EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·Aug 31·5 min read
The AI-Native SDLC Starts with Your Infrastructure
TL;DR
Anthropic's playbook redefines the software development lifecycle (SDLC) by integrating coding agents, shifting focus from coding speed to surrounding processes. It introduces a structured six-stage framework that enhances collaboration and feedback.
✦ Why It Matters
Implement a structured feedback loop for coding agents to enhance code quality and streamline your development process today.
Key Takeaways
- Implement mirrord to connect agents with real staging services.
- Ensure your test suite runs locally with a single command.
- Use environment variables and secrets from the staging cluster.
- Consider running multiple agent sessions without interference.
How It Works
mirrord allows AI coding agents to run their code in a staging environment that mimics production. It proxies traffic and environment variables, enabling agents to interact with real services, which improves the accuracy of their self-checks.