The topics connecting talks across the conference archive.
Fields & sample rows
slug · name · url · description · talkSlugs
[
{
"slug": "rag-context-and-search",
"name": "RAG, context, and search",
"url": "https://ai.engineer/topics/rag-context-and-search",
"description": null,
"talkSlugs": [
"1-ai-guardrails-the-unreasonable-effectiveness-of-finetuned-modernberts-diego-carpentero",
"12-factor-agents",
"120k-players-in-a-week-lessons-from-the-first-viral-clip-app",
"2026-the-year-the-ide-died",
"360brew-llm-based-personalized-ranking-and-recommendation-hamed-firooz-and-maziar-sanjabi-linked",
"a-practical-guide-to-efficient-ai",
"a-practitioner-s-guide-to-graphs-tim-ainge-good-collective",
"a-song-of-types-and-agents",
"accelerate-your-ai-journey-with-azure-ai-model-catalog",
"active-graph-agent-runtime-babyagi-4",
"agent-evals-finally-with-the-map",
"agent-skills",
"agentic-graphrag-ai-s-logical-edge",
"agentic-graphrag-simplifying-retrieval-across-structured-unstructured-data-zach-blumenfeld",
"agentic-search-for-context-engineering",
"agentic-security-permissions-provenance-and-the-agent-supply-chain",
"agents-are-built-at-the-fringe-getting-from-90-to-100",
"agents-are-robots-too-what-self-driving-taught-me-about-building-agents-jesse-hu-abundant",
"agents-building-agents",
"agents-in-production-how-opengov-built-and-scaled-og-assist",
"agents-need-feature-flags",
"agents-need-receipts-not-more-tool-calls",
"agents-reported-thousands-of-bugs-how-many-were-real-ian-butler-and-nick-gregory",
"ai-agents-for-performance-ship-faster-pay-less",
"ai-agents-meet-test-driven-development",
"ai-driven-multi-document-correlation-for-enterprise-financial-compliance-and-fraud-detection",
"ai-engineering-201-inference",
"ai-engineering-201-the-rest-of-the-owl",
"ai-engineering-with-the-google-gemini-2-5-model-family",
"ai-music-generation-from-prompt-to-production",
"ai-on-your-lakehouse-context-comes-in-shapes-not-queries",
"ai-pipelines-and-agents-in-pure-typescript-with-mastra-ai",
"ai-red-teaming-agent-azure-ai-foundry-nagkumar-arkalgud-keiji-kanazawa-microsoft",
"ai-sdk-v6",
"ai-system-design-from-idea-to-production",
"ai-tools-for-forward-deployed-engineering",
"alphalab-autonomous-multi-agent-research-across-optimization-domains-with-frontier-llms-brendan",
"amp-code-next-generation-ai-coding",
"analyzing-10-000-sales-calls-with-ai-in-2-weeks",
"anchoring-enterprise-genai-with-knowledge-graphs",
"anthropic-s-cca-exam-as-a-field-guide-for-agentic-engineering",
"any-to-any-building-native-multimodal-agents",
"architecting-agent-memory-principles-patterns-and-best-practices",
"architecting-and-testing-controllable-agents",
"are-mcps-overhyped-a-rant-about-mcps",
"automating-escrow-with-usdc-and-ai",
"autonomous-agents-for-scientific-tasks-sina-shahandeh-radicait",
"benchmarking-semantic-code-retrieval-on-claude-code",
"benchmarks-the-good-the-bad-and-the-ugly",
"beyond-apis-how-ai-web-agents-are-automating-the-long-tail-of-knowledge-work",
"beyond-conversation-why-documents-transform-natural-language-into-code",
"beyond-static-intelligence-evaluating-continual-learning",
"blender-mcp-and-the-future-of-creative-tools-siddharth-ahuja",
"books-reimagined-ai-to-create-new-experiences-for-things-you-know-ukasz-gandecki-thebrain-pro",
"botdojo-launch-enhancing-ai-assistants-with-evaluations-and-synthetic-data",
