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Prompt Engineering\n\nLLMs generate responses based on prompts → predicting next words.\nTechniques:\n\nZero-shot inference → direct classification or tagging.\nOne-shot inference → provide one example in the prompt.\nFew-shot inference → multiple examples → useful for structured outputs (SQL, JSON, XML).\n\n\nIteration + context = In-context learning (ICL).\n\n2. LLM Limitations\n\n❌ Hallucinations (wrong answers).\n❌ Complex to build/train from scratch.\n❌ No real-time / private data access.\n❌ Privacy \u0026 security concerns (especially in banking, public sector).\n\n3. RAG (Retrieval-Augmented Generation)\n\nSolution to limitations.\nWorkflow:\n\nUser query → hits database/vector DB (e.g., Elasticsearch).\nRetrieve top 5–10 relevant docs.\nPass as context window → LLM generates accurate answer.\n\n\nBenefits:\n\nGrounded responses.\nWorks with private data.\nAvoids retraining large models.\n\n\n\n\n🔍 Semantic \u0026 Vector Search\n\nSemantic Search: Understands meaning, not just keywords.\n\nExample: “best city” ↔ “beautiful city.”\n\n\nVector Search: Text, images, and audio converted into embeddings (arrays of floats).\n\nEnables image search, recommendation systems, music search (via humming).\n\n\nSimilarity algorithms: cosine similarity, dot product, nearest neighbors.\n\n\n🛠️ Tools \u0026 Demo\nElephant Library (PHP)\n\nOpen-source PHP library for GenAI apps.\nSupports:\n\nLLMs: OpenAI, Mistral, Anthropic, LLaMA.\nVector DBs: Elasticsearch, Pinecone, Chroma, etc.\nFeatures: document chunking, embedding generation, semantic retrieval, Q\u0026A (RAG).\n\n\n\nDemo Flow\n\n\nIngestion:", "twitter:description": "🎤 Talk Summary: No-Code RAG Chatbot with PHP, LLMs \u0026 Elasticsearch\nSpeaker: Ashish Diwali (Senior Developer Advocate, Elastic)\n\n🔑 Introduction\n\nTopic: Integrating Generative AI (LLMs) with PHP.\nGoal: Show how to build chat assistants, semantic search, and vector search without heavy ML expertise.\nDemo focus: Using Elasticsearch + PHP + LLM (LLaMA 3.1).\n\n\n🧩 Core Concepts\n1. Prompt Engineering\n\nLLMs generate responses based on prompts → predicting next words.\nTechniques:\n\nZero-shot inference → direct classification or tagging.\nOne-shot inference → provide one example in the prompt.\nFew-shot inference → multiple examples → useful for structured outputs (SQL, JSON, XML).\n\n\nIteration + context = In-context learning (ICL).\n\n2. LLM Limitations\n\n❌ Hallucinations (wrong answers).\n❌ Complex to build/train from scratch.\n❌ No real-time / private data access.\n❌ Privacy \u0026 security concerns (especially in banking, public sector).\n\n3. RAG (Retrieval-Augmented Generation)\n\nSolution to limitations.\nWorkflow:\n\nUser query → hits database/vector DB (e.g., Elasticsearch).\nRetrieve top 5–10 relevant docs.\nPass as context window → LLM generates accurate answer.\n\n\nBenefits:\n\nGrounded responses.\nWorks with private data.\nAvoids retraining large models.\n\n\n\n\n🔍 Semantic \u0026 Vector Search\n\nSemantic Search: Understands meaning, not just keywords.\n\nExample: “best city” ↔ “beautiful city.”\n\n\nVector Search: Text, images, and audio converted into embeddings (arrays of floats).\n\nEnables image search, recommendation systems, music search (via humming).\n\n\nSimilarity algorithms: cosine similarity, dot product, nearest neighbors.\n\n\n🛠️ Tools \u0026 Demo\nElephant Library (PHP)\n\nOpen-source PHP library for GenAI apps.\nSupports:\n\nLLMs: OpenAI, Mistral, Anthropic, LLaMA.\nVector DBs: Elasticsearch, Pinecone, Chroma, etc.\nFeatures: document chunking, embedding generation, semantic retrieval, Q\u0026A (RAG).