Knowledge platforms that agents can cite, not scrape
Enterprise AI knowledge platforms need retrieval, provenance, and access control so agents cite governed sources instead of scraping the intranet into unofficial policy.
Product AI
Approval gates for AI agents that touch money or citizens
When AI agents can move money or change citizen records, drafting is not enough. Approval gates, spend limits, and action whitelists for controlled autonomy. Bluelupin practitioner notes.