Upgrade to Pro — share decks privately, control downloads, hide ads and more …
Sign up for free

AI/ML Update - OpenHouse London 2026

Avatar for Pete Hampton Pete Hampton
October 02, 2026
3
0

AI/ML Update - OpenHouse London 2026

Avatar for Pete Hampton

Pete Hampton

October 02, 2026

More Decks by Pete Hampton

See All by Pete Hampton
AI/ML Update - OpenHouse Amsterdam 2026
Avatar for Pete Hampton pjhampton
0
9
Agentic Analytics and Auto-pilots
Avatar for Pete Hampton pjhampton
0
25
AI/ML Update - OpenHouse Amsterdam 2025
Avatar for Pete Hampton pjhampton
0
27
Beyond the hype: Practical AI Applications for SRE
Avatar for Pete Hampton pjhampton
0
38
Data Streams & Pipelines: Observing with the Elastic Stack
Avatar for Pete Hampton pjhampton
0
140
Extending Kibana
Avatar for Pete Hampton pjhampton
0
85

Featured

See All Featured
How GitHub (no longer) Works
Avatar for Zach Holman holman
316
150k
Amusing Abliteration
Avatar for ianozsvald ianozsvald
1
330
From Legacy to Launchpad: Building Startup-Ready Communities
Avatar for Dug Song dugsong
0
350
The AI Search Optimization Roadmap by Aleyda Solis
Avatar for Aleyda Solis aleyda
2
6.3k
[RailsConf 2023] Rails as a piece of cake
Avatar for Vladimir Dementyev palkan
59
7.1k
Mind Mapping
Avatar for Hélio Medeiros helmedeiros
1
390
Color Theory Basics | Prateek | Gurzu
Avatar for Gurzu gurzu
1
480
Let's Do A Bunch of Simple Stuff to Make Websites Faster
Avatar for Chris Coyier chriscoyier
508
140k
Product Roadmaps are Hard
Avatar for C. Todd Lombardo iamctodd
55
13k
How To Stay Up To Date on Web Technology
Avatar for Chris Coyier chriscoyier
790
250k
Mobile First: as difficult as doing things right
Avatar for Swwweet swwweet
225
10k
Being A Developer After 40
Avatar for Adrian Kosmaczewski akosma
91
590k

Transcript

  1. The ClickHouse Platform for AI Ryadh Dahimene Director PM AI/ML,

    ClickHouse Pete Hampton Principal Engineer - AI/ML 1 © 2026 ClickHouse, Inc

  2. 2 © 2026 ClickHouse, Inc

  3. 3 © 2026 ClickHouse, Inc

  4. Data analysis and BI 3.5% Source: Anthropic - Measuring AI

    agent autonomy in practice February 2026 4 © 2026 ClickHouse, Inc

  5. Agentic Data Access 5 © 2026 ClickHouse, Inc

  6. 6 Scale Cost Performance An agent issues 10100× the A

    slow, expensive data layer Latency compounds through every tool queries a human does. makes every inference worse. call in the agentic loop. © 2026 ClickHouse, Inc

  7. AI on a Data Platform? 1ST PARTY AND VS 3RD

    PARTY 7 © 2026 ClickHouse, Inc

  8. Data Gravity 8 © 2026 ClickHouse, Inc

  9. Users / Agents APPS API Data layer Managed Ingestion Open

    table formats 9 © 2026 ClickHouse, Inc Data lakes Other sources

  10. Users / Agents APPS API Connectivity layer MCP Clients CLI

    Plugins Data layer Managed Ingestion Open table formats 10 © 2026 ClickHouse, Inc Data lakes Other sources

  11. APPS Agents Users / Agents Users API API Connectivity layer

    MCP “Headlessˮ ClickHouse Experience Clients CLI Plugins Data layer Managed Ingestion Open table formats 11 © 2026 ClickHouse, Inc Data lakes Other sources

  12. ClickHouse Cloud - MCP Adoption 12 © 2026 ClickHouse, Inc

  13. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Data layer Managed Ingestion Open table formats 13 © 2026 ClickHouse, Inc Data lakes Other sources

