<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="ie=edge"/><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"/><meta name="generator" content="Gatsby 5.13.6"/><meta data-react-helmet="true" name="description" content="Liza Katz, also known as lizozom, is an AI Engineer and GenAI Consultant specializing in RAG, LLMs, and search technologies. Available for consulting, public speaking, and workshops."/><meta data-react-helmet="true" name="keywords" content="Liza Katz, lizozom, Liza K, Liza Katz lizozom, Full Stack Developer, AI Engineer, GenAI Consultant, AI Consultant, RAG, Retrieval Augmented Generation, LLM, Large Language Models, Elasticsearch, OpenSearch, Python, TypeScript, JavaScript, React, Next.js, Machine Learning, Search Optimization, Hybrid Search, Semantic Search, Vector Search, AI Agents, Ex-Elastic, Software Engineer, Team Lead, Public Speaker, Technical Speaker, AI Workshop, GenAI Training, Webby Award Winner, Google AI Hackathon Winner"/><meta data-react-helmet="true" name="author" content="Liza Katz"/><meta data-react-helmet="true" name="robots" content="index, follow"/><meta data-react-helmet="true" property="og:title" content="Liza Katz (lizozom) - AI Engineer &amp; GenAI Consultant"/><meta data-react-helmet="true" property="og:description" content="Liza Katz, also known as lizozom, is an AI Engineer and GenAI Consultant specializing in RAG, LLMs, and search technologies. Available for consulting, public speaking, and workshops."/><meta data-react-helmet="true" property="og:type" content="website"/><meta data-react-helmet="true" property="og:url" content="https://lizozom.com"/><meta data-react-helmet="true" property="og:image" content="https://lizozom.com/og.png"/><meta data-react-helmet="true" property="og:image:alt" content="Liza Katz - Helping teams and audiences make AI make sense through public speaking, workshops and hands-on Big Data &amp; GenAI consulting."/><meta data-react-helmet="true" property="og:site_name" content="Liza Katz"/><meta data-react-helmet="true" property="twitter:card" content="summary_large_image"/><meta data-react-helmet="true" property="twitter:creator" content=""/><meta data-react-helmet="true" property="twitter:title" content="Liza Katz (lizozom) - AI Engineer &amp; GenAI Consultant"/><meta data-react-helmet="true" property="twitter:description" content="Liza Katz, also known as lizozom, is an AI Engineer and GenAI Consultant specializing in RAG, LLMs, and search technologies. Available for consulting, public speaking, and workshops."/><meta data-react-helmet="true" property="twitter:image" content="https://lizozom.com/og.png"/><meta data-react-helmet="true" name="linkedin:owner" content="Liza Katz"/><meta name="theme-color" content="#663399"/><style data-href="/styles.41dc15bdd47f8ad2866e.css" data-identity="gatsby-global-css">@import url(https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&family=Space+Grotesk:wght@600;700&display=swap);
/*
! tailwindcss v3.4.4 | MIT License | https://tailwindcss.com
*/*,:after,:before{border:0 solid #e5e7eb;box-sizing:border-box}:after,:before{--tw-content:""}:host,html{-webkit-text-size-adjust:100%;font-feature-settings:normal;-webkit-tap-highlight-color:transparent;font-family:Inter,system-ui,-apple-system,sans-serif;font-variation-settings:normal;line-height:1.5;-moz-tab-size:4;tab-size:4}body{line-height:inherit;margin:0}hr{border-top-width:1px;color:inherit;height:0}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,kbd,pre,samp{font-feature-settings:normal;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,monospace;font-size:1em;font-variation-settings:normal}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}table{border-collapse:collapse;border-color:inherit;text-indent:0}button,input,optgroup,select,textarea{font-feature-settings:inherit;color:inherit;font-family:inherit;font-size:100%;font-variation-settings:inherit;font-weight:inherit;letter-spacing:inherit;line-height:inherit;margin:0;padding:0}button,select{text-transform:none}button,input:where([type=button]),input:where([type=reset]),input:where([type=submit]){-webkit-appearance:button;background-color:transparent;background-image:none}:-moz-focusring{outline:auto}:-moz-ui-invalid{box-shadow:none}progress{vertical-align:baseline}::-webkit-inner-spin-button,::-webkit-outer-spin-button{height:auto}[type=search]{-webkit-appearance:textfield;outline-offset:-2px}::-webkit-search-decoration{-webkit-appearance:none}::-webkit-file-upload-button{-webkit-appearance:button;font:inherit}summary{display:list-item}blockquote,dd,dl,figure,h1,h2,h3,h4,h5,h6,hr,p,pre{margin:0}fieldset{margin:0}fieldset,legend{padding:0}menu,ol,ul{list-style:none;margin:0;padding:0}dialog{padding:0}textarea{resize:vertical}input::placeholder,textarea::placeholder{color:#9ca3af;opacity:1}[role=button],button{cursor:pointer}:disabled{cursor:default}audio,canvas,embed,iframe,img,object,svg,video{display:block;vertical-align:middle}img,video{height:auto;max-width:100%}[hidden]{display:none}html{--vh:1vh;scroll-behavior:smooth;scroll-padding-top:2rem}@supports (height:100dvh){html{--vh:1dvh}}b{font-weight:500}.blog-content{--tw-text-opacity:1;color:rgb(75 85 99/var(--tw-text-opacity));max-width:768px}.blog-content a{--tw-text-opacity:1;color:rgb(0 0 0/var(--tw-text-opacity));text-decoration-line:underline}.blog-content p,.gatsby-highlight{margin-bottom:1.5rem}.blog-content ol,.blog-content ul{margin-bottom:1.5rem;margin-left:2.5rem}.blog-content ul li{list-style-type:disc}.blog-content ol li{list-style-type:decimal}.blog-content h1{font-size:2.25rem;line-height:2.5rem}.blog-content h1,.blog-content h2{--tw-text-opacity:1;color:rgb(17 24 39/var(--tw-text-opacity));font-weight:700;margin-bottom:.75rem;margin-top:.75rem}.blog-content h2{font-size:1.5rem;line-height:2rem}.blog-content h3{font-size:1.25rem;line-height:1.75rem}.blog-content h3,.blog-content h4,.blog-content h5{--tw-text-opacity:1;color:rgb(17 24 39/var(--tw-text-opacity));font-weight:700;margin-bottom:.75rem;margin-top:.75rem}.blog-content h5{font-size:.875rem;line-height:1.25rem}.blog-content h6{--tw-text-opacity:1;color:rgb(55 65 81/var(--tw-text-opacity));font-size:.75rem;font-weight:700;line-height:1rem;margin-bottom:.75rem;margin-top:.75rem}.blog-content blockquote{border-left-width:4px;padding-left:1.25rem}.blog-content hr{margin-bottom:1.5rem;margin-top:1.5rem}*,:after,:before{--tw-border-spacing-x:0;--tw-border-spacing-y:0;--tw-translate-x:0;--tw-translate-y:0;--tw-rotate:0;--tw-skew-x:0;--tw-skew-y:0;--tw-scale-x:1;--tw-scale-y:1;--tw-pan-x: ;--tw-pan-y: ;--tw-pinch-zoom: ;--tw-scroll-snap-strictness:proximity;--tw-gradient-from-position: ;--tw-gradient-via-position: ;--tw-gradient-to-position: ;--tw-ordinal: ;--tw-slashed-zero: ;--tw-numeric-figure: ;--tw-numeric-spacing: ;--tw-numeric-fraction: ;--tw-ring-inset: ;--tw-ring-offset-width:0px;--tw-ring-offset-color:#fff;--tw-ring-color:rgba(59,130,246,.5);--tw-ring-offset-shadow:0 0 #0000;--tw-ring-shadow:0 0 #0000;--tw-shadow:0 0 #0000;--tw-shadow-colored:0 0 #0000;--tw-blur: ;--tw-brightness: ;--tw-contrast: ;--tw-grayscale: ;--tw-hue-rotate: ;--tw-invert: ;--tw-saturate: ;--tw-sepia: ;--tw-drop-shadow: ;--tw-backdrop-blur: ;--tw-backdrop-brightness: ;--tw-backdrop-contrast: ;--tw-backdrop-grayscale: ;--tw-backdrop-hue-rotate: ;--tw-backdrop-invert: ;--tw-backdrop-opacity: ;--tw-backdrop-saturate: ;--tw-backdrop-sepia: ;--tw-contain-size: ;--tw-contain-layout: ;--tw-contain-paint: ;--tw-contain-style: }::backdrop{--tw-border-spacing-x:0;--tw-border-spacing-y:0;--tw-translate-x:0;--tw-translate-y:0;--tw-rotate:0;--tw-skew-x:0;--tw-skew-y:0;--tw-scale-x:1;--tw-scale-y:1;--tw-pan-x: ;--tw-pan-y: ;--tw-pinch-zoom: ;--tw-scroll-snap-strictness:proximity;--tw-gradient-from-position: ;--tw-gradient-via-position: ;--tw-gradient-to-position: ;--tw-ordinal: ;--tw-slashed-zero: ;--tw-numeric-figure: ;--tw-numeric-spacing: ;--tw-numeric-fraction: ;--tw-ring-inset: ;--tw-ring-offset-width:0px;--tw-ring-offset-color:#fff;--tw-ring-color:rgba(59,130,246,.5);--tw-ring-offset-shadow:0 0 #0000;--tw-ring-shadow:0 0 #0000;--tw-shadow:0 0 #0000;--tw-shadow-colored:0 0 #0000;--tw-blur: ;--tw-brightness: ;--tw-contrast: ;--tw-grayscale: ;--tw-hue-rotate: ;--tw-invert: ;--tw-saturate: ;--tw-sepia: ;--tw-drop-shadow: ;--tw-backdrop-blur: ;--tw-backdrop-brightness: ;--tw-backdrop-contrast: ;--tw-backdrop-grayscale: ;--tw-backdrop-hue-rotate: ;--tw-backdrop-invert: ;--tw-backdrop-opacity: ;--tw-backdrop-saturate: ;--tw-backdrop-sepia: ;--tw-contain-size: ;--tw-contain-layout: ;--tw-contain-paint: ;--tw-contain-style: }.container{width:100%}@media (min-width:480px){.container{max-width:480px}}@media (min-width:640px){.container{max-width:640px}}@media (min-width:768px){.container{max-width:768px}}@media (min-width:1024px){.container{max-width:1024px}}@media (min-width:1280px){.container{max-width:1280px}}@media (min-width:1536px){.container{max-width:1536px}}.pointer-events-none{pointer-events:none}.fixed{position:fixed}.absolute{position:absolute}.relative{position:relative}.inset-0{inset:0}.bottom-6{bottom:1.5rem}.left-6{left:1.5rem}.right-0{right:0}.right-6{right:1.5rem}.top-5{top:1.25rem}.top-6{top:1.5rem}.z-0{z-index:0}.z-10{z-index:10}.z-20{z-index:20}.z-40{z-index:40}.z-50{z-index:50}.mx-auto{margin-left:auto;margin-right:auto}.my-2{margin-bottom:.5rem;margin-top:.5rem}.mb-1{margin-bottom:.25rem}.mb-1\.5{margin-bottom:.375rem}.mb-12{margin-bottom:3rem}.mb-16{margin-bottom:4rem}.mb-2{margin-bottom:.5rem}.mb-3{margin-bottom:.75rem}.mb-4{margin-bottom:1rem}.mb-48{margin-bottom:12rem}.mb-6{margin-bottom:1.5rem}.mb-8{margin-bottom:2rem}.ml-1{margin-left:.25rem}.mt-1{margin-top:.25rem}.mt-12{margin-top:3rem}.mt-16{margin-top:4rem}.mt-2{margin-top:.5rem}.mt-4{margin-top:1rem}.mt-6{margin-top:1.5rem}.mt-8{margin-top:2rem}.line-clamp-2{-webkit-line-clamp:2}.line-clamp-2,.line-clamp-3{-webkit-box-orient:vertical;display:-webkit-box;overflow:hidden}.line-clamp-3{-webkit-line-clamp:3}.block{display:block}.inline-block{display:inline-block}.inline{display:inline}.flex{display:flex}.inline-flex{display:inline-flex}.grid{display:grid}.hidden{display:none}.h-12{height:3rem}.h-14{height:3.5rem}.h-20{height:5rem}.h-24{height:6rem}.h-4{height:1rem}.h-48{height:12rem}.h-5{height:1.25rem}.h-6{height:1.5rem}.h-full{height:100%}.max-h-full{max-height:100%}.min-h-\[55vh\]{min-height:55vh}.w-12{width:3rem}.w-14{width:3.5rem}.w-20{width:5rem}.w-24{width:6rem}.w-4{width:1rem}.w-48{width:12rem}.w-5{width:1.25rem}.w-6{width:1.5rem}.w-full{width:100%}.max-w-2xl{max-width:42rem}.max-w-4xl{max-width:56rem}.max-w-7xl{max-width:80rem}.max-w-full{max-width:100%}.max-w-none{max-width:none}.max-w-screen-xl{max-width:1280px}.flex-1{flex:1 1 0%}.flex-none{flex:none}.flex-shrink-0{flex-shrink:0}.transform{transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skewX(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.cursor-pointer{cursor:pointer}.resize{resize:both}.scroll-mt-8{scroll-margin-top:2rem}.list-disc{list-style-type:disc}.list-none{list-style-type:none}.flex-row{flex-direction:row}.flex-col{flex-direction:column}.flex-wrap{flex-wrap:wrap}.items-start{align-items:flex-start}.items-center{align-items:center}.justify-center{justify-content:center}.justify-between{justify-content:space-between}.gap-12{gap:3rem}.gap-3{gap:.75rem}.gap-4{gap:1rem}.gap-5{gap:1.25rem}.gap-6{gap:1.5rem}.gap-8{gap:2rem}.space-x-6>:not([hidden])~:not([hidden]){--tw-space-x-reverse:0;margin-left:calc(1.5rem*(1 - var(--tw-space-x-reverse)));margin-right:calc(1.5rem*var(--tw-space-x-reverse))}.space-y-0>:not([hidden])~:not([hidden]){--tw-space-y-reverse:0;margin-bottom:calc(0px*var(--tw-space-y-reverse));margin-top:calc(0px*(1 - var(--tw-space-y-reverse)))}.space-y-2>:not([hidden])~:not([hidden]){--tw-space-y-reverse:0;margin-bottom:calc(.5rem*var(--tw-space-y-reverse));margin-top:calc(.5rem*(1 - var(--tw-space-y-reverse)))}.space-y-6>:not([hidden])~:not([hidden]){--tw-space-y-reverse:0;margin-bottom:calc(1.5rem*var(--tw-space-y-reverse));margin-top:calc(1.5rem*(1 - var(--tw-space-y-reverse)))}.space-y-8>:not([hidden])~:not([hidden]){--tw-space-y-reverse:0;margin-bottom:calc(2rem*var(--tw-space-y-reverse));margin-top:calc(2rem*(1 - var(--tw-space-y-reverse)))}.overflow-hidden{overflow:hidden}.rounded-full{border-radius:9999px}.rounded-lg{border-radius:.5rem}.rounded-xl{border-radius:.75rem}.border{border-width:1px}.border-4{border-width:4px}.border-\[6px\]{border-width:6px}.border-b{border-bottom-width:1px}.border-t{border-top-width:1px}.border-gray-100{--tw-border-opacity:1;border-color:rgb(243 244 246/var(--tw-border-opacity))}.border-gray-200{--tw-border-opacity:1;border-color:rgb(229 231 235/var(--tw-border-opacity))}.border-neutral-200{--tw-border-opacity:1;border-color:rgb(229 229 229/var(--tw-border-opacity))}.border-purple-100{--tw-border-opacity:1;border-color:rgb(243 232 255/var(--tw-border-opacity))}.border-white\/20{border-color:hsla(0,0%,100%,.2)}.bg-\[\#08142c\]{--tw-bg-opacity:1;background-color:rgb(8 20 44/var(--tw-bg-opacity))}.bg-\[\#fce9c4\]{--tw-bg-opacity:1;background-color:rgb(252 233 196/var(--tw-bg-opacity))}.bg-accent-100{--tw-bg-opacity:1;background-color:rgb(253 230 138/var(--tw-bg-opacity))}.bg-black{--tw-bg-opacity:1;background-color:rgb(0 0 0/var(--tw-bg-opacity))}.bg-gray-50{--tw-bg-opacity:1;background-color:rgb(249 