{"id":5208,"date":"2025-12-31T01:54:45","date_gmt":"2025-12-30T16:54:45","guid":{"rendered":"https:\/\/blog.derrylab.com\/?p=5208"},"modified":"2025-12-31T01:54:47","modified_gmt":"2025-12-30T16:54:47","slug":"how-to-recruit-great-talents-efficiently-with-ai-powered-recruitment-engine","status":"publish","type":"post","link":"https:\/\/blog.derrylab.com\/index.php\/2025\/12\/31\/how-to-recruit-great-talents-efficiently-with-ai-powered-recruitment-engine\/","title":{"rendered":"How to Recruit Great Talents Efficiently with AI Powered Recruitment Engine"},"content":{"rendered":"\n<p>I built&nbsp;<a href=\"http:\/\/talens.derrylab.com\/\"><strong>Talens<\/strong><\/a>&nbsp;because I was tired of how broken hiring feels when you are on the side that actually has to build and lead teams.<\/p>\n\n\n\n<p>Before working in industry, I was a&nbsp;<strong>research lab team leader<\/strong>, responsible for selecting students and researchers who would stay with us for years. Later, as an&nbsp;<strong>AI Cybersecurity team leader<\/strong>, hiring became even more critical. A single wrong hire could slow down research, introduce security risks, or consume months of mentoring with little return.<\/p>\n\n\n\n<p>In both roles, I was deeply involved in&nbsp;<strong>CV screening, interviews, and final hiring decisions<\/strong>. And honestly, the process was painful.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">The Real Problem With CV Screening<\/h3>\n\n\n\n<p>On paper, many candidates look strong. Great universities, long skill lists, impressive tools mentioned. But after interviewing hundreds of candidates, I learned something uncomfortable.<\/p>\n\n\n\n<p><strong><em>Most CVs do not reflect real capability.<\/em><\/strong><\/p>\n\n\n\n<p>Some candidates were excellent engineers but terrible at presenting themselves. Others had very polished resumes but lacked depth, problem-solving ability, or ownership mindset. Screening CVs manually meant reading between the lines, guessing intent, and relying heavily on intuition built over years.<\/p>\n\n\n\n<p>That intuition does not scale.<\/p>\n\n\n\n<p>When you are hiring for research, AI, or cybersecurity roles, you are not just looking for skills. You are looking for how someone thinks, how they reason under uncertainty, and whether they can grow with the team.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why Existing Tools Were Not Enough<\/h3>\n\n\n\n<p>I tried many existing recruitment tools and ATS platforms. Most of them focused on keywords, years of experience, or simple scoring systems. They were designed for volume hiring, not&nbsp;<strong>high-quality talent selection<\/strong>.<\/p>\n\n\n\n<p>As a team leader, I still had to manually validate almost everything. The tools helped organize data, but they did not help me make better decisions.<\/p>\n\n\n\n<p>That gap is the reason&nbsp;<a href=\"http:\/\/talens.derrylab.com\/\"><strong>Talens<\/strong><\/a>&nbsp;exists.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Talens Is Actually For<\/h3>\n\n\n\n<p>Talens is not meant to replace human judgment. It is built to&nbsp;<strong>support leaders who care deeply about hiring quality<\/strong>.<\/p>\n\n\n\n<p>The idea is simple.<\/p>\n\n\n\n<p>Talens helps analyze candidates beyond surface-level CV data and supports structured, consistent evaluation. It is designed for people like me who still want to read CVs, interview candidates, and make final decisions, but want better signals before investing time.<\/p>\n\n\n\n<p>I built&nbsp;<strong><a href=\"http:\/\/talens.derrylab.com\/\">Talens<\/a><\/strong>&nbsp;for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Research labs or small companies that cannot afford weak contributors<\/li>\n\n\n\n<li>A teams where reasoning matters more than buzzwords<\/li>\n\n\n\n<li>Leaders who want fairness and consistency without losing human control<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Built From Real Hiring Pain<\/h3>\n\n\n\n<p>Every part of&nbsp;<strong>Talens<\/strong>&nbsp;comes from real situations I faced.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Too many CVs with no clear signal<\/li>\n\n\n\n<li>Strong candidates getting filtered out too early<\/li>\n\n\n\n<li>Hiring decisions influenced by fatigue or time pressure<\/li>\n\n\n\n<li>Difficulty explaining why one candidate was chosen over another<\/li>\n<\/ul>\n\n\n\n<p><strong><a href=\"http:\/\/talens.derrylab.com\/\">Talens<\/a><\/strong>&nbsp;is my attempt to turn years of hiring experience into a system that helps leaders make&nbsp;<strong>calmer, more defensible, and more accurate decisions<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Still Evolving, Intentionally<\/h3>\n\n\n\n<p>Talens is not perfect, and it is not finished. It is actively evolving based on real usage and real hiring workflows. I am intentionally building it slowly and carefully because hiring affects people\u2019s lives and team futures.