  14. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Assistant Data layer Managed Ingestion Open table formats 14 © 2026 ClickHouse, Inc Data lakes Other sources

  15. 15 © 2026 ClickHouse, Inc

  16. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Assistant Data layer Managed Ingestion Open table formats 16 © 2026 ClickHouse, Inc Data lakes Other sources

  17. ClickHouse Agents Available today in beta

  18. None

  19. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents + Code Interpreter Data layer Managed Ingestion Open table formats 19 © 2026 ClickHouse, Inc Data lakes Other sources

  20. 20 © 2026 ClickHouse, Inc

  21. LibreChat: Enterprise Community 21 © 2026 ClickHouse, Inc

  22. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents + Code Interpreter Data layer Managed Ingestion Open table formats 22 © 2026 ClickHouse, Inc Data lakes Other sources

  23. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents + Code Interpreter Observability (ClickStack) LLM Engineering (Langfuse) Data layer Managed Ingestion Open table formats 23 © 2026 ClickHouse, Inc Data lakes Other sources

  24. APPS Agents Connectivity layer MCP Cost efficient Infrastructure monitoring and

    observability Users / Agents Users API API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents + Code Interpreter Observability (ClickStack) LLM Engineering (Langfuse) Data layer Managed Ingestion Open table formats 24 © 2026 ClickHouse, Inc Data lakes Other sources Visibility and Auditability via Tracing and Evaluations