250 251/var(--tw-bg-opacity))}.bg-primary-500{--tw-bg-opacity:1;background-color:rgb(59 130 246/var(--tw-bg-opacity))}.bg-white{--tw-bg-opacity:1;background-color:rgb(255 255 255/var(--tw-bg-opacity))}.bg-white\/10{background-color:hsla(0,0%,100%,.1)}.bg-gradient-to-br{background-image:linear-gradient(to bottom right,var(--tw-gradient-stops))}.bg-gradient-to-r{background-image:linear-gradient(to right,var(--tw-gradient-stops))}.bg-gradient-to-t{background-image:linear-gradient(to top,var(--tw-gradient-stops))}.from-\[\#1e3a8a\]{--tw-gradient-from:#1e3a8a var(--tw-gradient-from-position);--tw-gradient-to:rgba(30,58,138,0) var(--tw-gradient-to-position);--tw-gradient-stops:var(--tw-gradient-from),var(--tw-gradient-to)}.from-black\/10{--tw-gradient-from:rgba(0,0,0,.1) var(--tw-gradient-from-position);--tw-gradient-to:transparent var(--tw-gradient-to-position);--tw-gradient-stops:var(--tw-gradient-from),var(--tw-gradient-to)}.from-primary-50{--tw-gradient-from:#eff6ff var(--tw-gradient-from-position);--tw-gradient-to:rgba(239,246,255,0) var(--tw-gradient-to-position);--tw-gradient-stops:var(--tw-gradient-from),var(--tw-gradient-to)}.from-purple-50{--tw-gradient-from:#faf5ff var(--tw-gradient-from-position);--tw-gradient-to:rgba(250,245,255,0) var(--tw-gradient-to-position);--tw-gradient-stops:var(--tw-gradient-from),var(--tw-gradient-to)}.via-\[\#312e81\]{--tw-gradient-to:rgba(49,46,129,0) var(--tw-gradient-to-position);--tw-gradient-stops:var(--tw-gradient-from),#312e81 var(--tw-gradient-via-position),var(--tw-gradient-to)}.to-\[\#1e1b4b\]{--tw-gradient-to:#1e1b4b var(--tw-gradient-to-position)}.to-primary-100{--tw-gradient-to:#dbeafe var(--tw-gradient-to-position)}.to-transparent{--tw-gradient-to:transparent var(--tw-gradient-to-position)}.to-violet-50{--tw-gradient-to:#f5f3ff var(--tw-gradient-to-position)}.object-contain{object-fit:contain}.p-4{padding:1rem}.p-6{padding:1.5rem}.px-3{padding-left:.75rem;padding-right:.75rem}.px-4{padding-left:1rem;padding-right:1rem}.px-6{padding-left:1.5rem;padding-right:1.5rem}.px-9{padding-left:2.25rem;padding-right:2.25rem}.py-1{padding-bottom:.25rem;padding-top:.25rem}.py-16{padding-bottom:4rem;padding-top:4rem}.py-2{padding-bottom:.5rem;padding-top:.5rem}.py-3{padding-bottom:.75rem;padding-top:.75rem}.py-3\.5{padding-bottom:.875rem;padding-top:.875rem}.py-8{padding-bottom:2rem;padding-top:2rem}.pb-4{padding-bottom:1rem}.pb-6{padding-bottom:1.5rem}.pb-8{padding-bottom:2rem}.pl-5{padding-left:1.25rem}.pr-4{padding-right:1rem}.pt-6{padding-top:1.5rem}.pt-8{padding-top:2rem}.text-center{text-align:center}.text-right{text-align:right}.font-display{font-family:Space Grotesk,Inter,system-ui,sans-serif}.font-sans{font-family:Inter,system-ui,-apple-system,sans-serif}.font-serif{font-family:ui-serif,Georgia,Cambria,Times New Roman,Times,serif}.text-2xl{font-size:1.5rem;line-height:2rem}.text-3xl{font-size:1.875rem;line-height:2.25rem}.text-4xl{font-size:2.25rem;line-height:2.5rem}.text-5xl{font-size:3rem;line-height:1}.text-base{font-size:1rem;line-height:1.5rem}.text-lg{font-size:1.125rem;line-height:1.75rem}.text-sm{font-size:.875rem;line-height:1.25rem}.text-xl{font-size:1.25rem;line-height:1.75rem}.text-xs{font-size:.75rem;line-height:1rem}.font-bold{font-weight:700}.font-light{font-weight:300}.font-medium{font-weight:500}.font-normal{font-weight:400}.font-semibold{font-weight:600}.uppercase{text-transform:uppercase}.italic{font-style:italic}.leading-\[1\.1\]{line-height:1.1}.leading-normal{line-height:1.5}.leading-relaxed{line-height:1.625}.leading-tight{line-height:1.25}.tracking-\[0\.2em\]{letter-spacing:.2em}.tracking-tight{letter-spacing:-.025em}.tracking-wide{letter-spacing:.025em}.tracking-wider{letter-spacing:.05em}.tracking-widest{letter-spacing:.1em}.text-gray-200{--tw-text-opacity:1;color:rgb(229 231 235/var(--tw-text-opacity))}.text-gray-400{--tw-text-opacity:1;color:rgb(156 163 175/var(--tw-text-opacity))}.text-gray-500{--tw-text-opacity:1;color:rgb(107 114 128/var(--tw-text-opacity))}.text-gray-600{--tw-text-opacity:1;color:rgb(75 85 99/var(--tw-text-opacity))}.text-gray-700{--tw-text-opacity:1;color:rgb(55 65 81/var(--tw-text-opacity))}.text-gray-900{--tw-text-opacity:1;color:rgb(17 24 39/var(--tw-text-opacity))}.text-neutral-600{--tw-text-opacity:1;color:rgb(82 82 82/var(--tw-text-opacity))}.text-neutral-900{--tw-text-opacity:1;color:rgb(23 23 23/var(--tw-text-opacity))}.text-primary-500{--tw-text-opacity:1;color:rgb(59 130 246/var(--tw-text-opacity))}.text-white{--tw-text-opacity:1;color:rgb(255 255 255/var(--tw-text-opacity))}.text-white\/40{color:hsla(0,0%,100%,.4)}.text-white\/60{color:hsla(0,0%,100%,.6)}.text-white\/80{color:hsla(0,0%,100%,.8)}.text-white\/90{color:hsla(0,0%,100%,.9)}.underline{text-decoration-line:underline}.antialiased{-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.opacity-0{opacity:0}.shadow-\[0_10px_30px_rgba\(0\2c 0\2c 0\2c 0\.3\)\]{--tw-shadow:0 10px 30px rgba(0,0,0,.3);--tw-shadow-colored:0 10px 30px var(--tw-shadow-color);box-shadow:var(--tw-ring-offset-shadow,0 0 #0000),var(--tw-ring-shadow,0 0 #0000),var(--tw-shadow)}.shadow-\[0_10px_40px_rgba\(255\2c 255\2c 255\2c 0\.3\)\]{--tw-shadow:0 10px 40px hsla(0,0%,100%,.3);--tw-shadow-colored:0 10px 40px var(--tw-shadow-color);box-shadow:var(--tw-ring-offset-shadow,0 0 #0000),var(--tw-ring-shadow,0 0 #0000),var(--tw-shadow)}.shadow-\[0_20px_60px_rgba\(0\2c 0\2c 0\2c 0\.3\)\]{--tw-shadow:0 20px 60px rgba(0,0,0,.3);--tw-shadow-colored:0 20px 60px var(--tw-shadow-color)}.shadow-\[0_20px_60px_rgba\(0\2c 0\2c 0\2c 0\.3\)\],.shadow-lg{box-shadow:var(--tw-ring-offset-shadow,0 0 #0000),var(--tw-ring-shadow,0 0 #0000),var(--tw-shadow)}.shadow-lg{--tw-shadow:0 10px 15px -3px rgba(0,0,0,.1),0 4px 6px -4px rgba(0,0,0,.1);--tw-shadow-colored:0 10px 15px -3px var(--tw-shadow-color),0 4px 6px -4px var(--tw-shadow-color)}.shadow-md{--tw-shadow:0 4px 6px -1px rgba(0,0,0,.1),0 2px 4px -2px rgba(0,0,0,.1);--tw-shadow-colored:0 4px 6px -1px var(--tw-shadow-color),0 2px 4px -2px var(--tw-shadow-color)}.shadow-md,.shadow-sm{box-shadow:var(--tw-ring-offset-shadow,0 0 #0000),var(--tw-ring-shadow,0 0 #0000),var(--tw-shadow)}.shadow-sm{--tw-shadow:0 1px 2px 0 rgba(0,0,0,.05);--tw-shadow-colored:0 1px 2px 0 