<\/p>\n\n\n\n<p>This is not just a product for me. It reflects how I believe hiring should be done.<\/p>\n\n\n\n<p>Thoughtfully. Transparently. With respect for both the team and the candidate.<\/p>\n\n\n\n<p>If you are a team leader, researcher, or hiring manager who has felt the same frustration, Talens was built with you in mind.<\/p>\n\n\n\n<p>Go check it out!\u00a0<strong>Talens<\/strong>:\u00a0<a href=\"https:\/\/talens.derrylab.com\/?utm_source=chatgpt.com\">https:\/\/talens.derrylab.com\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>I built&nbsp;Talens&nbsp;because I was tired of how broken hiring feels when you are on the side that actually has to build and lead teams. Before working in industry, I was a&nbsp;research lab team leader, responsible for selecting students and researchers who would stay with us for years. Later, as an&nbsp;AI Cybersecurity team leader, hiring became [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5209,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[217,5],"tags":[218,315,316,318,242,317,320,314,319,321,313],"class_list":["post-5208","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-programming","tag-ai","tag-hiring","tag-hr-tools","tag-leader","tag-llm","tag-manager","tag-platform","tag-recruitment","tag-saas","tag-service","tag-talens"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2025\/12\/image-1.png?fit=1980%2C922&ssl=1","jetpack-related-posts":[{"id":4163,"url":"https:\/\/blog.derrylab.com\/index.php\/2024\/12\/11\/how-to-fix-broken-json-from-llm-quickly-and-easily\/","url_meta":{"origin":5208,"position":0},"title":"How to Fix Broken JSON from LLM Quickly and Easily!","author":"derry","date":"December 11, 2024","format":false,"excerpt":"If you've ever wrestled with broken JSON data from LLMs, you know how frustrating it can be \ud83d\ude2b. Checkout JSON Repair \ud83d\udee0\ufe0f, a Python module by Stefano Baccianella, that\u2019s here to save the day! \ud83c\udf1f This library is specifically crafted to fix invalid JSON, making it perfect for anyone working\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/blog.derrylab.com\/index.php\/category\/artificial-intelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/12\/superai-image-1733846402344.webp?fit=1024%2C1024&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/12\/superai-image-1733846402344.webp?fit=1024%2C1024&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/12\/superai-image-1733846402344.webp?fit=1024%2C1024&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/12\/superai-image-1733846402344.webp?fit=1024%2C1024&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":2823,"url":"https:\/\/blog.derrylab.com\/index.php\/2023\/05\/01\/prompt-attack-how-to-leak-system-prompt-in-gpt\/","url_meta":{"origin":5208,"position":1},"title":"Prompt Attack: How to Leak System Prompt in GPT","author":"derry","date":"May 1, 2023","format":false,"excerpt":"What is a Prompt? In the context of natural language processing and machine learning, a prompt refers to the input given to a language model to generate a response. System prompt is the initial prompt that is provided to a language model by a computer program or system. It sets\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/blog.derrylab.com\/index.php\/category\/artificial-intelligence\/"},"img":{"alt_text":"chatgpt webpage open on smartphone","src":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/05\/pexels-photo-16564261.jpeg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/05\/pexels-photo-16564261.jpeg?fit=1200%2C900&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/05\/pexels-photo-16564261.jpeg?fit=1200%2C900&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/05\/pexels-photo-16564261.jpeg?fit=1200%2C900&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/05\/pexels-photo-16564261.jpeg?fit=1200%2C900&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":4090,"url":"https:\/\/blog.derrylab.com\/index.php\/2024\/11\/22\/how-to-easily-deploy-pixtral-large-using-docker-vllm-for-self-hosting-with-one-liner-command\/","url_meta":{"origin":5208,"position":2},"title":"How To Easily Deploy Pixtral Large Using Docker VLLM For Self Hosting With One Liner Command","author":"derry","date":"November 22, 2024","format":false,"excerpt":"Recently, Mistral has released a powerful multimodal model with 123B parameters. In this blog post, we will first understand what Pixtral is. Then, we will quickly get into the process of deploying Pixtral Large using VLLM. Understanding Pixtral Pixtral is an innovative AI model designed to handle complex tasks