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    <title>VAMI</title>
    <link>https://vami.agency/blog</link>
    <description>VAMI — latest articles</description>
    <language>en-us</language>
    <lastBuildDate>Wed, 27 May 2026 09:49:59 GMT</lastBuildDate>
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    <copyright>Copyright 2026 VAMI</copyright>
    <ttl>60</ttl>
    
    <item>
      <title><![CDATA[NLP Engineer Hiring Guide: Skills, Salary, and How to Screen Candidates]]></title>
      <link>https://vami.agency/blog/nlp-engineer-hiring-guide</link>
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      <description><![CDATA[NLP engineering has split into two distinct specialisations post-LLM: classical NLP and LLM engineering. Conflating the two leads to the wrong hire every time. Here is how to tell them apart and hire correctly.]]></description>
      <pubDate>Thu, 09 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Hire a Computer Vision Engineer: Skills, Salary, and Interview Framework]]></title>
      <link>https://vami.agency/blog/how-to-hire-a-computer-vision-engineer</link>
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      <description><![CDATA[Computer vision engineering is a narrow specialty where most candidates look similar on a CV. A structured vetting framework is the only reliable way to identify engineers who can ship production CV systems.]]></description>
      <pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Product Manager Job Description: Skills, Salary, and How to Hire One]]></title>
      <link>https://vami.agency/blog/ai-product-manager-job-description</link>
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      <description><![CDATA[AI Product Managers need both product sense and ML literacy — the rarest combination in the market. Learn what the role requires, what to pay in 2026, and how to run the right interview process.]]></description>
      <pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Hire Remote AI Engineers: Vetting, Timezones, Compensation]]></title>
      <link>https://vami.agency/blog/how-to-hire-remote-ai-engineers</link>
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      <description><![CDATA[Remote AI hiring unlocks a global talent pool at 30–50% lower cost than US-based hires. But it requires a different vetting framework, timezone strategy, and compensation structure to work at scale.]]></description>
      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
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    <item>
      <title><![CDATA[AI Engineer Job Description 2026: Skills, Salary, and What the Role Actually Is]]></title>
      <link>https://vami.agency/blog/ai-engineer-job-description-2026</link>
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      <description><![CDATA["AI engineer" in 2026 means three distinct roles: AI Application Engineer, ML Engineer, and Research Engineer. Conflating them produces job descriptions that attract no one good. Here is how to write it correctly.]]></description>
      <pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Data Scientist vs ML Engineer: Who to Hire and When]]></title>
      <link>https://vami.agency/blog/data-scientist-vs-ml-engineer</link>
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      <description><![CDATA[Data scientists and ML engineers are not interchangeable. One finds insights and builds prototypes; the other ships them to production. Hiring the wrong role first costs 6–12 months of correction.]]></description>
      <pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate>
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    <item>
      <title><![CDATA[AI Engineer Retention: How to Keep Your Best ML Talent From Getting Poached]]></title>
      <link>https://vami.agency/blog/ai-engineer-retention</link>
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      <description><![CDATA[The average AI engineer tenure is 18–24 months. Companies that don't actively invest in retention lose their best people — not to higher salaries, but to more interesting problems. Here is how to fix that.]]></description>
      <pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Hire an AI Agent Engineer: Skills, Interview Questions, and Salary]]></title>
      <link>https://vami.agency/blog/how-to-hire-an-ai-agent-engineer</link>
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      <description><![CDATA[AI agent engineers are among the scarcest AI talent in 2026. Learn what the role actually requires, how to vet candidates, what to pay, and where to find engineers who understand autonomous systems — not just model fine-tuning.]]></description>
      <pubDate>Sat, 04 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Hiring Mistakes That Cost Startups Six Figures (And How to Avoid Them)]]></title>
      <link>https://vami.agency/blog/ai-hiring-mistakes-that-cost-startups-six-figures</link>
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      <description><![CDATA[Most startups lose $150K–$300K per bad AI hire through mismatched role definitions, broken interview processes, and mis-hires that churn in 3–6 months. Here are the five mistakes and how to fix them.]]></description>