  25. 84451 78572 328 16296 19799 279 47 173001 279 11977

    288 25995 328 290 65279 72644 326 328 290 12629 326 306 80382 562 198 163840 328 722 5000 328 290 5396 3502 382 290 21915 328 19165 11 20604 198 427 12585 306 290 2375 4464 11977 288 118850 326 114835 395 5396 6393 679 32871 306 108355 784 24615 198 13980 679 38462 4743 290 55314 328 79208 11 326 290 13572 328 261 2375 306 198 13980 5396 42607 8712 4271 19165 328 18926 326 19628 326 19165 591 198 181003 326 1682 853 1339 131956 472 290 11639 151109 328 290 5355 198 28963 4464 11977 288 480 382 8731 11 538 873 382 625 316 413 97008 316 679 1369 7130 11 472 261 198 6684 20415 11 316 118160 4372 187282 326 114820 11 484 5396 6393 198 10618 413 4348 656 290 10652 328 3954 4464 11977 288 480 382 8731 316 15232 290 5269 328 11888 5523 2870 198 77 929 4464 11977 288 290 53710 328 290 5553 32898 679 306 290 61974 179225 295 1043 198 113025 306 18864 5396 6393 11 306 290 72644 326 7549 328 290 5396 1647 198 427 306 290 12629 6393 328 1966 326 5142 326 679 16817 316 15232 3698 198 31705 326 3432 13853 328 2615 306 12384 19165 4464 11977 288 17435 6737 679 117907 9247 316 12998 11 306 1407 136897 483 198 3086 5553 32898 11 290 24304 328 29983 5618 395 326 8664 766 328 198 51527 6393 326 18864 129475 4464 11977 288 261 5355 10335 328 1879 6393 326 129475 382 328 290 16983 198 90222 395 290 3149 83522 328 495 82335 4464 10620 11 12880 11 290 5694 15594 440 94993 495 35500 78572 328 198 48426 19799 472 261 5355 7024 328 37556 395 722 53710 326 722 198 77 929 11 316 290 1268 484 1753 4445 326 1753 2681 328 13501 11 13958 198 851 78572 19223 306 4246 11 8712 40108 656 14029 326 7850 316 198 25652 1962 5618 395 1879 6393 326 129475 326 656 35678 16005 412 79438 326 7544 11 316 11846 1043 29983 326 8488 25995 198 427 8664 766 11 2973 6200 290 53710 328 17435 6737 9247 326 6200 198 3086 53710 328 73951 1641 1043 48943 364 20220 220 16 279 2594 5396 42607 553 12275 2240 326 12629 306 72644 326 6393 13 3164 553 179027 198 6332 5207 326 55314 326 1757 1330 9979 1001 3613 306 261 10767 328 198 14996 942 7812 364 20220 220 17 279 52414 382 31941 316 722 290 6393 326 129475 920 21806 306 495 198 31307 11 2935 48685 328 1062 3675 11 2238 472 11286 11 16458 11 3316 412 25785 11 22827 11 10480 503 1273 13813 11 7769 503 3698 12839 412 8813 11 9596 503 1273 4495 13 31721 11 860 48685 8712 413 2452 402 198 3086 9571 328 290 10480 11 48943 280 503 7544 4495 328 290 198 23663 503 35571 316 1118 261 1647 33063 11 5588 480 413 13313 412 90349 11 2893 89352 29955 445 1401 503 1641 1062 1273 37039 328 110345 364 20220 220 18 279 52414 853 290 1849 316 2615 11 65622 326 7203 328 1647 364 20220 220 19 279 3160 1001 8712 413 7504 306 69787 503 2096 5962 26 69787 326 290 42677 10552 8712 198 1464 47452 306 722 1043 11526 364 20220 220 20 279 3160 1001 8712 413 70138 316 69593 503 316 48597 11 306 51527 503 194772 7448 198 267 55728 364 20220 220 21 279 52414 853 290 1849 316 25995 25058 472 261 1647 2254 290 3954 364 20220 220 22 279 2594 553 12629 2254 290 3954 326 553 31941 2935 1062 44599 316 198 63943 11137 328 290 3954 13 2545 553 31941 316 12629 11137 4372 1062 198 4220 119730 306 40723 328 495 78572 326 4372 1062 4570 278 962 316 198 35662 44599 364 20220 220 23 279 52414 853 290 1849 316 448 8488 50590 656 290 53161 7769 198 1420 373 1288 395 24615 110841 290 18864 6393 21383 2395 656 290 198 107589 503 656 3954 364 20220 220 24 279 3160 1001 8712 413 70138 316 56424 17202 11 93984 503 136846 364 20220 220 702 279 52414 382 31941 306 3149 47685 316 261 9510 326 751 17904 656 448 198 521 66362 326 132717 66323 11 306 290 39984 328 1232 6393 326 198 630 5556 929 326 328 1062 17285 8363 4372 2395 364 20220 220 994 279 52414 19577 483 261 24334 101442 853 290 1849 316 413 137194 49235 198 75961 32579 34857 7065 316 3954 306 261 751 11791 540 1118 501 853 1458 722 198 3086 49460 8155 395 1232 54823 364 3160 1001 8712 413 7504 34857 328 1062 24334 101442 402 3527 328 1062 1330 503 198 310 2727 1118 2242 625 52230 261 24334 101442 11 1641 7769 503 198 173524 3954 11 540 290 1058 1261 480 673 16365 13 16455 8712 261 73990 198 2931 59531 413 54683 1572 290 1001 484 673 12781 540 290 1058 290 24334 198 2864 1082 673 16365 364 20220 220 899 279 3160 1001 8712 413 70138 316 56424 61125 483 1232 16480 11 3502 412 9603 503 69486 11 11777 316 20985 7557 1232 61170 326 22785 13 29995 198 5429 290 1849 316 290 11137 328 290 3954 4372 2238 61125 503 20985 364 20220 220 1311 279 52414 853 290 1849 316 19165 328 12772 326 25960 3518 290 45686 198 1440 2454 5388 364 52414 853 290 1849 316 7668 1062 4931 11 3463 1232 2316 11 326 316 622 316 198 38520 4931 364 20220 220 1265 279 52414 853 290 1849 316 8142 326 316 4271 306 1273 8981 100353 591 198 543 56459 364 2500 1849 1340 625 413 60745 306 290 1890 328 142975 5773 50535 59569 198 2845 2893 3161 100699 34230 503 591 24615 51669 316 290 14189 326 23477 198 1440 290 5553 32898 