with\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/blog.derrylab.com\/index.php\/category\/artificial-intelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/11\/image.png?fit=1024%2C768&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/11\/image.png?fit=1024%2C768&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/11\/image.png?fit=1024%2C768&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2024\/11\/image.png?fit=1024%2C768&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":2659,"url":"https:\/\/blog.derrylab.com\/index.php\/2023\/03\/09\/why-is-it-so-hard-to-start-working-on-our-own-dissertation\/","url_meta":{"origin":5208,"position":3},"title":"Why is it So Hard to Start Working on Our Own Dissertation","author":"derry","date":"March 9, 2023","format":false,"excerpt":"Today I felt so overwhelmed. Too many tasks have to be done here and there, constantly consuming my energy to work on my dissertation. I don't quite understand what happens. So I asked ChatGPT exactly using this post title, and it responded with good pieces of advice. :) Why? Starting\u2026","rel":"","context":"In &quot;Understanding&quot;","block_context":{"text":"Understanding","link":"https:\/\/blog.derrylab.com\/index.php\/category\/understanding\/"},"img":{"alt_text":"blur chains chrome close up","src":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/03\/pexels-photo-220237.jpeg?fit=1200%2C853&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/03\/pexels-photo-220237.jpeg?fit=1200%2C853&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/03\/pexels-photo-220237.jpeg?fit=1200%2C853&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/03\/pexels-photo-220237.jpeg?fit=1200%2C853&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2023\/03\/pexels-photo-220237.jpeg?fit=1200%2C853&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":4521,"url":"https:\/\/blog.derrylab.com\/index.php\/2025\/06\/17\/how-to-osv-vulnerabilities-api-scanners-and-a-bit-of-hope\/","url_meta":{"origin":5208,"position":4},"title":"How to OSV: Vulnerabilities API, Scanners, and a Bit of Hope","author":"derry","date":"June 17, 2025","format":false,"excerpt":"Security vulnerabilities in open-source dependencies are like background radiation, mostly ignorable, until they're not. Since we are currently working on vulnerability detection research, today, I decided to see how much trouble I could get into by poking around Google's Open Source Vulnerabilities database and its scanner. Spoiler: not much. But\u2026","rel":"","context":"In \"code security tools\"","block_context":{"text":"code security tools","link":"https:\/\/blog.derrylab.com\/index.php\/tag\/code-security-tools\/"},"img":{"alt_text":"pexels-photo-96612.jpeg","src":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2025\/06\/pexels-photo-96612.jpeg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2025\/06\/pexels-photo-96612.jpeg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2025\/06\/pexels-photo-96612.jpeg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2025\/06\/pexels-photo-96612.jpeg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2025\/06\/pexels-photo-96612.jpeg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":336,"url":"https:\/\/blog.derrylab.com\/index.php\/2021\/08\/10\/now-i-understand-what-is-identically-distributed-iid-random-variable\/","url_meta":{"origin":5208,"position":5},"title":"Now I Understand: What is Independent and Identically Distributed (IID) Random Variable","author":"derry","date":"August 10, 2021","format":false,"excerpt":"I was working with my friend on a Random Number Generator (RNG) research paper. We need to evaluate the quality of our random bitstream result using the NIST SP800-90B entropy test. Since this is my first time working in the RNG field, I tried to gather all information about evaluating\u2026","rel":"","context":"In &quot;Understanding&quot;","block_context":{"text":"Understanding","link":"https:\/\/blog.derrylab.com\/index.php\/category\/understanding\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/blog.derrylab.com\/wp-content\/uploads\/2021\/08\/erik-mclean-C3T8KTZxTFM-unsplash-scaled-e1628599260397.jpg?fit=512%2C341&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]}],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/posts\/5208","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/comments?post=5208"}],"version-history":[{"count":1,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/posts\/5208\/revisions"}],"predecessor-version":[{"id":5210,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/posts\/5208\/revisions\/5210"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/media\/5209"}],"wp:attachment":[{"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/media?parent=5208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/categories?post=5208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.derrylab.com\/index.php\/wp-json\/wp\/v2\/tags?post=5208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}