var(--tw-shadow-color)}.backdrop-blur-md{--tw-backdrop-blur:blur(12px);backdrop-filter:var(--tw-backdrop-blur) var(--tw-backdrop-brightness) var(--tw-backdrop-contrast) var(--tw-backdrop-grayscale) var(--tw-backdrop-hue-rotate) var(--tw-backdrop-invert) var(--tw-backdrop-opacity) var(--tw-backdrop-saturate) var(--tw-backdrop-sepia)}.transition-all{transition-duration:.15s;transition-property:all;transition-timing-function:cubic-bezier(.4,0,.2,1)}.transition-colors{transition-duration:.15s;transition-property:color,background-color,border-color,text-decoration-color,fill,stroke;transition-timing-function:cubic-bezier(.4,0,.2,1)}.transition-opacity{transition-duration:.15s;transition-property:opacity;transition-timing-function:cubic-bezier(.4,0,.2,1)}.transition-transform{transition-property:transform;transition-timing-function:cubic-bezier(.4,0,.2,1)}.duration-150,.transition-transform{transition-duration:.15s}.duration-200{transition-duration:.2s}.duration-300{transition-duration:.3s}.duration-500{transition-duration:.5s}.ease-in-out{transition-timing-function:cubic-bezier(.4,0,.2,1)}.max-w-150{max-width:150px}.top-5{top:5%}.min-h-screen-mobile{min-height:100vh;min-height:calc(var(--vh, 1vh)*100)}code[class*=language-],pre[class*=language-]{color:#c5c8c6;direction:ltr;font-family:Inconsolata,Monaco,Consolas,Courier New,Courier,monospace;font-size:.75rem;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;line-height:1.5;margin-bottom:1.5rem;-moz-tab-size:4;-o-tab-size:4;tab-size:4;text-align:left;text-shadow:0 1px rgba(0,0,0,.3);white-space:pre;word-break:normal;word-spacing:normal}pre[class*=language-]{border-radius:.3em;margin:.5em 0;overflow:auto!important;padding:1em}:not(pre)>code[class*=language-],pre[class*=language-]{background:#1d1f21}:not(pre)>code[class*=language-]{border-radius:.3em;padding:.1em}.token.cdata,.token.comment,.token.doctype,.token.prolog{color:#7c7c7c}.token.punctuation{color:#c5c8c6}.namespace{opacity:.7}.token.keyword,.token.property,.token.tag{color:#96cbfe}.token.class-name{color:#ffffb6;text-decoration:underline}.token.boolean,.token.constant{color:#9c9}.token.deleted,.token.symbol{color:#f92672}.token.number{color:#ff73fd}.token.attr-name,.token.builtin,.token.char,.token.inserted,.token.selector,.token.string{color:#a8ff60}.token.variable{color:#c6c5fe}.token.operator{color:#ededed}.token.entity{color:#ffffb6;cursor:help}.token.url{color:#96cbfe}.language-css .token.string,.style .token.string{color:#87c38a}.token.atrule,.token.attr-value{color:#f9ee98}.token.function{color:#dad085}.token.regex{color:#e9c062}.token.important{color:#fd971f}.token.bold,.token.important{font-weight:700}.token.italic{font-style:italic}.language-text{background:#edf2f7!important;border-radius:0!important;color:#4a5568!important;font-size:12px!important;padding:2px 5px!important;text-shadow:none!important}@media print{.header .tracking-wider a,.section-wrapper a,p a{color:#42a8c0!important}.page-wrapper{padding:0 16px!important}.header{margin:0!important}.header .tracking-wider{margin-top:10px!important}.header .content-wrapper{padding:0}.section-wrapper{padding-top:0!important}.section-wrapper .section-title{padding:10px 0!important}.section-wrapper .item-link{font-size:16px;line-height:20px}p{font-size:14px;line-height:18px}.hide-in-print{display:none!important}}.after\:absolute:after{content:var(--tw-content);position:absolute}.after\:bottom-\[-4px\]:after{bottom:-4px;content:var(--tw-content)}.after\:left-0:after{content:var(--tw-content);left:0}.after\:h-0:after{content:var(--tw-content);height:0}.after\:h-0\.5:after{content:var(--tw-content);height:.125rem}.after\:w-0:after{content:var(--tw-content);width:0}.after\:bg-white:after{--tw-bg-opacity:1;background-color:rgb(255 255 255/var(--tw-bg-opacity));content:var(--tw-content)}.after\:transition-all:after{content:var(--tw-content);transition-duration:.15s;transition-property:all;transition-timing-function:cubic-bezier(.4,0,.2,1)}.after\:duration-300:after{content:var(--tw-content);transition-duration:.3s}.last\:border-b-0:last-child{border-bottom-width:0}.hover\:-translate-y-1:hover{--tw-translate-y:-0.25rem}.hover\:-translate-y-1:hover,.hover\:scale-105:hover{transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skewX(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.hover\:scale-105:hover{--tw-scale-x:1.05;--tw-scale-y:1.05}.hover\:scale-110:hover{--tw-scale-x:1.1;--tw-scale-y:1.1;transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skewX(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.hover\:border-primary-300:hover{--tw-border-opacity:1;border-color:rgb(147 197 253/var(--tw-border-opacity))}.hover\:border-white\/30:hover{border-color:hsla(0,0%,100%,.3)}.hover\:bg-primary-600:hover{--tw-bg-opacity:1;background-color:rgb(37 99 235/var(--tw-bg-opacity))}.hover\:bg-white\/20:hover{background-color:hsla(0,0%,100%,.2)}.hover\:bg-white\/25:hover{background-color:hsla(0,0%,100%,.25)}.hover\:bg-white\/95:hover{background-color:hsla(0,0%,100%,.95)}.hover\:text-black:hover{--tw-text-opacity:1;color:rgb(0 0 0/var(--tw-text-opacity))}.hover\:text-gray-900:hover{--tw-text-opacity:1;color:rgb(17 24 39/var(--tw-text-opacity))}.hover\:text-primary-500:hover{--tw-text-opacity:1;color:rgb(59 130 246/var(--tw-text-opacity))}.hover\:text-primary-600:hover{--tw-text-opacity:1;color:rgb(37 99 235/var(--tw-text-opacity))}.hover\:text-white:hover{--tw-text-opacity:1;color:rgb(255 255 255/var(--tw-text-opacity))}.hover\:text-white\/90:hover{color:hsla(0,0%,100%,.9)}.hover\:shadow-2xl:hover{--tw-shadow:0 25px 50px -12px rgba(0,0,0,.25);--tw-shadow-colored:0 25px 50px -12px var(--tw-shadow-color)}.hover\:shadow-2xl:hover,.hover\:shadow-\[0_15px_50px_rgba\(255\2c 255\2c 255\2c 0\.4\)\]:hover{box-shadow:var(--tw-ring-offset-shadow,0 0 #0000),var(--tw-ring-shadow,0 0 #0000),var(--tw-shadow)}.hover\:shadow-\[0_15px_50px_rgba\(255\2c 255\2c 255\2c 0\.4\)\]:hover{--tw-shadow:0 15px 50px hsla(0,0%,100%,.4);--tw-shadow-colored:0 15px 50px var(--tw-shadow-color)}.hover\:shadow-xl:hover{--tw-shadow:0 20px 25px -5px rgba(0,0,0,.1),0 8px 10px -6px rgba(0,0,0,.1);--tw-shadow-colored:0 20px 25px -5px var(--tw-shadow-color),0 8px 10px -6px var(--tw-shadow-color);box-shadow:var(--tw-ring-offset-shadow,0 0 #0000),var(--tw-ring-shadow,0 0 #0000),var(--tw-shadow)}.hover\:after\:w-full:hover:after{content:var(--tw-content);width:100%}.group:hover .group-hover\:translate-x-1{--tw-translate-x:0.25rem}.group:hover .group-hover\:scale-105,.group:hover .group-hover\:translate-x-1{transform:translate(var(--tw-translate-x),var(--tw-translate-y)) rotate(var(--tw-rotate)) skewX(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y))}.group:hover .group-hover\:scale-105{--tw-scale-x:1.05;--tw-scale-y:1.05}.group:hover .group-hover\:text-primary-500{--tw-text-opacity:1;color:rgb(59 130 246/var(--tw-text-opacity))}.group:hover .group-hover\:opacity-100{opacity:1}@media (min-width:640px){.sm\:flex-row{flex-direction:row}.sm\:px-6{padding-left:1.5rem;padding-right:1.5rem}.sm\:text-left{text-align:left}}@media (min-width:768px){.md\:mb-0{margin-bottom:0}.md\:flex{display:flex}.md\:hidden{display:none}.md\:h-28{height:7rem}.md\:h-72{height:18rem}.md\:w-28{width:7rem}.md\:w-72{width:18rem}.md\:w-full{width:100%}.md\:flex-1{flex:1 1 0%}.md\:grid-cols-2{grid-template-columns:repeat(2,minmax(0,1fr))}.md\:grid-cols-\[400px_1fr\]{grid-template-columns:400px 1fr}.md\:flex-row{flex-direction:row}.md\:gap-8{gap:2rem}.md\:p-0{padding:0}.md\:px-12{padding-left:3rem;padding-right:3rem}.md\:px-8{padding-left:2rem;padding-right:2rem}.md\:py-10{padding-bottom:2.5rem;padding-top:2.5rem}.md\:py-20{padding-bottom:5rem;padding-top:5rem}.md\:pl-20{padding-left:5rem}.md\:pt-1{padding-top:.25rem}.md\:text-3xl{font-size:1.875rem;line-height:2.25rem}.md\:text-4xl{font-size:2.25rem;line-height:2.5rem}.md\:text-5xl{font-size:3rem;line-height:1}.md\:text-6xl{font-size:3.75rem;line-height:1}.md\:text-base{font-size:1rem;line-height:1.5rem}.md\:text-lg{font-size:1.125rem;line-height:1.75rem}.md\:max-w-150{max-width:150px}}@media (min-width:1024px){.lg\:h-80{height:20rem}.lg\:w-80{width:20rem}.lg\:grid-cols-3{grid-template-columns:repeat(3,minmax(0,1fr))}.lg\:grid-cols-\[450px_1fr\]{grid-template-columns:450px 1fr}.lg\:gap-24{gap:6rem}.lg\:gap-8{gap:2rem}.lg\:px-20{padding-left:5rem;padding-right:5rem}.lg\:px-8{padding-left:2rem;padding-right:2rem}.lg\:text-7xl{font-size:4.5rem;line-height:1}.lg\:text-xl{font-size:1.25rem;line-height:1.75rem}}@media (min-width:1280px){.xl\:block{display:block}}</style><title data-react-helmet="true">Liza Katz (lizozom) - AI Engineer &amp; GenAI Consultant</title><link data-react-helmet="true" rel="canonical" href="https://lizozom.com"/><script data-react-helmet="true" type="application/ld+json">{"@context":"https://schema.org","@type":"Person","name":"Liza Katz","alternateName":["lizozom","Liza K.","Liza Katz lizozom"],"url":"https://lizozom.com","image":"https://lizozom.com/og.png","jobTitle":"AI Engineer & GenAI Consultant","description":"Liza Katz, also known as lizozom, is an AI Engineer and GenAI Consultant specializing in RAG, LLMs, and search technologies. Available for consulting, public speaking, and workshops.","sameAs":["https://www.linkedin.com/in/lizak/","https://github.com/lizozom","https://stackoverflow.com/users/372086/lizozom"],"knowsAbout":["Artificial Intelligence","Machine Learning","RAG (Retrieval Augmented Generation)","Large Language Models","Elasticsearch","OpenSearch","Python","TypeScript","GenAI"]}</script><link rel="sitemap" type="application/xml" href="/sitemap-index.xml"/><link rel="alternate" type="application/rss+xml" title="Liza Katz&#x27;s Blog RSS Feed" href="/rss.xml"/><link rel="preconnect" href="https://www.google-analytics.com"/><link rel="dns-prefetch" href="https://www.google-analytics.com"/><link rel="icon" href="/favicon-32x32.png?v=5c504cfe621df9b7c40af602f0f51573" type="image/png"/><link rel="manifest" href="/manifest.webmanifest" crossorigin="anonymous"/><link rel="apple-touch-icon" sizes="48x48" href="/icons/icon-48x48.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="72x72" href="/icons/icon-72x72.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="96x96" href="/icons/icon-96x96.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="144x144" href="/icons/icon-144x144.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="192x192" href="/icons/icon-192x192.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="256x256" href="/icons/icon-256x256.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="384x384" href="/icons/icon-384x384.png?v=5c504cfe621df9b7c40af602f0f51573"/><link rel="apple-touch-icon" sizes="512x512" href="/icons/icon-512x512.png?v=5c504cfe621df9b7c40af602f0f51573"/></head><body><div id="___gatsby"><div style="outline:none" tabindex="-1" id="gatsby-focus-wrapper"><div class="relative"><svg class="hidden fixed transform right-0 top-5 z-0 xl:block" width="404" height="784" fill="none" viewBox="0 0 404 784"><defs><pattern id="5d0dd344-b041-4d26-bec4-8d33ea57ec9b" x="0" y="0" width="20" height="20" patternUnits="userSpaceOnUse"><rect x="0" y="0" width="4" height="4" class="text-gray-200" fill="#edf2f7"></rect></pattern></defs><rect width="404" height="784" fill="url(#5d0dd344-b041-4d26-bec4-8d33ea57ec9b)"></rect></svg><div class="relative"><div class="relative min-h-screen-mobile w-full overflow-hidden"><canvas class="absolute inset-0 w-full h-full"></canvas><div class="absolute inset-0 w-full h-full pointer-events-none"><style>
          @keyframes float {
            0% { 
              transform: translate(0, 0) rotate(0deg); 
              opacity: 0.2;
            }
            25% { 
              transform: translate(20px, -30px) rotate(8deg); 
              opacity: 0.2;
            }
            50% { 
              transform: translate(-15px, -60px) rotate(-8deg); 
              opacity: 0.2;
            }
            75% { 
              transform: translate(-25px, -30px) rotate(5deg); 
              opacity: 0.2;
            }
            100% { 
              transform: translate(0, 0) rotate(0deg); 
              opacity: 0.2;
            }
          }
          
          .floating-emoji {
            position: absolute;
            display: inline-block;
            will-change: transform, opacity;
            backface-visibility: hidden;
            -webkit-font-smoothing: antialiased;
            transform: translateZ(0);
            animation: float linear infinite;
            opacity: 0.2;
          }
        </style><span class="floating-emoji" style="left:10%;top:15%;font-size:1.5rem;animation-duration:25s;animation-delay:0s">🍌</span><span class="floating-emoji" style="left:85%;top:10%;font-size:1.8rem;animation-duration:30s;animation-delay:2s">🐋</span><span class="floating-emoji" style="left:20%;top:90%;font-size:1.3rem;animation-duration:28s;animation-delay:4s">🐱</span><span class="floating-emoji" style="left:75%;top:65%;font-size:1.6rem;animation-duration:26s;animation-delay:1s">🔥</span><span class="floating-emoji" style="left:50%;top:85%;font-size:1.9rem;animation-duration:32s;animation-delay:3s">🐘</span><span class="floating-emoji" style="left:45%;top:25%;font-size:1.5rem;animation-duration:27s;animation-delay:5s">💻</span></div><button class="md:hidden fixed top-6 left-6 z-50 w-12 h-12 flex items-center justify-center rounded-full bg-white/10 hover:bg-white/20 backdrop-blur-md transition-all duration-300 border border-white/20" aria-label="Toggle menu"><svg class="w-6 h-6 text-white" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M4 6h16M4 12h16M4 18h16"></path></svg></button><nav class="hidden md:flex w-full justify-center gap-12 pt-8 pb-4 px-4"><span class="font-sans