"bounded-autonomy-between-free-will-and-determinism",
"break-it-til-you-make-it-building-the-self-improving-stack-for-ai-agents",
"build-a-prompt-learning-loop",
"build-deploy-ai-powered-apps",
"build-deploy-ai-powered-apps-18cc1b",
"build-dynamic-products-and-stop-the-ai-sideshow",
"build-enterprise-generative-ai-apps-using-llama-3-at-1-000-tokens-s-on-the-sambanova-ai-platform",
"build-systems-not-code",
"build-the-ai-gtm-agent-that-knows-the-buyer-before-the-first-message",
"build-your-first-demand-driven-context-base-let-ai-agents-tell-you-what-they-need",
"build-your-own-deep-research-agent-technical-writer",
"building-a-smarter-ai-agent-with-neural-rag",
"building-agent-interfaces-lessons-from-chrome-devtools-mcp-for-agents",
"building-agentic-applications-with-heroku-managed-inference-and-agents-julian-duque-and-anush-ds",
"building-agents-is-trivial-now-context-is-the-next-frontier",
"building-agents-with-mcp",
"building-ai-agents-that-actually-automate-knowledge-work",
"building-alice-s-brain-an-ai-sales-rep-that-learns-like-a-human-sherwood-satwik-11x",
"building-an-agentic-platform",
"building-an-ai-assistant-that-makes-phone-calls",
"building-blocks-for-llm-systems-products",
"building-context-aware-reasoning-applications-with-langchain-and-langsmith",
"building-conversational-ai-agents-thor-schaeff-elevenlabs",
"building-deterministic-infrastructure-for-non-deterministic-ai-agents",
"building-durable-production-ready-agents-with-openai-sdk-and-temporal",
"building-efficient-hybrid-context-query-for-llm-grounding",
"building-enterprise-llm-agents-that-work",
"building-great-agent-skills",
"building-in-the-gemini-era-kat-kampf-ammaar-reshi-google-deepmind",
"building-interactive-uis-in-vs-code-with-mcp-apps-marlene-mhangami-liam-hampton-github",
"building-metrics-that-actually-work-david-karam-pi-labs",
"building-multi-agent-systems-with-finite-state-machines",
"building-multimodal-ai-agents-from-scratch",
"building-reactive-ai-apps",
"building-redacted-username-gergely-orosz-simon-eskildsen",
"building-reliable-agentic-systems",
"building-reliable-support-agents-using-the-effect-typescript-library-michael-fester",
"building-security-around-ml",
"building-self-coding-agents",
"building-sota-open-weights-tool-use-the-command-r-family",
"building-the-platform-for-agent-coordination",
"building-trust-in-enterprise-ai-evaluating-domain-specific-llms-for-real-world-financial-scenari",
"building-voice-agents-with-openai",
"building-with-anthropic-s-claude-the-prompt-doctor-is-in",
"building-your-own-secure-ai-workflows-human-in-the-loop-automation-with-n8n",
"buy-now-maybe-pay-later-dealing-with-prompt-tax-while-staying-at-the-frontier-andrew-thompson",
"bypassing-the-multimodal-tax-framework-free-hybrid-rag-raw-sql-rrf-and-live-ui-telemetry",
"can-oncology-workflows-run-without-human-touch-anant-shankhdhar-risa-labs",
"case-study-deep-dive-telemedicine-support-agents-with-langgraph-mcp",
"citation-needed-provenance-for-llm-built-knowledge-graphs",
"claude-agent-sdk-workshop",
"claude-fable-claude-tag-and-anthropic-s-culture-cat-wu-thariq-shihipar-ft-simon-willison",
"claude-for-long-horizon-tasks",
"claude-plays-minecraft-introducing-a-real-world-serverless-ai-to-a-virtual-world",
"cognitive-shield-real-time-real-smart-rachna-srivastava",
"cohere-for-vps-of-ai",
"combine-skills-and-mcp-to-close-the-context-gap",
"compilers-in-the-age-of-llms",
