--- title: "#eval articles | Hashnode" description: "Explore 15 articles tagged #eval on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/eval" --- Tag # #eval 15 posts · 2 followers [Harsh Shelke](https://hashnode.com/@harsh180502) · [1d ago](https://hashnode.com/posts/llm-judge-eval-system-medical-voice-agent/6af3ba8a78ba7b79704a7601) ### [How I Built an LLM-as-a-Judge Eval System for a Medical Voice Agent (First 14 Scores)](https://aiko-realtime-eval.hashnode.dev/llm-judge-eval-system-medical-voice-agent?utm_source=hashnode&utm_medium=feed) How I built an LLM-as-a-judge eval system for Aiko, a medical voice agent: ten cases, 14 graded visits and where the judge went wrong. 18 min read · [aiko-realtime-eval.hashnode.dev](https://aiko-realtime-eval.hashnode.dev/llm-judge-eval-system-medical-voice-agent?utm_source=hashnode&utm_medium=feed) [2](https://hashnode.com/posts/llm-judge-eval-system-medical-voice-agent/6af3ba8a78ba7b79704a7601) [Theaicommit](https://hashnode.com/@theaicommit) · [Oct 26](https://hashnode.com/posts/how-to-correct-an-llm-judge-s-pass-rate-with-100-human-labels/6adfe1a711b3cfdff7734fc5) ### [How to Correct an LLM Judge's Pass Rate With 100 Human Labels](https://theaicommit.hashnode.dev/how-to-correct-an-llm-judge-s-pass-rate-with-100-human-labels?utm_source=hashnode&utm_medium=feed) A model that grades your AI feature makes mistakes too, and they leak into the score. Measure how often it is wrong on a hundred outputs a person checked, and you can take its mistakes back out. 10 min read · [theaicommit.hashnode.dev](https://theaicommit.hashnode.dev/how-to-correct-an-llm-judge-s-pass-rate-with-100-human-labels?utm_source=hashnode&utm_medium=feed) [2](https://hashnode.com/posts/how-to-correct-an-llm-judge-s-pass-rate-with-100-human-labels/6adfe1a711b3cfdff7734fc5) [Raj Nagulapalle](https://hashnode.com/@fetchsandbox) · [Sep 12](https://hashnode.com/posts/your-paddle-webhook-is-signed-the-seat-count-is-not/6aa54b002225ea69fed183a2) ### [Your Paddle Webhook Is Signed. The Seat Count Is Not.](https://fetchsandbox.hashnode.dev/your-paddle-webhook-is-signed-the-seat-count-is-not?utm_source=hashnode&utm_medium=feed) Paddle custom\_data can come from browser checkout code. Verify the signature, then grant seats from paid line items, not client metadata. 5 min read · [fetchsandbox.hashnode.dev](https://fetchsandbox.hashnode.dev/your-paddle-webhook-is-signed-the-seat-count-is-not?utm_source=hashnode&utm_medium=feed) [Vinay Chaudhari](https://hashnode.com/@VinayChaudhari) · [Jun 30](https://hashnode.com/posts/beyond-prompt-engineering-what-it-actually-takes-to-build-ai-systems-in-production/6a440194f8d35830a7a3804c) ### [Beyond Prompt Engineering: What It Actually Takes to Build AI Systems in Production](https://ai4all.hashnode.dev/beyond-prompt-engineering-what-it-actually-takes-to-build-ai-systems-in-production?utm_source=hashnode&utm_medium=feed) Reading Time: ~30 minutes · Difficulty: Advanced · Last Updated: June 30, 2026 40 min read · [ai4all.hashnode.dev](https://ai4all.hashnode.dev/beyond-prompt-engineering-what-it-actually-takes-to-build-ai-systems-in-production?utm_source=hashnode&utm_medium=feed) [Denis Krinitsyn](https://hashnode.com/@landlord1987) · [Jun 6](https://hashnode.com/posts/i-designed-an-ai-agent-without-writing-a-line-of-code-and-the-first-eval-caught-two-dangerous-mistakes/6a23fd525926517c61383e35) ### [\# I designed an AI agent without writing a line of code — and the first eval caught two dangerous mistakes](https://agentloop.hashnode.dev/i-designed-an-ai-agent-without-writing-a-line-of-code-and-the-first-eval-caught-two-dangerous-mistakes?utm_source=hashnode&utm_medium=feed) I designed and tested an AI email