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Notes on human data, expert networks and hiring for AI.
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- Frontier DataIndian law in Indian languages: the gap no benchmark coversLegal benchmarks are mostly English and US law; Indian-language benchmarks test general knowledge. Nothing yet tests Indian law in Indian languages.
- Frontier DataWhy robots need skilled-task data, not more footageEveryday tasks are already recorded at scale. The tasks that make a robot worth buying need skilled people, expert labelling and ethical collection.
- Frontier DataWhat makes a good AI training task, with examplesMost AI training tasks aren't worth training on. Seven things that separate the useful ones, with weak and strong examples from our expert reviews.
- Frontier DataKodiva-Extended: why public benchmarks overstate AI modelsPublic benchmark scores mix real capability with exposure to the test. Kodiva-Extended adds fresh, private expert questions to tell the two apart.
- ExpertsInside the AI interview: how we vet expertsHow a structured AI interview tests real expertise, why being qualified isn't the same as being good at teaching a model, and what we look for.
- Frontier DataWhat makes expert data worth paying forCredentials aren't enough. The expert data that improves models comes from reasoning, honest disagreement and a review process you can audit.
- HiringAI Candidate Matching Explained: How Smart Algorithms Find Your Perfect FitImprove hiring with AI candidate matching and advanced recruitment AI algorithms. Discover how AI recruitment platforms enable automated candidate screening, skill-based hiring, and smarter talent…
- HiringHow Top GCCs in India Are Solving the Passive Candidate ProblemOptimize GCC talent acquisition with AI-driven recruitment strategies. Discover how to hire passive engineers in India, overcome GCC hiring challenges, and improve candidate sourcing.
- HiringBest Practices for AI Outreach: How to Get 40-60% Reply Rates from Passive CandidatesA practical guide for GCC hiring teams to improve passive candidate sourcing, outreach strategy, and hiring outcomes using AI driven hiring.
- HiringGCC Hiring in India 2026: Complete Guide to Building Your Tech Team FastA complete guide to GCC hiring in India in 2026. Covers AI recruitment strategies, passive candidate sourcing, automated screening, and what leading GCCs are doing differently to hire tech roles fast.
- HiringHow to Reduce Time to Hire by 50%: The 2026 PlaybookStruggling with high time to hire in GCC hiring? Discover how AI sourcing, automated outreach, and parallel hiring workflows cut hiring cycles from 45 to 21 days at scale
- HiringLinkedIn Recruiter vs Kodiva: Which Is Right for High-Volume Tech Hiring?Compare LinkedIn Recruiter vs Kodiva for high-volume tech hiring in India. Discover differences in sourcing, outreach, automation, and scalability for GCCs and fast-growing teams.
- HiringWhy GCC Hiring in India Is Harder Than It Looks (And What to Do About It)Understand GCC hiring challenges in India and how to improve talent acquisition with scalable recruitment strategies. Learn how automation transforms sourcing, screening, and hiring efficiency for
- HiringAI in Recruitment Process: How It's Transforming Hiring in 2026Explore AI in recruitment process in 2026: how autonomous agents transform sourcing, screening, outreach & hiring. Real changes in the recruitment process with AI tools for better fits and faster
- HiringHow Kodiva Is Helping Recruiting Teams Hire FasterSee how Kodiva helps recruiting teams: automated sourcing from multiple sources, autopilot shortlisting, personalized outreach, and continuous improvement. Less manual work, better pipelines
- HiringWhy Top Teams Are Using AI in Hiring Right NowDiscover how AI in hiring saves time, uncovers passive talent, sharpens shortlists, personalizes outreach, and creates fairer processes. Real benefits of AI recruitment tools for recruiters today.
- HiringFull Guide to Hiring for a Tech RoleFull 2026 guide to hiring tech roles in India: define requirements, reach passive candidates, source developers effectively, shortlist with AI, conduct strong interviews, close offers fast.
- HiringHow Autonomous Agents Are Changing the Hiring GameExplore how autonomous AI agents are revolutionizing hiring in 2026: end-to-end sourcing, autopilot shortlisting, personalized outreach. See the shift to agentic AI in India's tech hiring
- HiringBest Agentic hiring softwares in 2026turbohireAgentic hiring platforms are reshaping the AI in the recruitment process by using autonomous AI agents to source, evaluate, shortlist, and engage candidates without relying on manual…
- HiringWhat Actually Works in Tech Hiring in 2026Discover the strategies that are really delivering results in tech hiring this year: precise role definition, multi-source autopilot sourcing, personalized outreach, and human-AI balance.
- HiringFix the biggest bottleneck in hiring: SourcingImagine you're a recruiter on a Monday morning. Your inbox overflows with applications for that senior engineer role. After hours of scrolling, only a couple seem qualified. The rest are mismatches
- HiringBest Practices for Hiring with KodivaHiring works best when you treat it as a system, not a one-time task. While tools can accelerate the process, outcomes still depend on how clearly you define roles, how intentionally you make…
- HiringCommon Hiring Mistakes to Avoid in 2026: 6 Reasons Why Your Recruitment Process Fails (And How to Fix Them)Meta: Discover 6 common hiring mistakes causing slow fills, bad fits, and frustration in 2026. Learn why recruitment processes fail and how AI tools like Kodiva fix them for faster, better hires.