text-white/60 hover:text-white transition-all duration-300 text-sm uppercase tracking-[0.2em] font-medium cursor-pointer relative after:absolute after:bottom-[-4px] after:left-0 after:w-0 after:h-0.5 after:bg-white after:transition-all after:duration-300 hover:after:w-full" role="button" tabindex="0">Home</span><span class="font-sans text-white/60 hover:text-white transition-all duration-300 text-sm uppercase tracking-[0.2em] font-medium cursor-pointer relative after:absolute after:bottom-[-4px] after:left-0 after:w-0 after:h-0.5 after:bg-white after:transition-all after:duration-300 hover:after:w-full" role="button" tabindex="0">Speaking</span><span class="font-sans text-white/60 hover:text-white transition-all duration-300 text-sm uppercase tracking-[0.2em] font-medium cursor-pointer relative after:absolute after:bottom-[-4px] after:left-0 after:w-0 after:h-0.5 after:bg-white after:transition-all after:duration-300 hover:after:w-full" role="button" tabindex="0">Projects</span><span class="font-sans text-white/60 hover:text-white transition-all duration-300 text-sm uppercase tracking-[0.2em] font-medium cursor-pointer relative after:absolute after:bottom-[-4px] after:left-0 after:w-0 after:h-0.5 after:bg-white after:transition-all after:duration-300 hover:after:w-full" role="button" tabindex="0">Blog</span><a href="/about-liza-katz" class="font-sans text-white/60 hover:text-white transition-all duration-300 text-sm uppercase tracking-[0.2em] font-medium cursor-pointer relative after:absolute after:bottom-[-4px] after:left-0 after:w-0 after:h-0.5 after:bg-white after:transition-all after:duration-300 hover:after:w-full">About</a></nav><div class="relative z-10 min-h-screen-mobile flex flex-col"><div class="w-full flex justify-center pt-8 pb-4 px-4"></div><div class="flex-1 flex items-center justify-center px-6 md:px-12 lg:px-20 py-16 md:py-20"><div class="max-w-7xl w-full mx-auto"><div class="grid md:grid-cols-[400px_1fr] lg:grid-cols-[450px_1fr] gap-8 lg:gap-24 items-center"><div class="flex flex-col items-center justify-center space-y-8"><div class="relative"><img class="w-48 h-48 md:w-72 md:h-72 lg:w-80 lg:h-80 rounded-full border-[6px] border-white/20 shadow-[0_20px_60px_rgba(0,0,0,0.3)] transform transition-all duration-500 hover:scale-105 hover:border-white/30" src="/static/liza-katz-profile-69ec3307a3fd3231c2f41b41fc49b82e.jpg" alt="Liza Katz"/></div><div class="flex gap-5"><a class="w-14 h-14 flex items-center justify-center rounded-full bg-white/10 hover:bg-white/25 backdrop-blur-md transition-all duration-300 text-white hover:scale-110 border border-white/20" href="https://www.linkedin.com/in/lizak/" target="_blank" rel="noopener noreferrer" aria-label="LinkedIn" title="LinkedIn"><svg class="w-5 h-5" fill="currentColor" viewBox="0 0 24 24" aria-hidden="true"><path d="M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433c-1.144 0-2.063-.926-2.063-2.065 0-1.138.92-2.063 2.063-2.063 1.14 0 2.064.925 2.064 2.063 0 1.139-.925 2.065-2.064 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z"></path></svg></a><a class="w-14 h-14 flex items-center justify-center rounded-full bg-white/10 hover:bg-white/25 backdrop-blur-md transition-all duration-300 text-white hover:scale-110 border border-white/20" href="https://github.com/lizozom" target="_blank" rel="noopener noreferrer" aria-label="GitHub" title="GitHub"><svg class="w-5 h-5" fill="currentColor" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M12 2C6.477 2 2 6.484 2 12.017c0 4.425 2.865 8.18 6.839 9.504.5.092.682-.217.682-.483 0-.237-.008-.868-.013-1.703-2.782.605-3.369-1.343-3.369-1.343-.454-1.158-1.11-1.466-1.11-1.466-.908-.62.069-.608.069-.608 1.003.07 1.531 1.032 1.531 1.032.892 1.53 2.341 1.088 2.91.832.092-.647.35-1.088.636-1.338-2.22-.253-4.555-1.113-4.555-4.951 0-1.093.39-1.988 1.029-2.688-.103-.253-.446-1.272.098-2.65 0 0 .84-.27 2.75 1.026A9.564 9.564 0 0112 6.844c.85.004 1.705.115 2.504.337 1.909-1.296 2.747-1.027 2.747-1.027.546 1.379.202 2.398.1 2.651.64.7 1.028 1.595 1.028 2.688 0 3.848-2.339 4.695-4.566 4.943.359.309.678.92.678 1.855 0 1.338-.012 2.419-.012 2.747 0 .268.18.58.688.482A10.019 10.019 0 0022 12.017C22 6.484 17.522 2 12 2z" clip-rule="evenodd"></path></svg></a><a class="w-14 h-14 flex items-center justify-center rounded-full bg-white/10 hover:bg-white/25 backdrop-blur-md transition-all duration-300 text-white hover:scale-110 border border-white/20" href="https://stackoverflow.com/users/372086/lizozom" target="_blank" rel="noopener noreferrer" aria-label="Stack Overflow" title="Stack Overflow"><svg class="w-5 h-5" fill="currentColor" viewBox="0 0 24 24" aria-hidden="true"><path d="M15.725 0l-1.72 1.277 6.39 8.588 1.716-1.277L15.725 0zm-3.94 3.418l-1.369 1.644 8.225 6.85 1.369-1.644-8.225-6.85zm-3.15 4.465l-.905 1.94 9.702 4.517.904-1.94-9.701-4.517zm-1.85 4.86l-.44 2.093 10.473 2.201.44-2.092-10.473-2.203zM1.89 15.47V24h19.19v-8.53h-2.133v6.397H4.021v-6.396H1.89zm4.265 2.133v2.13h10.66v-2.13H6.154Z"></path></svg></a></div></div><div class="flex flex-col justify-center space-y-6 max-w-2xl"><div><h1 class="font-display text-5xl md:text-6xl lg:text-7xl font-bold text-white tracking-tight leading-[1.1] mb-4">Liza Katz</h1><p class="font-sans text-base md:text-lg lg:text-xl text-white/90 leading-relaxed font-normal tracking-wide" style="margin-bottom:0.25rem">Helping teams and audiences make AI make sense through public speaking, workshops and hands-on Big Data &amp; GenAI consulting.</p><p class="font-sans italic text-base md:text-m lg:text-l text-white/90 leading-relaxed font-normal tracking-wide mt-1">Public speaking, workshops and hands-on Big Data &amp; GenAI consulting.</p></div><div class="flex flex-col sm:flex-row gap-4 mt-2"><a href="https://www.linkedin.com/in/lizak/" target="_blank" rel="noopener noreferrer" class="font-sans inline-flex items-center justify-center gap-3 bg-white text-primary-500 px-9 py-3.5 rounded-full font-semibold text-base tracking-wide hover:bg-white/95 transition-all duration-300 shadow-[0_10px_40px_rgba(255,255,255,0.3)] hover:shadow-[0_15px_50px_rgba(255,255,255,0.4)] hover:scale-105 hover:-translate-y-1"><span>Let&#x27;s Work Together</span><svg class="w-6 h-6" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2.5" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></div></div></div></div></div><div class="fixed bottom-6 right-6 z-20 text-right text-white/40 text-xs italic font-serif leading-tight"><div>Lost in Embedding Space,</div><div>by Liza K. &amp; Claude S.