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Benchmark comparisons can reveal techniques worth adopting
Benchmark comparisons can reveal techniques worth adopting
Chase says comparing different models and harnesses on the same benchmark can expose effective behaviors that can then be incorporated into an organization's own agent harness.
- Speaker
- Harrison Chase
- Topic
- Agent Benchmarks
- Source timestamp
- 19:51
More from this interview
- Agents combine a harness, model, and context
- A harness brings context to the model when needed
- Most agents share a simple model-and-tools loop
- Middleware can customize the core agent loop
- Start general and specialize as requirements become clearer
- Out-of-distribution tasks require more harness customization
- Custom harnesses should preserve model-native tool patterns
- Mission-critical agents should have task-specific benchmarks
- Agent benchmarks should measure more than accuracy
- Poor context often causes agent failures
- Detailed traces are necessary for debugging agents
- Production traces can drive continuous agent improvement
- Agent UX can generate useful implicit feedback
- Trace data can improve every major agent component
- Agent improvement can be partially automated from traces
- Harness customization exists on a spectrum
- Predictability can justify more controlled agent architectures