Nice idea using stemming to make the checks less brittle. In what ways do you see this kind of tester evolving once models start generating more fluid and implicit answers rather than keyword-visible ones?
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Fernando Richter
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@[Muzzamil Abbas] Great point, Muzzamil! Keyword validation is ideal for regression and fact testing.
To handle more fluid and implicit responses, I see the future of the tester as threefold:
- Semantic Validation (LLM as Evaluator): Using a second LLM to judge whether the response meets the intent or meaning of the requirement, instead of searching for keywords.
- Structural Verification: Integrating parsers to validate specific formats (JSON, code, etc.).
- Embedding Evaluation: Comparing the vector distance between the response and the ideal output, ensuring semantic similarity even with different vocabulary.
The first point is the most viable and will be fundamental to the future of the tool. Your ideas and contributions are very welcome in this evolution!
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For over 15 years, my career has been driven by a central challenge: how to make complex systems fas... Show moreFor over 15 years, my career has been driven by a central challenge: how to make complex systems faster, more efficient, and more secure. As a Tech Lead and Senior Developer, my answer lies in combining robust software architecture, relentless performance optimization, and leadership that empowers teams to deliver their best work.
Instead of just talking about "improvements," I prefer to focus on concrete results. At Turno, for example, I dove into performance bottlenecks and, through strategic refactoring and query optimization, reduced endpoint response times by 40%. At Evoke Mobile, I redesigned a queue processing system to make it 500x faster. It's not just about the code, but the impact it generates.
My leadership approach is practical: I've led teams in delivering critical domains, strengthened application security, and increased the reliability of CI/CD pipelines by resolving over 100 unstable tests. I believe innovation is a daily practice, which is why I integrated AI tools (like GitHub Copilot) into my teams' development workflow to boost productivity and code quality.
I seek opportunities where I can collaborate with teams that value technical excellence, transparent communication, and the continuous pursuit of optimization. Let's build something scalable together. Show less
Instead of just talking about "improvements," I prefer to focus on concrete results. At Turno, for example, I dove into performance bottlenecks and, through strategic refactoring and query optimization, reduced endpoint response times by 40%. At Evoke Mobile, I redesigned a queue processing system to make it 500x faster. It's not just about the code, but the impact it generates.
My leadership approach is practical: I've led teams in delivering critical domains, strengthened application security, and increased the reliability of CI/CD pipelines by resolving over 100 unstable tests. I believe innovation is a daily practice, which is why I integrated AI tools (like GitHub Copilot) into my teams' development workflow to boost productivity and code quality.
I seek opportunities where I can collaborate with teams that value technical excellence, transparent communication, and the continuous pursuit of optimization. Let's build something scalable together. Show less
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