The secret to high-performing coding agents isn't just raw reasoning power—it's the 3 connected layers: 🔹 Model 🔹 Harness 🔹 Knowledge Watch "3 Layers of a High-Performing Agent Stack" with Smitha Kolan to learn more →

@SmithaKolan Keep the model and repo commit fixed when debugging a failed task. Rerun once with corrected context, then separately with the tool error fixed. Record tests and tool exits for each run so a model upgrade doesn't hide a retrieval or execution bug.

@SmithaKolan Love the 3 layers framework, makes the agent stack so much clearer

@SmithaKolan Love this framework model, harness, and knowledge as 3 connected layers is such a clear way to build high performing agents!

@SmithaKolan Great framework for understanding what makes coding agents effective

@SmithaKolan Stack design beats raw model power alone

@SmithaKolan 100%

@SmithaKolan Love the three layer breakdown really puts the whole stack in perspective