agent without a line of code. Why eval and context engineering — not code — separate a working agent from a demo. 3 min read · [agentloop.hashnode.dev](https://agentloop.hashnode.dev/i-designed-an-ai-agent-without-writing-a-line-of-code-and-the-first-eval-caught-two-dangerous-mistakes?utm_source=hashnode&utm_medium=feed) [Null Siryn](https://hashnode.com/@nullsiryn) · [Dec 13, 2025](https://hashnode.com/posts/autobashn-nexhunt-ctf-writeup-bypassing-bash-jails-via-eval-injection/693d997b195683a9620eb623) ### [Autobashn NexHunt CTF Writeup: Bypassing Bash Jails via Eval Injection](https://ctfs.hashnode.dev/autobashn-nexhunt-ctf-writeup-bypassing-bash-jails-via-eval-injection?utm_source=hashnode&utm_medium=feed) Discover how to escape restricted shells in the Autobashn CTF. Learn to bypass regex whitelists and exploit eval logic using bash arithmetic expansion. 4 min read · [ctfs.hashnode.dev](https://ctfs.hashnode.dev/autobashn-nexhunt-ctf-writeup-bypassing-bash-jails-via-eval-injection?utm_source=hashnode&utm_medium=feed) [Ariska Hidayat](https://hashnode.com/@ariska138) · [Oct 18, 2025](https://hashnode.com/posts/memahami-eval-di-javascript-bahayanya-dan-cara-mengatasinya-di-vite-react-ts-hono/68f2fb394a9ec7f5b6fcd1d5) ### [🚨 Memahami eval di JavaScript, Bahayanya, dan Cara Mengatasinya di Vite + React + TS + Hono](https://tech.finlup.id/memahami-eval-di-javascript-bahayanya-dan-cara-mengatasinya-di-vite-react-ts-hono?utm_source=hashnode&utm_medium=feed) 1\. Apa itu eval? eval adalah fungsi bawaan JavaScript yang bisa mengeksekusi string sebagai kode JavaScript.Contoh: const code = "2 + 2"; console.log(eval(code)); // 4 Sekilas terlihat praktis, tapi sangat berisiko. eval akan membaca string apa adan... 3 min read · [tech.finlup.id](https://tech.finlup.id/memahami-eval-di-javascript-bahayanya-dan-cara-mengatasinya-di-vite-react-ts-hono?utm_source=hashnode&utm_medium=feed) [Sergey Shishkin](https://hashnode.com/@Serj-Aleks) · [Jul 15, 2025](https://hashnode.com/posts/netrivialnyj-repl/6875fe4abce2aad25daca959) ### [Нетривиальный Repl](https://serj-aleks.hashnode.dev/netrivialnyj-repl?utm_source=hashnode&utm_medium=feed) Это плавный переход от eval к loop к циклам и где уместно вспомнить, что эта тема уже затрагивалась в контексте самой часто употребляемой функции for и рекурсии. Repl как функция не анонсирована в документации, но есть авторская классификация в файла... 7 min read · [serj-aleks.hashnode.dev](https://serj-aleks.hashnode.dev/netrivialnyj-repl?utm_source=hashnode&utm_medium=feed) [Sergey Shishkin](https://hashnode.com/@Serj-Aleks) · [Jul 7, 2025](https://hashnode.com/posts/do-make-made/686b66eb00920421321c9d23) ### [do - make - made](https://serj-aleks.hashnode.dev/do-make-made?utm_source=hashnode&utm_medium=feed) Чтобы “не тянуть кота за хвост” решил акцентировать все три “специфических интерпретатора“ в связке, как продолжение предыдущим run - exec - eval. Кстати, в rebol-подобных языках “do” больше в центре внимания, чем, например, тот же “eval“. Без списко... 2 min read · [serj-aleks.hashnode.dev](https://serj-aleks.hashnode.dev/do-make-made?utm_source=hashnode&utm_medium=feed) [Sergey Shishkin](https://hashnode.com/@Serj-Aleks) · [Jul 6, 2025](https://hashnode.com/posts/run/686a21692d39a66e459063e3) ### [run ...](https://serj-aleks.hashnode.dev/run?utm_source=hashnode&utm_medium=feed) Как лексема уже представлена в двух ипастасиях, и как функция, и как переменная. ($Run "\*Run" $Nil) ... (NIL "run" \_Run) src/glob.l Структура кода очень похожа на eval # (run 'any \['cnt\]) -> any (de \_Run (Exe) (let (X (cdr Exe) E (eval (ca... 2 min read · [serj-aleks.hashnode.dev](https://serj-aleks.hashnode.dev/run?utm_source=hashnode&utm_medium=feed)