Topic Hub
Operationalize AI-assisted software delivery across discovery, architecture, implementation, and modernization.
Persona-driven AI delivery workflows
Architecture decisions and planning assets
Team execution with repeatable templates
smart-sdlc from superml.dev is a markdown-only agile development framework that runs inside the AI assistant you already use — no runtime, no platform, just six personas and six SDLC phases your Copilot or Claude can activate on demand.
Microsoft just announced at Build 2026 that GitHub Copilot will replace GPT-4 Turbo with its own homegrown Polaris model in August — and enterprise teams running agentic coding workflows need to treat this as a model substitution event, not a feature upgrade.
GitHub is replacing Copilot's premium-request system with token-based AI Credits on June 1, 2026 — and for individual developers on personal accounts, the shift brings tighter limits, model restrictions, a new Max plan, and a flex allotment that GitHub can quietly shrink. Here's exactly what changes, what it costs, and what to do before the meter starts running.
Bhanu Pratap Singh