364 20220 220 1055 279 52414 853 290 1849 316 261 101620 364 3160 1001 8712 413 31157 10581 130671 328 1232 101620 11777 33793 290 1849 316 198 4939 1232 101620 364 20220 220 1125 279 24506 326 5142 328 3149 5744 11 2935 1062 37039 5192 316 11286 11 101620 503 198 133805 294 11 679 290 1849 316 46089 326 316 2491 261 3502 13 3164 553 31941 316 198 63943 6393 472 316 17328 11 3354 17328 326 540 1617 134064 364 191584 8712 413 18375 1511 1606 483 290 2240 326 3149 18458 328 290 198 491 3258 110183 364 976 3502 382 290 6247 326 18864 3566 7670 328 13501 326 382 31941 198 935 11137 656 13501 326 290 5388 364 20220 220 1422 279 52414 853 290 1849 316 2316 4322 11238 472 1775 472 306 23021 483 198 30407 364 3160 1001 8712 413 31157 10581 130671 328 1232 4322 364 20220 220 1157 279 52414 853 290 1849 316 19165 328 4525 11 55314 326 22827 26 495 198 2460 6664 19165 316 3343 1232 22827 503 19628 11 326 19165 11 4784 198 49370 503 306 4832 483 5036 326 306 751 503 1249 11 316 15891 1232 198 133805 294 503 19628 306 14029 11 8248 11 30775 326 8664 766 364 20220 220 858 279 52414 853 290 1849 316 19165 328 13813 326 12973 26 495 1849 6664 198 17310 14460 316 5060 23104 2935 61125 326 316 8142 11 6442 326 57221 198 41825 326 7865 1819 1062 5049 326 23994 328 5567 11012 364 20220 220 455 279 52414 853 290 1849 316 19165 328 37838 20088 326 23021 364 3160 1001 1340 413 97008 316 20753 316 448 23021 364 20220 220 2040 279 52414 853 290 1849 316 2304 997 306 290 6059 328 1232 4931 11 8516 198 267 1819 42545 16180 36131 364 52414 853 290 1849 328 12629 3158 316 751 2570 306 1232 4931 364 976 738 328 290 1665 8712 413 290 9571 328 290 20515 328 6059 26 495 198 21053 8712 413 22171 306 60546 326 27867 35059 1118 8712 413 656 198 373 97506 326 12629 9490 70799 326 8712 413 7504 656 9910 14048 503 656 23458 198 18847 34603 19586 364 20220 220 1709 279 52414 11 472 261 6027 328 13501 11 853 290 1849 316 3698 7203 326 382 198 299 23992 316 83522 11 1819 7769 6942 326 7544 1407 136897 198 427 306 26794 483 290 9716 326 7416 328 2454 5388 11 328 290 198 91862 11 3698 326 15186 6393 57483 395 1232 72644 326 290 2240 198 71620 328 1232 24476 364 20220 220 1860 279 52414 853 290 1849 316 1101 11 316 2240 7158 328 20141 11 316 1327 326 198 69 34710 562 6409 328 1101 326 316 11137 4372 50845 364 52414 11 2935 1062 44599 11 853 290 1849 316 12629 2777 395 12629 1101 364 52414 1218 5882 853 290 1849 316 1327 326 148205 198553 26386 198 1938 11166 326 1232 3502 448 24140 43401 328 5396 72644 11 326 198 124665 1254 295 11 538 8155 11 656 1273 4748 328 3698 11137 364 52414 853 290 1849 316 1625 326 316 5863 10552 63953 395 290 11137 328 198 38520 17513 364 20220 220 1494 279 52414 853 290 1849 316 2867 326 46623 11 3463 19599 37039 328 198 29334 5123 326 60546 26585 483 2777 364 20220 220 1161 279 52414 853 290 1849 316 261 7024 328 6405 34664 395 290 3230 326 198 13072 42823 328 11166 326 328 1232 3502 11 3463 4232 11 23190 11 19445 326 198 111959 2631 326 8155 3698 3581 11 326 290 1849 316 7203 306 290 198 5671 328 50845 11 85016 11 33803 11 101819 7812 11 2890 5744 503 1273 11728 328 198 30008 32482 306 20020 11615 1232 3580 364 81999 7812 326 28745 553 31941 316 3582 2631 326 14647 13 2545 198 10961 11 5588 12275 306 503 842 328 31313 2802 11 8712 4271 290 2684 3698 198 823 90592 364 20220 220 2109 279 52414 853 290 1849 316 7850 13 13626 8712 413 2240 11 540 5153 306 290 198 13565 815 326 18864 25699 13 52334 7850 8712 413 111476 558 65269 326 5937 7850 8712 413 2452 12190 2839 326 198 186811 7850 8712 413 29293 18240 316 722 402 290 9571 328 61805 364 44771 8712 413 23699 316 290 3149 5269 328 290 5396 24476 326 198 935 290 70334 328 5618 395 5396 6393 326 18864 129475 13 1225 198 30275 15232 10335 11 46581 326 38020 6200 722 29388 11 46561 198 267 20159 8896 11 326 8712 6544 290 8173 328 290 5553 32898 395 198 3086 14778 328 12585 364 74998 679 261 6217 1849 316 5655 290 3675 328 7850 484 8712 413 4335 198 935 1043 3953 364 20220 220 2092 279 52414 853 290 1849 42545 316 19993 306 290 15186 2615 328 290 198 52246 11 316 4271 290 20117 326 316 5143 306 19950 64781 326 1617 198 94329 1348 364 52414 853 290 1849 316 290 11137 328 290 23278 326 3785 17513 198 2521 289 591 1062 19950 11 44015 503 39565 7142 328 1118 501 382 198 3086 4892 364 20220 220 2029 279 52414 382 31941 316 261 3698 326 7544 2569 306 1118 290 6393 326 198 17310 295 8469 920 21806 306 495 78572 665 413 9637 23175 364 20220 220 2270 279 52414 853 31630 316 290 4832 306 1118 11238 290 2240 326 3149 198 71620 328 1232 24476 382 4149 364 637 290 13526 328 1232 6393 326 129475 11 6524 8712 413 5401 1606 316 198 35662 15817 472 553 16817 656 3954 29810 395 290 9676 328 61167 5192 198 70371 868 326 5618 395 290 6393 326 129475 328 5036 326 328 9176 198 3086 1327 9140 328 101511 11 751 2569 326 290 5985 46312 306 261 198 16509 92816 13501 364 13145 6393 326 129475 1340 306 860 1890 413 125209 CONTEXT