\n\n\n\nDemo Flow\n\n\nIngestion:" }, "httpBodyByteSize": 35261, "httpBodyPageTitle": "Laracon 2024 | ashish.one" } }, "ausnc.org.au": { "/": { "date": "2026-02-07T07:11:00Z", "httpProtocol": "h2, tls/1.3", "httpStatus": 200, "ipAddress": "185.199.109.153", "ipASN": "Fastly, Inc.", "ipCountry": "United States", "httpHeaderHash": "4AN5Z7I5LDYIGVOAQVBBDC6D7WC3UI7P", "httpHeaderTechnologies": [ "Fastly", "Varnish", "GitHub Pages" ], "httpHeaderUrls": [], "httpHeaderByteSize": 769, "httpBodyHash": "H5U4KVXJNIRCPGJJZZAQBIFAMFUXSSCD", "httpBodyTechnologies": [ "Twitter", "jsDelivr", "Clipboard.js", "Hugo:0.136.4", "Google Analytics", "KaTeX:@", "Lunr.js" ], "httpBodyUrls": [ "/svg/loading.min.svg", "https://data.ldaca.edu.au", "https://www.googletagmanager.com/gtag/js?id=G-C3GSGXCYV6", "https://cdn.jsdelivr.net/npm/sharer.js@0.5.2/sharer.min.js", "https://cdn.jsdelivr.net/npm/katex@0.16.21/dist/contrib/mhchem.min.js", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Cdoi10.25949%252F24769434.v1\u0026_crateId=arcp%3A%2F%2Fname%2Cdoi10.25949%252F24769434.v1", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Chdl10.4225~01~4F8E1281B8E2A\u0026_crateId=arcp%3A%2F%2Fname%2Chdl10.4225~01~4F8E1281B8E2A", "/favicon-16x16.png", "https://www.ldaca.edu.au/news/posts/ausnc/", "https://cdn.jsdelivr.net/npm/lunr@2.3.9/lunr.min.js", "https://cdn.jsdelivr.net/npm/katex@0.16.21/dist/katex.min.js", "https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.7.2/css/all.min.css", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Chdl10.26181~23089559\u0026_crateId=arcp%3A%2F%2Fname%2Chdl10.26181~23089559", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Cdoi10.48610%252F8b7ae22\u0026_crateId=arcp%3A%2F%2Fname%2Cdoi10.48610%252F8b7ae22", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Cdoi10.25949%252F24629712.v1\u0026_crateId=arcp%3A%2F%2Fname%2Cdoi10.25949%252F24629712.v1", "https://cdn.jsdelivr.net/npm/animate.css@4.1.1/animate.min.css", "https://cdn.jsdelivr.net/npm/clipboard@2.0.11/dist/clipboard.min.js", "/site.webmanifest", "https://gohugo.io/", "javascript:void(0);", "/apple-touch-icon.png", "https://www.ausnc.org.au/", "https://creativecommons.org/licenses/by/4.0/", "https://cdn.jsdelivr.net/npm/lazysizes@5.3.2/lazysizes.min.js", "https://cdn.jsdelivr.net/npm/autocomplete.js@0.38.1/dist/autocomplete.min.js", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Chdl10.26180~23961609\u0026_crateId=arcp%3A%2F%2Fname%2Chdl10.26180~23961609", "/", "/favicon.ico", "#", "/js/theme.min.js", "/css/style.min.css", "/favicon-32x32.png", "https://platform.twitter.com/widgets.js", "https://cdn.jsdelivr.net/npm/katex@0.16.21/dist/contrib/auto-render.min.js", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Chdl10.25949~24769173.v1\u0026_crateId=arcp%3A%2F%2Fname%2Chdl10.25949~24769173.v1", "https://cdn.jsdelivr.net/npm/katex@0.16.21/dist/katex.min.css", "/safari-pinned-tab.svg", "/index.xml", "https://github.com/dillonzq/LoveIt", "https://cdn.jsdelivr.net/npm/katex@0.16.21/dist/contrib/copy-tex.min.js", "https://data.ldaca.edu.au/collection?id=arcp%3A%2F%2Fname%2Cdoi10.25910%252Fjkwy-wk76\u0026_crateId=arcp%3A%2F%2Fname%2Cdoi10.25910%252Fjkwy-wk76" ], "httpBodyMetaTags": { "og:description": "Hi! 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"https://unpkg.com/tachyons-columns@1.0.5/css/tachyons-columns.min.css", "https://cdnjs.cloudflare.com/ajax/libs/jquery-easing/1.4.1/jquery.easing.min.js" ], "httpBodyMetaTags": { "og:description": "Barbara Harvey Moore, age 89, passed away in the early hours of the 4th of February after a long battle with Alzheimer’s. She was a loving mother to two daughters, and wife to William Moore until he passed in 2008.Barbara was born in 1935 in Coatesville, Pennsylvania and grew up with two loving parents and a younger sister