GitHub’s Spec Kit pushes AI coding from prompts to specs
Move agents from vibes to verifiable specs, and wire CI to enforce it.
Move agents from vibes to verifiable specs, and wire CI to enforce it.
Route smart, tool first, and ban “we’ll fix it later” — your agent costs drop and your codebase stays clean.
You can now hit Windsurf through OpenAI/Anthropic-style endpoints via an OSS proxy—great for trials, but validate ops and ToS before production.
A solid event-sourced backbone for agent jobs just landed—use it to make your AI coding infrastructure reliable, auditable, and easier to operate.
AI-grade vuln hunting is going mainstream; upgrade your remediation speed and guardrails before attackers profit from the same capability.
Bedrock now speaks OpenAI for fine-tuning, letting you port pipelines and add Lambda-driven reinforcement training.
The money is moving to governed integration—ship secure, auditable agent plumbing or get cut from the shortlist.