EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Lobsters·Sep 2·5 min read
Revisiting Joel's Test - exe.dev blog
TL;DR
Joel Spolsky's original Joel Test for assessing software teams is revisited with new questions reflecting modern practices, particularly the integration of coding agents. The new Shelley Test emphasizes continuous deployment and observability tools.
✦ Why It Matters
Evaluate your team's deployment practices and consider integrating LLM agents for improved efficiency.
Key Takeaways
- Implement agentic code reviews using LLMs for better code quality.
- Adopt continuous deployment practices to shorten release cycles.
- Ensure easy access to observability tools for effective monitoring.
- Regularly discuss and adjust workflows to leverage new tools.
How It Works
The Shelley Test introduces new metrics that reflect the integration of AI in software development. For instance, agentic code reviews replace traditional peer reviews, allowing LLMs to assess code quality more efficiently.
Continuous deployment is enhanced by AI agents that monitor logs and metrics, ensuring rapid feedback and adjustments. This shift emphasizes the need for robust integration tests and observability tools that can be queried easily, enabling teams to maintain high standards in their development processes.