SuperML Newsletter
Machine learning insights, delivered to your inbox.
SubscribeRecent issues
- Copilot Drops GPT-4 for Polaris — What Changes for Enterprise Dev Pipelines
Microsoft Build 2026 shipped Project Polaris — Copilot's homegrown GPT-4 replacement — and enterprise teams need to treat the August cutover as a model substitution event, not an upgrade, before their agentic dev pipelines hit behavioral regression.
- When Your Coding Agent Tops GitHub, Who Governs What It Ships to Production?
Claude Code is writing 4% of GitHub commits and Opus 4.8 can now run hundreds of parallel agents on codebase-scale migrations — here's the production governance gap enterprises are about to hit.
- OpenAI's Safety Framework Creates New Accountability for Enterprise Buyers
OpenAI's Frontier Governance Framework aligns its safety practices to California and EU AI law — but a vendor compliance document creates new accountability for enterprise buyers, not just sellers.
