Self-Hosted GitHub Runners on AWS Spot for AI Dev Teams
May 8, 2026 · 13 min read · GitHub Actions Self-Hosted Runners AWS Spot Graviton Terraform CI/CD Cost Optimization Autonomous Development ·
Autonomous AI dev teams move the bottleneck. When a dispatcher fans out work to dev and review agents every 5 minutes, the constraint is no longer human attention — it is the CI/CD pipeline that gates every PR. Each agent push triggers builds, tests, E2E verification, and bot reviews. With even a small team of agents …
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Nov 21, 2025 · 25 min read · Keycloak MCP Model Context Protocol OAuth 2.1 RFC 8707 Dynamic Client Registration PKCE AWS Terraform Identity Provider ·
Introduction The Model Context Protocol (MCP) ecosystem mandates OAuth 2.1-compliant authorization servers to facilitate secure, federated access to AI model services. MCP clients, such as Claude Code, Cursor, and VS Code extensions, rely on modern OAuth specifications including Dynamic Client Registration (RFC 7591), …
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