      <pubDate>Tue, 31 Mar 2026 00:00:00 GMT</pubDate>
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    <item>
      <title><![CDATA[AI Team Roles and Responsibilities: A Complete Guide for 2026]]></title>
      <link>https://vami.agency/blog/ai-team-roles-and-responsibilities</link>
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      <description><![CDATA[Every core AI team role defined — ML Engineer, Data Scientist, MLOps, AI Researcher, LLM Engineer, AI PM, VP of AI. What each does, how they interact, and which roles to hire in which order by company stage.]]></description>
      <pubDate>Mon, 30 Mar 2026 00:00:00 GMT</pubDate>
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    <item>
      <title><![CDATA[AI Researcher Salary Guide: What Top Talent Earns at Startups and Big Tech in 2026]]></title>
      <link>https://vami.agency/blog/ai-researcher-salary-guide</link>
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      <description><![CDATA[Detailed salary benchmarks for AI researchers — Big Tech labs vs startups, PhD vs industry track, base vs total comp. Includes what researchers actually evaluate when choosing a role and how to compete without a FAANG budget.]]></description>
      <pubDate>Sun, 29 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[MLOps Engineer: Job Description, Salary Benchmarks, and How to Hire]]></title>
      <link>https://vami.agency/blog/mlops-engineer-job-description-salary-benchmarks</link>
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      <description><![CDATA[What MLOps engineers actually do, what to pay them in 2026 across US, UK, and EU markets, the skills that predict production success, and how to run a vetting process that filters for real experience.]]></description>
      <pubDate>Sat, 28 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Will AI Replace Executive Search? What Hiring Leaders Need to Know]]></title>
      <link>https://vami.agency/blog/will-ai-replace-executive-search</link>
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      <description><![CDATA[AI tools are already changing talent sourcing, screening, and market mapping — but executive search depends on relationships, contextual judgment, and negotiation that automation cannot replicate. Here is what actually changes and what does not.]]></description>
      <pubDate>Thu, 26 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Hiring AI Engineers in the USA: Salary Benchmarks and Recruitment Guide 2026]]></title>
      <link>https://vami.agency/blog/hiring-ai-engineers-usa-salary-benchmarks-2026</link>
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      <description><![CDATA[US AI engineering salaries range from $140k to $400k+ TC depending on role, level, and location. ML Engineer, LLM Engineer, MLOps, AI Tech Lead benchmarks plus visa pathways and sourcing channels.]]></description>
      <pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate>
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    <item>
      <title><![CDATA[Hiring AI Engineers in the UK: Salary Benchmarks and Recruitment Guide 2026]]></title>
      <link>https://vami.agency/blog/hiring-ai-engineers-uk-salary-benchmarks-2026</link>
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      <description><![CDATA[UK AI engineering salaries have risen 20–30% since 2023 due to US remote competition. ML Engineer £80–150k, LLM Engineer £130–190k, AI Tech Lead £140–200k. Sourcing, visa, and recruiter strategy.]]></description>
      <pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Engineer Onboarding: How to Ramp ML Hires in 30, 60, and 90 Days]]></title>
      <link>https://vami.agency/blog/ai-engineer-onboarding-30-60-90-day-plan</link>
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      <description><![CDATA[Most onboarding plans are written for software engineers and fail for ML hires. Here is a structured 30/60/90-day framework that accounts for data access, experimentation infrastructure, and realistic ramp timelines.]]></description>
      <pubDate>Tue, 24 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[VP of AI Hiring Guide: How to Find and Assess a Head of AI]]></title>
      <link>https://vami.agency/blog/vp-of-ai-hiring-guide</link>
      <guid isPermaLink="true">https://vami.agency/blog/vp-of-ai-hiring-guide</guid>
      <description><![CDATA[The VP of AI is one of the hardest hires in tech — it combines executive leadership, deep ML expertise, and commercial strategy. Learn candidate profiles, compensation benchmarks, and how to run the assessment.]]></description>
      <pubDate>Mon, 23 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Tech Lead vs. Technical Lead: When to Hire Each and What to Pay]]></title>
      <link>https://vami.agency/blog/ai-tech-lead-vs-technical-lead</link>
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      <description><![CDATA[An AI Tech Lead is not a general technical lead with ML skills bolted on. Learn the real difference, when each role makes sense, salary benchmarks, and how to vet candidates correctly.]]></description>