</div></div></div><div class="container mx-auto px-4 md:px-8 max-w-7xl"><div id="speaking" class="w-full scroll-mt-8 "><div class="block py-16 md:flex section-wrapper max-w-screen-xl mx-auto px-4 sm:px-6 lg:px-8 "><div class="pb-8 md:w-full md:max-w-150 md:p-0 section-title"><h2 class="font-xs font-light tracking-widest text-sm text-gray-600 leading-normal uppercase">Public Speaking &amp; Workshops</h2></div><div class="flex-none text-lg text-gray-600 font-light md:flex-1 md:pl-20"><div class="grid md:grid-cols-2 gap-6 lg:gap-8"><div class="group bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 p-6 border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200">🎤 Public Speaking</h3><p class="text-neutral-600 leading-relaxed text-sm mb-4">Available for conference talks, meetups, and panel discussions on:</p><ul class="list-disc pl-5 text-neutral-600 space-y-2 text-sm leading-relaxed"><li>RAG (Retrieval-Augmented Generation) systems</li><li>AI Agents and LLM applications</li><li>Search technologies (Elasticsearch, OpenSearch)</li><li>Vector databases and embeddings</li><li>GenAI in production</li></ul></div><div class="group bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 p-6 border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200">🛠️ Private Workshops</h3><p class="text-neutral-600 leading-relaxed text-sm mb-4">Hands-on training sessions tailored for your team:</p><ul class="list-disc pl-5 text-neutral-600 space-y-2 text-sm leading-relaxed"><li>Building production-ready RAG applications</li><li>Implementing hybrid search solutions</li><li>LLM integration and prompt engineering</li><li>Evaluation and monitoring of AI systems</li><li>Custom workshops based on your needs</li></ul></div></div></div></div></div><div id="projects" class="w-full scroll-mt-8 "><div class="block py-16 md:flex section-wrapper max-w-screen-xl mx-auto px-4 sm:px-6 lg:px-8 hide-in-print"><div class="pb-8 md:w-full md:max-w-150 md:p-0 section-title"><h2 class="font-xs font-light tracking-widest text-sm text-gray-600 leading-normal uppercase">Projects</h2></div><div class="flex-none text-lg text-gray-600 font-light md:flex-1 md:pl-20"><div class="grid md:grid-cols-2 lg:grid-cols-3 gap-6 lg:gap-8"><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-black"><img src="https://assets.recogmedia.net/1/139/Entry_Uploads/288120-thumb.jpg" alt="Human or Not [AI21]" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><span class="inline-block bg-accent-100 text-accent-600 text-xs font-semibold px-3 py-1 rounded-full mb-3">🏆 Award Winner</span><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">Human or Not [AI21]</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3"><b>**<a href="https://winners.webbyawards.com/2024/ai-metaverse-virtual/ai-apps-and-experiences/media-entertainment/288120/human-or-not" target="_blank">Webby Award Winner!</a>**</b> A Social Turing Game. Chat with someone for two minutes, and try to figure out if it was a fellow human or an AI bot. Think you can tell the difference?</div><a href="https://humanornot.ai/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-black"><img src="https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcS84qZcNuCCk7TYFKigrt7NEYn06Az4MM7J6w&amp;s" alt="Scout AI Agent [BDB]" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">Scout AI Agent [BDB]</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Built an AI assistant providing comprehensive threat intelligence and geo-spatial analysis. Integrates multiple geopolitical datasets for proactive threat mitigation. AWS, OpenSearch, Claude.</div><a href="https://www.max-security.com/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-gradient-to-br from-primary-50 to-primary-100"><img src="https://www.cover.co.il/wp-content/uploads/2025/03/cover-blue-logo.png" alt="AI Powered Data Analytics" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">AI Powered Data Analytics</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Designed data analytics pipelines and RAG architecture for an insurance AI agent. OpenSearch, OpenAI, n8n.</div><a href="https://www.cover.co.il/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-gradient-to-br from-primary-50 to-primary-100"><img src="https://www.screensteps.com/hubfs/2024/Brand/Elements/2024%20Logo%20Updates/Primary%20Logos/0524-Logos-SS-Black.svg" alt="Hybrid Search optimization [BDB]" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">Hybrid Search optimization [BDB]</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Developed hybrid search combining keyword and semantic search for knowledge base platform. Improved customer article discovery and support efficiency. Elasticsearch, AWS Bedrock.</div><a href="https://www.screensteps.com/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-[#fce9c4]"><img src="https://d112y698adiu2z.cloudfront.net/photos/production/software_thumbnail_photos/002/874/400/datas/medium.png" alt="Tube Uni" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><span class="inline-block bg-accent-100 text-accent-600 text-xs font-semibold px-3 py-1 rounded-full mb-3">🏆 Award Winner</span><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">Tube Uni</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3"><b>**<a href="https://devpost.com/software/tube-uni" target="_blank">Google AI Hackathon Winner!</a>**</b> An AI-powered application that generates custom podcasts on any topic, using Gemini 1.5 Pro.</div><a href="https://tubeuni.app/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-white"><img src="https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQRn5BlEfjbCB1kGKNSCyeHwxyLn7tfg3Suxw&amp;s" alt="MoMa AI Assistant" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">MoMa AI Assistant</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Built ReAct AI assistant for vending machine operators, improving maintenance and customer service. Custom OpenAI deployment on Azure with <b>prompt engineering, automation, evaluation and monitoring</b>.</div><a href="https://www.nayax.com/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-[#08142c]"><img src="https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcR8q4dWU_TLV0PxhS10PVL8VKHQ2kDLyjJDeA&amp;s" alt="Elasticsearch integration and analytics" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">Elasticsearch integration and analytics</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Developed analytics strategy and Elasticsearch integration for order fulfillment platform. Built customer dashboards for inventory management and order analytics.