"compute-system-design-for-next-generation-frontier-models",
"connecting-the-dots-with-context-graphs",
"context-engineering-connecting-the-dots-with-graphs-stephen-chin-neo4j",
"context-engineering-for-complex-codebases",
"context-engineering-in-2026-compaction-memory-cost",
"context-graphs-for-explainable-decision-aware-ai-agents",
"context-is-the-new-code",
"context-platform-engineering-to-reduce-token-anxiety-val-bercovici-and-callan-fox-weka",
"convex-launch",
"crabrag-why-automated-assistants-need-graph-memory-not-more-tokens",
"creating-agents-that-co-create",
"creating-and-scaling-your-own-custom-copilots-with-azure-ai-studio",
"customized-production-ready-inference-with-open-source-models-dmytro-dima-dzhulgakov",
"data-is-your-differentiator-building-secure-and-tailored-ai-systems",
"data-readiness-is-a-myth-reliable-ai-with-an-agentic-semantic-layer-anushrut-gupta-promptql",
"decoding-mistral-ai-s-large-language-models",
"deepswe-a-contamination-resistant-coding-benchmark-james-shi-datacurve",
"designing-ai-intensive-applications",
"develop-at-idea-velocity",
"developer-experience-in-the-age-of-ai-coding-agents",
"devin-2-0-and-the-future-of-swe",
"dispatch-from-the-future-building-an-ai-native-company-dan-shipper-every-ai-i",
"does-genai-belong-to-data-scientists",
"domain-adaptation-and-fine-tuning-for-domain-specific-llms",
"don-t-build-slop-4-levels-of-ai-agent-maturity",
"don-t-just-slap-on-a-chatbot-building-ai-that-works-before-you-ask",
"don-t-ship-skills-without-evals",
"dspy-the-end-of-prompt-engineering",
"effective-agent-design-patterns-in-production",
"effective-ai-agents-need-data-flywheels-not-the-next-biggest-llm-sylendran-arunagiri-nvidia",
"embeddings-are-stunting-agents-how-codeium-breaks-through-the-ceiling-for-retrieval",
"engineering-better-evals-scalable-llm-evaluation-pipelines-that-work",
"ensure-ai-agents-work-evaluation-frameworks-for-scaling-success",
"enterprise-agents-have-a-structure-problem-ishita-daga-tesla",
"enterprise-deep-research-the-next-killer-app-for-enterprise-ai-ofer-mendelevitch-vectara",
"evals-are-not-unit-tests",
"evals-driven-development-engineering-a-mental-health-ai-coach-ethically-safely",
"evals-workshop-mastering-ai-evaluation-from-playground-to-production",
"evaluating-ai-search-a-practical-framework-for-augmented-ai-systems",
"every-company-should-have-a-brain-garry-tan-y-combinator",
"every-harness-will-become-a-claw",
"everything-i-learned-training-frontier-small-models",
"evolving-claude-apis-for-agents",
"eyelevel-launch-your-rag-is-tripping-here-s-the-real-reason-why",
"fast-models-need-slow-developers",
"feedback-loops-are-all-you-need",
"fighting-slop-with-slop",
"first-steps-toward-automated-ai-research",
"five-hard-earned-lessons-about-evals",
"forget-rag-pipelines-build-production-ready-ai-agents-in-15-minutes",
"form-factors-for-your-new-ai-coworkers",
"forward-deployed-engineering-101",
"from-agent-traces-to-agent-simulations-rustem-feyzkhanov-snorkel-ai",
"from-arc-to-dia-lessons-learned-in-building-ai-browser",
"from-copilot-to-colleague-building-trustworthy-productivity-agents-for-high-stakes-work",
"from-software-developer-to-ai-engineer",
"from-systems-of-record-to-systems-of-context",
"from-writing-code-to-designing-systems-how-the-developer-role-is-changing-chris-noring-microsoft",
"frontier-ai-at-home-literally",