      <pubDate>Mon, 23 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[LLM Engineer Hiring Guide: Job Description, Skills, and Compensation]]></title>
      <link>https://vami.agency/blog/llm-engineer-hiring-guide</link>
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      <description><![CDATA[LLM engineer is a new role with evolving requirements and inflated claims. Learn what the role actually involves, what skills to screen for, salary benchmarks, and how to avoid hiring prompt engineers when you need systems builders.]]></description>
      <pubDate>Sat, 21 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Hire AI Engineers in the USA: A Practical Playbook for Startups and Scale-Ups]]></title>
      <link>https://vami.agency/blog/how-to-hire-ai-engineers-in-the-usa</link>
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      <description><![CDATA[The US AI engineering market is the most competitive in the world. Learn where to find candidates, what compensation wins offers, how to vet technical skills, and when to use a specialist agency.]]></description>
      <pubDate>Fri, 20 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Tech Lead Job Description: Responsibilities, Salary, and How to Assess]]></title>
      <link>https://vami.agency/blog/ai-tech-lead-job-description</link>
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      <description><![CDATA[What does an AI Tech Lead actually do, what do they earn, and how do you vet them? Full job description breakdown with salary benchmarks and a 4-stage assessment framework.]]></description>
      <pubDate>Thu, 19 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Machine Learning Recruitment Agency vs In-House Hiring: Cost, Speed, and Quality]]></title>
      <link>https://vami.agency/blog/machine-learning-recruitment-agency-vs-in-house</link>
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      <description><![CDATA[Choosing between a machine learning recruitment agency and in-house hiring? Full cost breakdown, speed comparison, and quality analysis to help you decide.]]></description>
      <pubDate>Thu, 19 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Hire an AI Researcher: Skills, Salary, and Vetting Framework]]></title>
      <link>https://vami.agency/blog/how-to-hire-an-ai-researcher</link>
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      <description><![CDATA[AI researchers need different vetting than engineers. Learn salary benchmarks ($180k–$350k+), red flags, and a 4-stage interview framework that works even without a research background.]]></description>
      <pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Executive Search in 2025: How Top Firms Find CTO and VP AI Talent]]></title>
      <link>https://vami.agency/blog/ai-executive-search-2025-cto-vp-ai-talent</link>
      <guid isPermaLink="true">https://vami.agency/blog/ai-executive-search-2025-cto-vp-ai-talent</guid>
      <description><![CDATA[The global pool of qualified AI executives is tiny. Learn how specialist firms outperform generalists 3:1, what technical vetting looks like, and typical timelines and fees.]]></description>
      <pubDate>Tue, 17 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[MLOps Engineer vs Backend Engineer: When to Hire MLOps and What to Pay]]></title>
      <link>https://vami.agency/blog/mlops-engineer-vs-backend-engineer</link>
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      <description><![CDATA[MLOps engineers are essential once you have multiple production models. Learn when to hire MLOps vs backend, skill comparison, salary benchmarks, and interview framework.]]></description>
      <pubDate>Mon, 16 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[LLM Engineer Salary in 2025: UK, USA, Canada, and Remote Benchmarks]]></title>
      <link>https://vami.agency/blog/llm-engineer-salary-2025-benchmarks</link>
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      <description><![CDATA[LLM engineer salaries vary by location and experience. US roles command 30-50% premiums over UK/Canada. Full benchmarks for 2025.]]></description>
      <pubDate>Sun, 15 Mar 2026 00:00:00 GMT</pubDate>
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    <item>
      <title><![CDATA[Generative AI Engineer Job Description: Skills, Salary, and Red Flags]]></title>
      <link>https://vami.agency/blog/generative-ai-engineer-job-description</link>
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      <description><![CDATA[Generative AI engineers need LLM-specific skills, RAG experience, and production deployment ability. Learn skills, salary benchmarks, and interview framework.]]></description>
      <pubDate>Sat, 14 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Team Structure for Startups vs Enterprises: Building Your First AI Department]]></title>
      <link>https://vami.agency/blog/ai-team-structure-startups-vs-enterprises</link>
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      <description><![CDATA[The optimal AI team structure differs between startups and enterprises. Learn lean startup models (3-8 people) vs enterprise departments with governance.]]></description>