</div><a href="https://mygoods.io/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-white"><img src="https://outburn.health/wp-content/uploads/2022/01/outburn-logo-white-medium.png" alt="Automation and OpenSource infra" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">Automation and OpenSource infra</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Prepared FHIR-based healthcare API codebase for open source contributions. Built automation pipeline with GitHub Actions, TypeScript implementation, and contribution documentation.</div><a href="https://github.com/RyanFitzgerald/devfolio" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article><article class="group relative bg-white rounded-xl shadow-md hover:shadow-2xl transition-all duration-300 overflow-hidden border border-neutral-200 hover:border-primary-300 hover:-translate-y-1"><div class="relative h-48 overflow-hidden flex items-center justify-center p-6 bg-gradient-to-br from-primary-50 to-primary-100"><img src="https://avatars.githubusercontent.com/u/26833451?s=200&amp;v=4" alt="ncnn WebAssembly YOLOV5" class="max-w-full max-h-full object-contain group-hover:scale-105 transition-transform duration-500"/><div class="absolute inset-0 bg-gradient-to-t from-black/10 to-transparent opacity-0 group-hover:opacity-100 transition-opacity duration-300"></div></div><div class="p-4"><h3 class="text-xl font-bold text-neutral-900 mb-3 group-hover:text-primary-500 transition-colors duration-200 line-clamp-2">ncnn WebAssembly YOLOV5</h3><div class="text-neutral-600 leading-relaxed text-sm mb-4 line-clamp-3">Open source contribution enabling YOLOV5 inference directly in browsers via WebAssembly.</div><a href="https://github.com/lizozom/ncnn-webassembly-YOLOV5" target="_blank" rel="noopener noreferrer" class="inline-flex items-center text-primary-500 hover:text-primary-600 font-medium text-sm transition-colors duration-200">Visit<svg class="w-4 h-4 ml-1 group-hover:translate-x-1 transition-transform duration-200" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 8l4 4m0 0l-4 4m4-4H3"></path></svg></a></div></article></div></div></div></div><div id="posts" class="w-full scroll-mt-8 "><div class="block py-16 md:flex section-wrapper max-w-screen-xl mx-auto px-4 sm:px-6 lg:px-8 "><div class="pb-8 md:w-full md:max-w-150 md:p-0 section-title"><h2 class="font-xs font-light tracking-widest text-sm text-gray-600 leading-normal uppercase">Latest Posts</h2></div><div class="flex-none text-lg text-gray-600 font-light md:flex-1 md:pl-20"><article class="mb-8 pb-6 border-b border-gray-100 last:border-b-0"><div class="flex flex-row gap-4 my-2"><div class="flex-1"><h3 class="text-xl font-semibold text-gray-900 leading-tight mb-2 item-link hover:text-primary-500 transition-colors duration-200"><a target="_blank" href="/blog/hopper-security-ai-hackathon/">Leading an AI Hackathon at Hopper Security</a></h3><p class="text-gray-700 leading-relaxed">Led an AI hackathon at Hopper Security, exploring advanced LLM architectures and helping teams tackle real GenAI product challenges.</p></div></div></article><article class="mb-8 pb-6 border-b border-gray-100 last:border-b-0"><div class="flex flex-row gap-4 my-2"><div class="flex-1"><h3 class="text-xl font-semibold text-gray-900 leading-tight mb-2 item-link hover:text-primary-500 transition-colors duration-200"><a target="_blank" href="/blog/astrix-security-advanced-rag-workshop/">Advanced RAG Workshop at Astrix Security</a></h3><p class="text-gray-700 leading-relaxed">Delivered a hands-on workshop on advanced LLM applications and RAG techniques at Astrix Security, covering embeddings, retrieval strategies, and practical experimentation.</p></div></div></article><article class="mb-8 pb-6 border-b border-gray-100 last:border-b-0"><div class="flex flex-row gap-4 my-2"><div class="flex-1"><h3 class="text-xl font-semibold text-gray-900 leading-tight mb-2 item-link hover:text-primary-500 transition-colors duration-200"><a target="_blank" href="/blog/aws-data-engineer-associate-certification/">Certification: AWS Certified Data Engineer – Associate</a></h3><p class="text-gray-700 leading-relaxed">Achieved AWS Certified Data Engineer – Associate certification, validating expertise in data ingestion, transformation, orchestration, and data lifecycle management on AWS.</p></div></div></article><a class="text-gray-500 text-sm hover:text-black" href="/blog/">View all posts →</a></div></div></div></div></div><footer class="mt-16 py-8 border-t border-gray-200 bg-gray-50"><div class="container mx-auto px-4"><div class="flex flex-col md:flex-row justify-between items-center"><p class="text-sm text-gray-600 mb-4 md:mb-0">© <!-- -->2025<!-- --> Liza Katz. All rights reserved.</p><nav class="flex space-x-6"><a class="text-sm text-gray-600 hover:text-gray-900 transition-colors duration-200" href="/liza-katz-cv/">Experience</a><a class="text-sm text-gray-600 hover:text-gray-900 transition-colors duration-200" href="/blog/">Blog</a></nav></div></div></footer></div></div><div id="gatsby-announcer" style="position:absolute;top:0;width:1px;height:1px;padding:0;overflow:hidden;clip:rect(0, 0, 0, 0);white-space:nowrap;border:0" aria-live="assertive" aria-atomic="true"></div></div><script>
  
  
  if(true) {
    (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
    (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
    m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
    })(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
  }
  if (typeof ga === "function") {
    ga('create', 'ADD YOUR TRACKING ID HERE', 'auto', {});
      
      
      
      
      
      }</script><script id="gatsby-script-loader">/*<![CDATA[*/window.pagePath="/";/*]]>*/</script><!-- slice-start id="_gatsby-scripts-1" -->
          <script
            id="gatsby-chunk-mapping"
          >
            window.___chunkMapping="{\"app\":[\"/app-8846147cd8b4597d87fb.js\"],\"component---src-pages-404-jsx\":[\"/component---src-pages-404-jsx-b6aeb32e29d43cdf7fc9.js\"],\"component---src-pages-about-liza-katz-jsx\":[\"/component---src-pages-about-liza-katz-jsx-aae766e719d1e7a6f580.js\"],\"component---src-pages-blog-jsx\":[\"/component---src-pages-blog-jsx-eaf3e47bd0dc3eb56cc0.js\"],\"component---src-pages-index-jsx\":[\"/component---src-pages-index-jsx-04fbc4133f451090b6a5.js\"],\"component---src-pages-liza-katz-cv-jsx\":[\"/component---src-pages-liza-katz-cv-jsx-8a02571fe4325d417fb1.js\"],\"component---src-templates-blog-post-jsx\":[\"/component---src-templates-blog-post-jsx-6e0b1c8ced3bce5f8f18.js\"]}";
          </script>
        <script>window.___webpackCompilationHash="db03ba399b1e237e613e";</script><script src="/webpack-runtime-3af2cd77d5f1d6da094b.js" async></script><script src="/framework-5a8a88fe0f7947129e62.js" async></script><script src="/app-8846147cd8b4597d87fb.js" async></script><!-- slice-end id="_gatsby-scripts-1" --></body></html>