"frontier-results-on-device-rl-nabors-arize",
"full-workshop-setting-yourself-up-for-success-jason-liu-openai-codex",
"fun-stories-from-building-openrouter-and-where-all-this-is-going",
"function-calling-is-all-you-need",
"future-of-knowledge-assistants",
"gemini-nano-on-device-florina-muntenescu-oli-gaymond-google-deepmind",
"gemma-4-deep-dive-cassidy-hardin-google-deepmind",
"git-push-get-an-ai-api",
"giving-a-voice-to-ai-agents",
"going-beyond-rag-extended-mind-transformers",
"gpt-web-app-generator-10-000-apps-created-in-a-month-matija-sosic",
"graph-intelligence-enhance-reasoning-and-retrieval-using-graph-analytics",
"graphrag",
"graphrag-methods-to-create-optimized-llm-context-windows-for-retrieval-jonathan-larson-microsoft",
"guardrails-first-engineering-member-facing-health-ai",
"guide-verify-solve-the-engineering-discipline-agentic-development-demands",
"harness-engineering",
"harnessing-the-power-of-llms-locally",
"hasura-launch-realtime-data-connectivity-for-ai",
"healthcare-s-agent-bytecode-x12-as-the-harness-for-ai-agents",
"how-agent-o11y-differs-from-traditional-o11y",
"how-blackrock-builds-custom-knowledge-apps-at-scale",
"how-claude-code-works",
"how-deep-research-works",
"how-google-deepmind-is-researching-the-next-frontier-of-ai-for-gemini-raia-hadsell-vp-of-researc",
"how-i-automate-my-own-job-at-hugging-face-using-agents",
"how-instacart-transformed-its-search-and-discovery-using-an-llm-driven-approach",
"how-intuit-uses-llms-to-explain-taxes-to-millions-of-taxpayers",
"how-juries-and-librarians-can-solve-gtm-s-ai-trust-problem",
"how-kepler-built-verifiable-ai-for-financial-services",
"how-llms-work-for-web-devs-gpt-in-600-lines-of-vanilla-js",
"how-to-build-agents-that-run-for-hours-without-losing-the-plot",
"how-to-build-ai-agents-that-actually-work",
"how-to-build-an-ai-strategy-that-fails",
"how-to-build-enterprise-aware-agents",
"how-to-build-trustworthy-ai",
"how-to-build-world-class-ai-products-sarah-sachs-notion-and-carlos-esteban-braintrust",
"how-to-construct-domain-specific-llm-evaluation-systems",
"how-to-defend-your-sites-from-ai-bots",
"how-to-improve-your-agents-academic-lit-review",
"how-to-improve-your-vibe-coding-ian-butler",
"how-to-look-at-your-data-what-to-look-for-how-to-measure",
"how-we-hacked-yc-spring-2025-batch-s-ai-agents",
"how-we-scaled-500m-ai-agents-in-production-with-2-engineers",
"how-we-solved-context-management-in-agents-sally-ann-delucia",
"how-we-taught-agents-to-use-good-retrieval-hanna-lichtenberg-mixedbread-ai",
"how-web-data-infrastructure-powers-the-next-generation-of-ai",
"html-is-all-you-need-for-agents-to-make-graphics",
"human-seeded-evals-samuel-colvin-pydantic",
"hybridrag-a-fusion-of-graph-and-vector-retrieval-to-enhance-data-interpretation",
"hypermode-launch",
"hyperspace-more-nodes-is-all-you-need",
"i-gave-an-ai-agent-the-keys-to-my-life-here-s-what-happened",
"i-run-a-fleet-of-ai-agents-across-three-machines-here-s-what-broke",
"i-ve-never-seen-anything-scarier-than-an-llm-with-tool-calls-erik-meijer-aka-headinthebox",
"improving-agents-is-a-data-mining-problem",
"information-retrieval-from-the-ground-up",
"infra-that-fixes-itself-thanks-to-coding-agents-mahmoud-abdelwahab-railway",
"insights-from-snorkel-ai-running-azure-ai-infrastructure",
"intelligence-continual-learning-expertise",
"intro-to-graphrag",
"introducing-strands-agents-an-open-source-ai-agents-sdk",