- HiringUsing AI in Hiring: How Kodiva Learns from Your Feedback to Revolutionize Shortlisting in the AI Hiring ProcessYet most recruiters still scroll through resumes, apply the same filters, and hope for the best.
- HiringTraditional Hiring vs Kodiva HiringWithin days, candidates start applying. Your ATS begins filling up, and at first, things seem under control. But very quickly, volume takes over.
- HiringWhy Agentic Hiring Is the FutureHiring has become increasingly difficult to manage manually. Talent pools are larger, roles are more specialized, and speed now plays a critical role in securing the right candidates. Most teams use
- HiringWill AI replace recuiters in 2026 ?It's the question on every recruiter's mind as AI adoption accelerates across the industry. Walk into any talent acquisition team meeting in 2026, and you'll hear the tension: excitement about AI's
- HiringEvolution of Hiring: From AI-assisted to AI-drivenHiring was once entirely manual. Recruiters sourced candidates, reviewed resumes, scheduled interviews, and made decisions themselves. When you're hiring for five positions, this works beautifully.
- HiringWhy Copilot Is Needed In HiringHiring today looks deceptively simple from the outside. Post a job, wait for applications, review some resumes, schedule interviews. Done, right?
- HiringHow AI Is Changing Hiring ForeverThe recruitment process has been transformed by artificial intelligence. It’s interesting to see how each stage has evolved from manual workflows to AI-powered efficiency.
- HiringWhat Makes Circle Different from Job BoardsJob boards haven’t changed much in two decades. They list openings, collect applications, and rely on resume-based matches. Candidates scroll endlessly and apply to dozens of roles, hoping someone
- Hiring5 Tips to Stand Out in an AI-Powered Job MarketThe rise of artificial intelligence has transformed the job market, creating both challenges and opportunities for professionals across industries. While AI tools can automate routine tasks, they've
- HiringHow skill graphs are going to replace resumesSkill Graphs are reshaping hiring in the AI era. Learn how they’re replacing resumes and powering data-driven recruitment through Skill Intelligence.
- HiringAI Resume Screening: What It Is, How It Works, and Why Hiring Teams Can’t Ignore ItDiscover how AI resume screening works and why it’s transforming modern hiring. Learn benefits, process steps, and how AI helps recruiters shortlist stronger candidates faster.
- HiringFull Cycle Recruiting: A Clear Guide for Modern Hiring TeamsUnderstand full cycle recruiting from sourcing to onboarding. Explore each stage, benefits, challenges, and how modern tools simplify and improve the end-to-end hiring process.
- HiringBoolean Recruiting: A Simple Guide to Smarter Candidate SearchesLearn what Boolean recruiting is and how to use Boolean search to find better candidates. Clear examples, tips, and query structures to improve sourcing accuracy and speed.
- HiringBringing Intelligence to Tech Hiring: The Future is Already HereDiscover how AI is revolutionizing tech hiring by automating candidate pipelines, skill assessment, and interviews. Learn about tech skill intelligence, the hiring gaps it addresses, and how
- HiringHow AI Agents Are Changing Tech HiringDiscover how AI agents are transforming tech hiring by automating sourcing, scoring, and screening. Learn how AI-driven recruitment reduces costs, eliminates manual effort, and improves candidate
- HiringHow to Improve Candidate Experience with Skill-Based AssessmentsDiscover how AI agents are transforming tech hiring by automating sourcing, scoring, and screening. Learn how AI-driven recruitment reduces costs, eliminates manual effort, and improves candidate
- HiringTop 10 Technical Skills to Assess in Senior Engineers in 2024Kodiva has evolved. This post reflects work we did on assessments – but we’ve since moved on to what we believe is a more urgent problem: helping recruiters stop sourcing manually. The top of the
- HiringWhy Automated Coding Challenges Fall Short for Senior EngineersKodiva has evolved. This post reflects work we did on assessments – but we’ve since moved on to what we believe is a more urgent problem: helping recruiters stop sourcing manually. The top of the
- HiringHow AI is Revolutionizing Technical Skill AssessmentsKodiva has evolved. This post reflects work we did on assessments – but we’ve since moved on to what we believe is a more urgent problem: helping recruiters stop sourcing manually. The top of the
- HiringIntroducing Asynchronous Proctoring: A Human-Centered Approach to ChatGPT Cheating DetectionKodiva has evolved. This post reflects work we did on assessments – but we’ve since moved on to what we believe is a more urgent problem: helping recruiters stop sourcing manually. The top of the
- HiringHow Kodiva.ai Benchmarks Engineers (Without Making Your Brain Hurt)Kodiva has evolved. This post reflects work we did on assessments – but we’ve since moved on to what we believe is a more urgent problem: helping recruiters stop sourcing manually. The top of the
- HiringCheating on technical assessments with tools like ChatGPT has become a widespread issue.Kodiva has evolved. This post reflects work we did on assessments – but we’ve since moved on to what we believe is a more urgent problem: helping recruiters stop sourcing manually. The top of the
- HiringGCC Hiring Playbook 2026: a free guide for TA leaders in IndiaA guide for GCC TA leaders in India: AI-powered sourcing, recruiter productivity frameworks, and a hiring maturity assessment. Built from 50+ real GCC engagements.
- HiringCase study: How Elephant Canvas found technical precision in a sea of noiseHow Elephant Canvas used Kodiva to reduce technical screening effort by 70% and find stack-specific engineering candidates that LinkedIn and Naukri couldn't surface.