Every Sunday, research notes become a short visual landing spot: clustered themes, source links, and the larger story hiding in the week’s fragments. Book mirror pieces stay out of this feed.
Vibe editing is a step function. A union and a vendor made AI protections contractual. A year of phone-ban data shows enforcement decaying. Dario asked to pace the frontier. Sam matched the evaluator offer. Sacks told them to slow down without writing the law. The rule was never the outcome.
Read the reportThe two largest U.S. districts paused student AI. Computer-use agents learned to click. A freeze is not a learning design.
Read the reportAI made answers cheap. It did not make wisdom cheap. Under Governance and Trust: school AI is leaving the press release and entering the rulebook.
Read the reportThis week's thesis, under Agency and Learning: not every screen is the same job. Washington asked districts to judge tools by learning. Wichita already published the local test for families.
Read the reportThis week's strong signal is a first-release 50-state interoperability scan: 33 active SLDS states, 10 Ed-Fi, 5 OneRoster. States built reporting infrastructure faster than they built the handshake districts can actually use.
Read the reportThis week's strong signal: Higgsfield premiered a 110-minute AI-generated feature film. The durable story is not the movie. It is that when production costs collapse, judgment, consent, and taste become the product. Then the school-system work: turning device rules, AI standards, cyber foundations, and agent permissions into owners, exceptions, review points, and stop conditions.
Read the reportThis week's public signal report: student agency, Google's AI leadership reset, open-weight governance, security implementation, and the agentic AI checkpoint.
Read the reportSunday Signal Report for July 27-August 2, 2026, covering AI governance, agent operations, device strategy, and a personal field note on Frank's Luna Max routing.
Read the reportSeven signal clusters from the last seven days of public research, organized under the primary lens of Governance and Trust. The through-line: governance, device strategy, model choice, and agentic systems are becoming operating decisions with dated evidence and named owners.
Read the reportThree signal clusters from the last seven days of public research, plus a personal reflection on AI, meaning, and learning by doing.
Read the reportThree signal clusters from the last seven days of public research on implementation reality, governance, and trust.
Read the reportA short Sunday Signal Report from 11 public research signals: workflow over tools, human judgment, and trust as infrastructure.
Read the reportA Sunday Signal Report using 28 public research signals, scheduled X monitoring, and Rob’s private Book Mirror lens on workflow, judgment, trust, and school redesign.
Read the reportA short visual briefing from 31 public research signals tracked this week, grouped into the stories education leaders should watch next.
Read the report