"iterating-on-llm-apps-at-scale-learnings-from-discord",
"judge-the-judge-building-llm-evaluators-that-actually-work-with-gepa-mahmoud-mabrouk-agenta-ai",
"judging-llms",
"just-do-it-let-your-tools-think-for-themselves-robert-chandler",
"keynote-why-people-think-agent-is-a-buzzword-but-it-isn-t",
"knowledge-graphs-graphrag-techniques-for-building-effective-genai-applications",
"knowledge-graphs-in-litigation-agents-tom-smoker-whyhow-ai",
"layering-every-technique-in-rag-one-query-at-a-time",
"learned-execution-graphs-for-anomaly-detection-drift-in-apis-ritvik-pandya-jp-morgan-chase",
"lessons-from-building-genai-based-applications-juan-peredo",
"lessons-from-building-linkedin-s-genai-platform",
"lessons-from-studying-every-memory-system",
"let-s-build-an-agent-from-scratch-kam-lasater",
"let-s-integrate-ai-agents-in-event-sourced-systems",
"llama-3-at-1-redacted-password-000-tok-s-on-the-sambanova-ai-platform",
"llm-codegen-fails-and-how-to-stop-em",
"llm-evals-that-work-irl",
"llm-knowledge-bases-a-practical-guide",
"llm-observability-evaluation-experimentation-platform-dat-ngo-arize-ai",
"llm-pelican-benchmark",
"llm-safeguards-security-privacy-compliance-anti-hallucination",
"llm-scientific-reasoning-how-to-make-ai-capable-of-nobel-prize-discoveries",
"low-level-technicals-of-llms",
"luminal-search-based-deep-learning-compilers-joe-fioti",
"making-open-models-10x-faster-and-better-for-modern-application-innovation",
"mastering-engineering-flow-with-windsurf",
"maximize-gpu-efficiency-with-continuous-profiling-for-gpus",
"mcp-agent-fine-tuning-workshop-ronan-mcgovern",
"mcp-apps-primitives-discovery-and-the-future-of-software",
"mcp-is-all-you-need",
"medic-for-apache-spark-first-aid-for-failing-jobs-drasko-profirovic-pinterest",
"memory-harnesses-for-long-running-research-agents",
"memory-masterclass-make-your-ai-agents-remember-what-they-do-mark-bain-aius",
"mentoring-the-machine",
"mergeable-by-default-building-the-context-engine-to-save-time-and-tokens",
"mind-the-gap-in-your-agent-observability",
"minimax-m2",
"model-maxxing-rft-dpo-sft-fine-tuning-with-openai-ilan-bigio-openai",
"multi-agent-ai-and-network-knowledge-graphs-for-change-management-and-network-testing",
"my-ai-thinks-i-m-eating-my-feelings-and-other-nutritional-insights",
"navigating-challenges-and-technical-debt-in-llms-deployment",
"navigating-rag-optimization-with-an-evaluation-driven-compass",
"new-york-times-connections-a-case-study-on-nlp-in-word-games",
"no-code-fine-tuning-mark-hennings",
"no-more-bad-outputs-with-structured-generation",
"on-ai-and-knowledge",
"on-curiosity-sharif-shameem-lexica",
"on-engineering-ai-systems-that-endure-the-bitter-lesson",
"one-developer-two-dozen-agents-zero-alignment-why-we-need-collaborative-ai-engineering",
"one-model-to-rule-recommendations-netflix-s-big-bet",
"ontologies-for-agentic-systems",
"open-challenges-for-ai-engineering",
"open-questions-for-ai-engineering",
"open-rag-eval-rag-evaluation-without-golden-answers",
"open-source-is-dead-long-live-open-source",
"openai-for-vps-of-ai",
"openclaw-in-your-hand-building-a-physical-ai-terminal-for-local-llm-agents",
"openllmetry-is-all-you-need",
"openrag-an-open-source-stack-for-rag-phil-nash",
"optimizing-llms-in-insurance-with-dspy-beyond-manual-tuning",
"paperclip-open-source-human-control-plane-for-ai-labor-dotta",
"perception-agents-antje-barth-amazon-agi-lab",