  26. APPS Agents Connectivity layer MCP Users / Agents Users API

    API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents + Code Interpreter Observability (ClickStack) LLM Engineering (Langfuse) Data layer Context management Managed Ingestion Open table formats 26 © 2026 ClickHouse, Inc Data lakes Other sources

  27. SQL 27

  28. aiClassify() aiExtract() aiGenerate() SELECT aiTranslate() aiFilter() aiRedact() aiEmbed() aiSimilarity() 28

    © 2026 ClickHouse, Inc FROM …

  29. 29 © 2026 ClickHouse, Inc

  30. 30 © 2026 ClickHouse, Inc

  31. APPS Agents Connectivity layer MCP Observability (ClickStack) Users / Agents

    Users API API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents SQL AI Func. + Code Interpreter LLM Engineering (Langfuse) Data layer Context management Managed Ingestion Open table formats 31 © 2026 ClickHouse, Inc Data lakes Other sources

  32. APPS Agents Connectivity layer MCP Observability (ClickStack) Users / Agents

    Users ClickHouse platform for AI API API Agentic layer Clients CLI Plugins Assistant ClickHouse Agents SQL AI Func. + Code Interpreter LLM Engineering (Langfuse) Data layer Context management (skills) Managed Ingestion Open table formats 32 © 2026 ClickHouse, Inc Data lakes Other sources