in vendor onboarding
May 20, 2025
pilot to production gates now include user trust telemetry
May 18, 2025
agent permissions audits move to monthly cadence
May 16, 2025
ai procurement playbooks now require incident scenario walkthroughs
May 14, 2025
vendor scorecards now include memory deletion latency
May 04, 2025
enterprise memory retention rules move into legal policy
May 02, 2025
agent override protocols become training requirement for managers
Apr 30, 2025
agent error budgets become shared across product and finance
Apr 28, 2025
contract red teaming becomes default before enterprise launch
Mar 25, 2025
model downgrade playbooks reduce outage panic
Mar 23, 2025
context permission maps become standard in onboarding
Mar 21, 2025
ai procurement committees demand live control demos
Mar 19, 2025
governance scorecards now drive renewal negotiations
Feb 16, 2025
dataset revocation clauses force faster index hygiene
Feb 14, 2025
enterprise copilots move from chat to workflow commits
Feb 12, 2025
finops teams gain direct control of inference route policies
Feb 10, 2025
agent procurement checklists now require rollback attestations
Jan 11, 2025
enterprise budgets shift from model access to data contracts
Jan 08, 2025
enterprise knowledge graphs return as retrieval control plane
Jan 05, 2025
agent governance dashboards become executive weekly ritual
Jan 03, 2025
browser first ai workflows pressure traditional saas seats

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