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Insights on AI, Machine Learning, Web Development, and emerging technologies from industry experts.
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277–288 of 523
Neither informal testing nor published benchmarks alone can tell you whether a model is right for your use case. The right process uses both, in a specific order.
Mahmudul Haque Qudrati
CEO & ML Engineer
TruthfulQA measures whether models give truthful answers to questions humans often get wrong due to misconceptions. Its key finding - larger models can be more convincingly wrong - has real implications for high-stakes use cases.
Mahmudul Haque Qudrati
CEO & ML Engineer
A/B testing LLM changes in production is how you confirm that a new model or prompt actually improves business outcomes. Here is the setup, what to measure, and the common mistakes that invalidate results.
Mahmudul Haque Qudrati
CEO & ML Engineer
Red teaming is adversarial testing designed to find safety, reliability, and robustness failures in LLM applications before they reach production. Here is how to run a systematic red team exercise.
Mahmudul Haque Qudrati
CEO & ML Engineer
PromptFoo lets you define test cases in YAML, run them against multiple models and prompt variants in parallel, and get comparison reports in minutes. Here is a complete setup guide with real-world examples.
Mahmudul Haque Qudrati
CEO & ML Engineer
A production eval system has three layers: offline testing before deploy, online monitoring in production, and a feedback loop that turns failures into new test cases. Here is how to build all three.
Mahmudul Haque Qudrati
CEO & ML Engineer
AI-powered search now drives over 100M queries per month. Here is how to get your content cited by Perplexity, ChatGPT Search, and Google AI Overviews.
Mahmudul Haque Qudrati
CEO & ML Engineer
Google AI Overviews now appear on over 50% of informational searches. Here is how to write content that gets featured as a source.
Mahmudul Haque Qudrati
CEO & ML Engineer
Developers distrust marketing and trust peers. Here is what actually drives adoption for developer tools: technical content, community presence, and honest documentation.
Mahmudul Haque Qudrati
CEO & ML Engineer
A top-5 Product Hunt day is achievable with preparation. Here is what the algorithm rewards, when to launch, and what realistic outcomes look like for developer tools.
Mahmudul Haque Qudrati
CEO & ML Engineer
HN readers respond to technical depth, honesty, and willingness to discuss. Here is what gets upvoted and what kills posts, with real examples from Supabase, Plausible, and Excalidraw.
Mahmudul Haque Qudrati
CEO & ML Engineer
Reddit has 50M+ daily active users, many of them developers. Here is how to build genuine presence without violating rules or burning community trust.
Mahmudul Haque Qudrati
CEO & ML Engineer