2d ago 路 8 min read 路 An LLM memory bench is a crucial tool for evaluating how well Large Language Models (LLMs) store, retrieve, and use information over time. It provides standardized tests to assess their ability to maintain context and recall past interactions accurat...
Join discussionMar 31 路 9 min read 路 Our first LLM judge gave a 9/10 to a page where the hero text was completely invisible. Dark grey text on a dark background image. The CSS was syntactically valid. The HTML was well-structured. Every tag was correct. The page was unusable. And our ju...
Join discussionMar 30 路 9 min read 路 Most LLM benchmarks evaluate text. HumanEval checks if a function passes unit tests. SWE-bench measures whether a model can patch a repository. MBPP scores single-function completions. None of these work when your AI agent generates an entire website...
Join discussionMar 29 路 17 min read 路 TLDR: 馃搹 Traditional ML metrics (accuracy, F1) fail for LLMs because there's no single "correct" answer. RAGAS measures RAG pipeline quality with faithfulness, answer relevance, and context precision. DeepEval provides unit-test-style LLM evaluation....
EAli commentedMar 20 路 4 min read 路 Giskard just hit 5,174 stars on GitHub. It's an open-source LLM evaluation library - scan your model for hallucinations, bias, toxicity, the usual suspects. Point it at your model, run the test suite, get a report card. For static models, that's exac...
Join discussionMar 13 路 14 min read 路 TLDR: A single agent loop is enough for a demo, but production AI systems need explicit layers for routing, execution, memory, and evaluation. Those layers determine safety, latency, cost, and traceability far more than model choice alone. TLDR: Prod...
Join discussionMar 12 路 15 min read 路 TLDR: If tools are primitives and skills are reusable routines, then the skill registry + router + evaluator is your production control plane. This layer decides which skill runs, under what constraints, and how you detect regressions before users do...
Join discussionFeb 11 路 2 min read 路 Bridging the Gap Between Knowledge and Real-World Experience In today鈥檚 rapidly changing professional environment, learning is no longer limited to formal education. Students and working professionals alike seek guidance that helps them develop pract...
Join discussion
Jan 19 路 3 min read 路 The EB2 NIW USA category remains one of the most powerful immigration options for professionals aiming to secure a U.S. green card without employer sponsorship. As USCIS standards continue to evolve in 2026, understanding the requirements, timelines,...
Join discussion