in a beautiful country home. After losing her mother at twelve years of age, Barbara took over running the household and helped to care for her younger sister, Jayne. Barbara was a good student and graduated S. Horace Scott Senior High School in 1953.", "twitter:description": "Barbara Harvey Moore, age 89, passed away in the early hours of the 4th of February after a long battle with Alzheimer’s. She was a loving mother to two daughters, and wife to William Moore until he passed in 2008.Barbara was born in 1935 in Coatesville, Pennsylvania and grew up with two loving parents and a younger sister in a beautiful country home. After losing her mother at twelve years of age, Barbara took over running the household and helped to care for her younger sister, Jayne. 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Lawrence passed away Wednesday, July 9, 2025, at the Country House in Greenville, Delaware, with his wife by his side after a long battle with pancreatic cancer. He was 84.\nBill was born on June 27, 1941, and was raised in Aurora, Illinois. He received his B.S. from the University of Arizona and received an M.S. and Ph.D. in Chemistry from the University of Nebraska in Lincoln, Nebraska.", "twitter:description": "William J. Lawrence passed away Wednesday, July 9, 2025, at the Country House in Greenville, Delaware, with his wife by his side after a long battle with pancreatic cancer. He was 84.\nBill was born on June 27, 1941, and was raised in Aurora, Illinois. He received his B.S. from the University of Arizona and received an M.S. and Ph.D. in Chemistry from the University of Nebraska in Lincoln, Nebraska." }, "httpBodyByteSize": 26693, "httpBodyPageTitle": "Lawrence, William J. - McCrery \u0026 Harra" }, "/obituaries/2025-08-22-palmer-rick/": { "date": "2026-02-13T21:35:55Z", "httpProtocol": "h2, tls/1.3", "httpStatus": 200, "ipAddress": "98.84.224.111", "ipASN": "Amazon.com, Inc.", "ipCountry": "United States", "httpHeaderHash": "7EHWCNLFCVEJ3PO54YRRFTG3MDIBUQKC", "httpHeaderTechnologies": [ "HSTS", "Netlify" ], "httpHeaderUrls": [], "httpHeaderByteSize": 487, "httpBodyHash": "P2DXPKVOWWUKDMJT6Y3HL7WO7J3KY4F6", "httpBodyTechnologies": [ "WOW", "Unpkg", "cdnjs", "reCAPTCHA", "Cloudflare", "Htmx:1.9.10", "jQuery:2.2.0", "Google Analytics" ], "httpBodyUrls": [ "https://unpkg.com/tachyons-skins-pseudo@1.0.4/css/tachyons-skins-pseudo.min.css", "/obituaries/", "https://unpkg.com/htmx.org@1.9.10", "/images/uploads-2025/palmer-photo.jpg", "https://cdnjs.cloudflare.com/ajax/libs/animate.css/3.5.2/animate.min.css", "//cdn.rawgit.com/noelboss/featherlight/1.7.13/release/featherlight.min.css", "#", "/js/app.js", "/service-options/", "/site.webmanifest", "/favicon-16x16.png", "//cdnjs.cloudflare.com/ajax/libs/detect_swipe/2.1.1/jquery.detect_swipe.min.js", "https://fonts.googleapis.com/css?family=Lato:100,100i,300,300i,400,400i,700,700i,900,900i\u0026display=swap", "https://fonts.googleapis.com/css?family=Roboto+Condensed:300,300i,400,400i,700,700i|Roboto+Slab:100,300,400,700|Roboto:100,100i,300,300i,400,400i,500,500i,700,700i,900,900i", "/contact/", "#modal-close", "/favicon-32x32.png", "/images/live-chat.svg", "/js/siema-1.5.1/dist/siema.min.js", "/js/maximage/jquery.maximage.min.js", "https://use.fontawesome.com/releases/v5.4.1/css/all.css", "https://cdnjs.cloudflare.com/ajax/libs/jquery/2.2.0/jquery.min.js", "/news/", "/services/", "http://2fish.com", "/images/mh-logo.svg", "/js/maximage/jquery.cycle.all.js", "https://www.google.com/recaptcha/api.js", "https://unpkg.com/tachyons@4.8.1/css/tachyons.min.css", "//cdn.rawgit.com/noelboss/featherlight/1.7.13/release/featherlight.gallery.min.css", "/", "https://identity.netlify.com/v1/netlify-identity-widget.js", "https://petalsflowersgifts.com/wilmington-florist-flower-delivery/occasions/sympathy-and-funeral/", "https://mccrery-and-harra-funeral-home-and-crematory-concord-pike.tributestore.com/sympathy-landing?src=order-flowers", "https://www.facebook.com/sharer/sharer.php?u=https%3a%2f%2fwww.mccreryandharra.com%2fobituaries%2f2025-08-22-palmer-rick%2f", "https://www.googletagmanager.com/gtag/js?id=UA-128574511-2", "https://cdnjs.cloudflare.com/ajax/libs/dompurify/3.0.3/purify.min.js", "https://cdnjs.cloudflare.com/ajax/libs/jquery-easing/1.4.1/jquery.easing.min.js", "//cdn.rawgit.com/noelboss/featherlight/1.7.13/release/featherlight.gallery.min.js", "https://login.microsoftonline.com/common/oauth2/authorize?client_id=00000002-0000-0ff1-ce00-000000000000\u0026redirect_uri=https%3a%2f%2foutlook.office365.com%2fowa%2f\u0026resource=00000002-0000-0ff1-ce00-000000000000\u0026response_mode=form_post\u0026response_type=code+id_token\u0026scope=openid\u0026msafed=0\u0026client-request-id=50ee9dba-edbe-4e9b-90af-e407fe461a59\u0026protectedtoken=true\u0026nonce=637009746980475069.9963c9a3-ee98-4489-a5ab-f71c6b64e8c8\u0026state=DcsxEoAwCAXRRMfjYHCCwD8OycTW0utL8bbbWkrZ05YqZ4ppN2aYKJzFblacgPaJ6LQWnEQcFHcMeuyaOlSWT6_5Hu39ov0", "/about/", "/products/", "/css/styles.css", "https://cdnjs.cloudflare.com/ajax/libs/wow/1.1.2/wow.min.js", "/apple-touch-icon.png", "/css/maximage/jquery.maximage.css", "https://www.facebook.com/mccreryandharra/", "https://fonts.googleapis.com/css?family=Dancing+Script\u0026display=swap", "https://unpkg.com/tachyons-columns@1.0.5/css/tachyons-columns.min.css", "//cdn.rawgit.com/noelboss/featherlight/1.7.13/release/featherlight.min.js" ], "httpBodyMetaTags": { "og:description": "George Richard Palmer Jr. (Rick), 65 years old, passed away surrounded by his loving family on Wednesday August 20th, 2025. He was born in Wilmington, Delaware, the son of George Palmer Sr. and Lenore (Harvey) Palmer. Rick adored his mother and talked of her often.\nRick is survived by his wife of 45 years, Anita (Myers) Palmer; his daughter, Courtney (Palmer) Seehusen; his son, Justin Palmer; his grandchildren, Shane, Kali, and Kelsey Palmer, and Piper Seehusen (who kept him going and on his toes!); his daughter-in-law, Marie Palmer, and son-in-law, Justin Seehusen (both of whom he loved like they were his own children); and his younger sister, Jill Palmer. Rick was predeceased by his younger brother, Rex Palmer. He will be missed by his best friend since childhood, Mark, who was like a brother to him and by Kacie, his black lab, who will miss all the treats he gave her daily! Rick will be forever remembered and celebrated by his family and friends.", "twitter:description": "George Richard Palmer Jr. (Rick), 65 years old, passed away surrounded by his loving family on Wednesday August 20th, 2025. He was born in Wilmington, Delaware, the son of George Palmer Sr. and Lenore (Harvey) Palmer. Rick adored his mother and talked of her often.\nRick is survived by his wife of 45 years, Anita (Myers) Palmer; his daughter, Courtney (Palmer) Seehusen; his son, Justin Palmer; his grandchildren, Shane, Kali, and Kelsey Palmer, and Piper Seehusen (who kept him going and on his toes!); his daughter-in-law, Marie Palmer, and son-in-law, Justin Seehusen (both of whom he loved like they were his own children); and his younger sister, Jill Palmer. Rick was predeceased by his younger brother, Rex Palmer. He will be missed by his best friend since childhood, Mark, who was like a brother to him and by Kacie, his black lab, who will miss all the treats he gave her daily! Rick will be forever remembered and celebrated by his family and friends." }, "httpBodyByteSize": 26383, "httpBodyPageTitle": "Palmer, Rick - McCrery \u0026 Harra" } } }