"perceptual-evaluations-evals-for-aesthetics-diego-rodriguez-krea-ai",
"persona-engineering-a-field-guide-to-ai-synthetic-personas-ishan-anand-insightsciences-ai",
"personalization-in-the-era-of-llms",
"pipecat-cloud-enterprise-voice-agents-built-on-open-source",
"playground-in-prod-optimising-agents-in-production-environments",
"poc-to-prod-hard-lessons-from-200-enterprise-genai-deployments",
"practical-graphrag-making-llms-smarter-with-knowledge-graphs",
"practical-tactics-to-build-reliable-ai-apps-dmitry-kuchin-multinear",
"pragmatic-ai-with-typechat",
"production-rag-agents",
"production-ready-rag",
"prompt-engineering-ai-red-teaming",
"prompt-engineering-is-dead",
"prompt-engineering-tactics",
"pydantic-is-still-all-you-need",
"rag-and-the-mongodb-document-model",
"rag-at-scale-production-ready-genai-apps-with-azure-ai-search",
"rag-evaluation-is-broken-here-s-why-and-how-to-fix-it",
"rag-for-vps-of-ai",
"rag-in-2025-state-of-the-art-and-the-road-forward",
"rag-is-dead-right-kuba-rogut-redacted-username",
"ralph-loops-build-dumb-ai-loops-that-ship",
"real-ai-agents-need-planning-not-just-prompting",
"real-roi-lessons-from-enterprises-that-have-already-succeeded-with-llms-redacted-username-scale",
"realtime-multiplayer-automation-and-you",
"recsys-keynote-improving-recommendation-systems-search-in-the-age-of-llms",
"recursive-coding-agents",
"reinforcement-learning-without-verifiable-rewards-will-brown-prime-intellect",
"replacing-12k-loc-with-a-200-loc-skill",
"research-to-reality-bringing-frontier-ml-research-to-production",
"retrieval-augmented-generation-in-the-wild",
"rlm-recursive-language-models-for-large-codebases",
"road-to-5-million-tokens-breaking-barriers-in-long-context-training-max-ryabinin-together-ai",
"running-ai-application-in-minutes-quick-start-with-ai-templates",
"running-llms-locally-practical-llm-performance-on-dgx-spark-mozhgan-kabiri-chimeh-nvidia",
"safety-and-security-for-code-executing-agents",
"scaffold-wisely",
"scaling-ai-agents-without-breaking-reliability",
"scaling-compute-on-context",
"scaling-enterprise-grade-rag-systems-lessons-from-the-legal-frontier",
"scaling-github-for-your-agents-sam-morrow-github",
"securing-agents-with-open-standards",
"security-firewall-for-agents",
"self-driving-products-product-signals-to-pull-requests",
"self-training-agents-hermes-agent-hf-traces-skills-mcp-finetuning-merve-noyan-hugging-face",
"semantic-blindness-500-000-sensors-confused-an-llm-raahul-singh-vanc-levstik-phaidra",
"serving-2-million-models-without-melting-scaling-the-hugging-face-hub",
"shift-left-how-to-become-an-ai-engineer-from-a-full-stack-background",
"ship-real-agents-hands-on-evals-for-agentic-applications",
"shipping-ai-that-works-an-evaluation-framework-for-pms",
"shipping-an-enterprise-voice-ai-agent-in-100-days",
"simulation-maxxing-how-nubank-ships-agents-20-faster-with-simulations",
"skill-issue-lessons-from-skilling-up-coding-agents-to-use-langfuse",
"skills-are-new-features-building-skill-centric-harness-yogendra-miraje-factset",
"skills-are-the-new-sdks",
"skills-at-scale",
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]
},
{
"slug": "coding-and-developer-tools",
"name": "Coding and developer tools",
"url": "https://ai.engineer/topics/coding-and-developer-tools",
"description": null,
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]
}
]