Letting an AI agent dispatch a sidewalk robot: building an MCP server for Serve RoboticsAn open-source MCP server for Serve Robotics' delivery API, with server-side guardrails: bound quotes, spending caps, and no duplicate dispatches.14 min read·blog.edtechniti.com21S9h ago
Foundation Model Generalization Exposes Institutional Oversight Deficits in Critical DeploymentsWhile adapted foundation models improve multi-site generalization, unmonitored local blind spots shift clinical and legal liabilities directly to deploying institutions.6 min read·blog.edtechniti.com1d ago
Community College Leaders Call for Reform Beyond Campus Boundaries in New Harvard Education Press BookTwo-year college retention initiatives must expand beyond campus boundaries through cross-sector partnerships that resolve non-academic household disruptions.6 min read·blog.edtechniti.com1d ago
Anthropic Released Claude Fable 5.2, but Frontier Model Power Does Not Solve Campus AccountabilityUniversity leaders cannot outsource accountability to vendor benchmarks as autonomous reasoning models alter research integrity and administrative liability.8 min read·blog.edtechniti.com2d ago
Caching Campus Intelligence: Why Universities Must Stop Paying Frontier AI Rates for Repetitive LogicDecoupling AI problem-solving from routine execution cuts campus inference costs up to 291x while securing student record privacy.7 min read·blog.edtechniti.com3d ago