      <pubDate>Fri, 13 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[MLOps Engineer Hiring Guide: What to Look For in 2026]]></title>
      <link>https://vami.agency/blog/mlops-engineer-hiring-guide-2026</link>
      <guid isPermaLink="true">https://vami.agency/blog/mlops-engineer-hiring-guide-2026</guid>
      <description><![CDATA[MLOps is the most misunderstood role in AI hiring. Learn the two types of MLOps engineers, core skills, tools, compensation benchmarks, and a 3-stage interview process.]]></description>
      <pubDate>Thu, 12 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Build an AI Team from Scratch: Roles, Order, Mistakes]]></title>
      <link>https://vami.agency/blog/how-to-build-an-ai-team-from-scratch-roles-order-mistakes</link>
      <guid isPermaLink="true">https://vami.agency/blog/how-to-build-an-ai-team-from-scratch-roles-order-mistakes</guid>
      <description><![CDATA[Most companies hire in the wrong order and waste 6–12 months. Learn the correct hiring sequence for AI teams at seed, Series A, and Series B stages.]]></description>
      <pubDate>Thu, 12 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Best AI Recruitment Agencies in 2026: How to Choose]]></title>
      <link>https://vami.agency/blog/best-ai-recruitment-agencies-in-2026-how-to-choose</link>
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      <description><![CDATA[Compare top AI recruitment agencies in 2026. Learn 5 evaluation criteria, red flags, and how to avoid agencies that promise more than they deliver.]]></description>
      <pubDate>Wed, 27 May 2026 09:49:59 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[LLM Engineer vs ML Engineer: Who to Hire for Your AI Product]]></title>
      <link>https://vami.agency/blog/llm-engineer-vs-ml-engineer-who-to-hire-for-your</link>
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      <description><![CDATA[LLM engineers vs ML engineers: Learn which role fits your product, decision matrix for 4 scenarios, and where to find specialists.]]></description>
      <pubDate>Wed, 27 May 2026 09:49:59 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Vet ML Engineers: A Technical Hiring Framework]]></title>
      <link>https://vami.agency/blog/how-to-vet-ml-engineers-a-technical-hiring</link>
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      <description><![CDATA[Skip LeetCode—use our proven 4-stage vetting system to identify ML engineers who ship models and understand production constraints.]]></description>
      <pubDate>Wed, 27 May 2026 09:49:59 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[The 3-Day Candidate Framework: How Elite AI Recruiters Move Fast]]></title>
      <link>https://vami.agency/blog/the-3-day-candidate-framework-how-elite-ai</link>
      <guid isPermaLink="true">https://vami.agency/blog/the-3-day-candidate-framework-how-elite-ai</guid>
      <description><![CDATA[Learn how top AI recruiters deliver vetted ML engineers in 72 hours using pre-built networks and structured vetting without cutting corners.]]></description>
      <pubDate>Thu, 15 Jan 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[AI Researcher vs ML Engineer: Who Should You Hire First?]]></title>
      <link>https://vami.agency/blog/ai-researcher-vs-ml-engineer-who-should-you-hire</link>
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      <description><![CDATA[Choose between AI researchers and ML engineers with a data-driven framework based on product stage and technical needs.]]></description>
      <pubDate>Fri, 06 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Hire ML Engineers Without LinkedIn in 2026]]></title>
      <link>https://vami.agency/blog/how-to-hire-ml-engineers-without-linkedin-in-2026</link>
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      <description><![CDATA[Stop wasting time on LinkedIn. Discover where top ML engineers actually are and how to recruit them directly from GitHub, arXiv, and private communities.]]></description>
      <pubDate>Wed, 27 May 2026 09:49:59 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Who Said Big Companies Can't Be Agile? Here's a Case from DHL.]]></title>
      <link>https://vami.agency/blog/who-said-big-companies-cant-be-agile-heres-a-case-from-dhl</link>
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      <description><![CDATA[Conventional wisdom says large enterprises can't move fast with AI. DHL's story proves otherwise — and shows what it takes to build organizational agility at scale.]]></description>
      <pubDate>Sun, 01 Dec 2024 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[How to Implement AI Without Turning Your Team Into Button-Pushing Monkeys]]></title>
      <link>https://vami.agency/blog/how-to-implement-ai-without-turning-your-team-into-button-pushing-monkeys</link>
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      <description><![CDATA[AI adoption fails when people stop thinking and start just prompting. Here's how to implement AI tools while keeping critical thinking, ownership, and expertise intact.]]></description>
      <pubDate>Fri, 01 Nov 2024 00:00:00 GMT</pubDate>
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