Carlos Sanchez
Principal Scientist at Adobe
A Coruña, Spain
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Carlos Sanchez is a Principal Scientist at Adobe Experience Manager, specializing in software automation and agentic applications. Involved in Open Source for over 20 years, he is the author of the Jenkins Kubernetes plugin and a member of the Apache Software Foundation amongst other open source groups, contributing to several projects, such as Kubernetes, Jenkins or Apache Maven.
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Running Secure Agents at Scale
Building secure and scalable agents is hard. From multi-tenancy and noisy-neighbor risk to tool access and data boundaries, teams need more than a prompt and a container image, they need a deliberate execution model.
We will show what's available to run thousands of agents safely, focusing on open source, Kubernetes-based building blocks such as the CNCF Agent Sandbox, Agent Substrate, and Isola. We will cover their full lifecycle, provision, execute, observe, and tear down, while keeping workloads isolated. Sandboxes enforce resource limits, reduce blast radius, and give operators a consistent place to apply policy, though this adds trade-offs like state management and uneven resource use.
At Adobe we have optimized this so teams can run agents securely without needing to understand the sandboxing mechanism themselves.
In this session we will share the problems we hit running agents for real customers, how different projects address them, and what we would do differently next time.
The Agent Broke It, The Agent Fixed it
Not that you would do this of course, but we all have "a friend" who may not review every line of code produced by their trusted coding agent. At the same time, again not you, but another "friend", may not review every single line of code before it goes to production.
Despite our best efforts in reviewing, testing and perhaps even letting AI agents verify our code, sometimes production releases don't go as planned.
In this session, we'd like to demonstrate how we came up with one way to ease production rollout pain. We created an agentic analysis and remediation system that ties in to a tried-and-true progressive delivery solution (Argo Rollouts) as a plugin featuring agents that:
* Fetch and analyse canary and stable logs/metrics and other sources
* Make intelligent decisions on release quality
* Make code corrections based on the failure analysis and create automated PRs and/or issue descriptions.
* Embrace Human-in-the-Loop oversight by allowing developers to review and course correct if needed.
This strategic combination of agents leads to significantly reduced Mean Time To Recovery (MTTR) and a more resilient, productive developer experience. And all open source!
Fix Production Rollouts on the Fly with Agentic AIOps
Your software rollouts to production are probably always flawless, right? For the rest of us, once in a while we do run into issues when releasing code to production. Argo Rollouts is a great tool to help mitigate these issues by progressively delivering software to production, and automatically rolling back new features if anything doesn’t go right.
Wouldn’t it be nice if we can take this functionality to the next level? We can take advantage of the advances made in Agentic AI and instruct a model to analyze the logs when a rollout fails. Then thanks to the use of agents, it can take action on our behalf, such as fixing the code or the deployment manifests on the fly, creating new PRs and sending notifications. The sky is really the limit.
Come to this session to learn how to combine Argo Rollouts with Agentic AI to achieve the most seamless release experience yet.
Agentic Sites: Building Hyper Personalized Websites
The era of static, one-size-fits-all websites is over. Users expect personalized experiences that adapt to their preferences, context, and intent in real-time. But building truly personalized websites at scale requires more than just A/B testing or basic recommendation engines, it demands an agentic approach where AI agents autonomously orchestrate content, layout, and interactions to target an audience of one.
At Adobe, we are pioneering the concept of Agentic Sites, web experiences powered by AI agents that continuously learn from user behavior, analyze context signals, and dynamically compose hyper-personalized pages. These agents go beyond simple personalization rules: they use LLMs and System One models like Jev to reason about user intent, select optimal content variations, and adapt the experience in real-time while maintaining brand consistency.
DevFest Dakar 2026 Upcoming
Talk: The Agent Broke It, the Agent Fixed It: Self-Healing Code Rollouts with Agentic AI | Slides: https://presentations.csanchez.org/2026-11_devfest_dakar
Devoxx Morocco Upcoming
Talk: The Agent Broke It, The Agent Fixed it | Slides: https://presentations.csanchez.org/2026-11_devoxx_ma
Devfest Gaborone 2026 Upcoming
Talk: The Agent Broke It, the Agent Fixed It: Self-Healing Code Rollouts with Agentic AI | Slides: https://presentations.csanchez.org/2026-10_devfest_gaborone
KubeCon + CloudNativeCon Japan 2026 Sessionize Event
AI Engineer World's Fair
Talk: Agentic Sites: Building Hyper Personalized Websites | Slides: https://presentations.csanchez.org/2026-06_ai_engineer | Video: https://www.youtube.com/watch?v=jebp4V0vh30&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=1
GDG A Coruña
Talk: Qué Hacer Cuando el Coste de Escribir Código Tiende a Cero | Slides: https://presentations.csanchez.org/2026-05_gdg | Video: https://www.youtube.com/watch?v=-ivVGskMJVA&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=2
CNCF-Hosted Co-located Events Europe 2026 Sessionize Event
Voxxed Days CERN
Talk: Optimizing Resource Usage in Kubernetes | Slides: https://presentations.csanchez.org/2026-02_voxxed_cern
Fosdem
Talk: Self-Healing Rollouts: Automating Production Fixes with Agentic AI | Slides: https://presentations.csanchez.org/2026-02_fosdem | Video: https://video.fosdem.org/2026/h2213/EDUCXT-self-healing_rollouts_automating_production_fixes_with_agentic_ai.av1.webm
DevFest Armenia 2025 Sessionize Event
CNCF-hosted Co-located Events North America 2025 Sessionize Event
Devoxx Belgium
Talk: Self-Healing Rollouts: Automating Production Fixes with Agentic AI & Argo Rollouts | Slides: https://presentations.csanchez.org/2025-10_devoxx_be | Video: https://www.youtube.com/watch?v=ABjIUw7ojiU&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO
KubeCon
Talk: Debugging Envoy Tunnels: A Deep Dive | Slides: https://presentations.csanchez.org/2025-04_kubecon_eu | Video: https://www.youtube.com/watch?v=vrG5tBDsdd0&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO
KubeCon + CloudNativeCon Europe 2025 Sessionize Event
CNCF-hosted Co-located Events Europe 2025 Sessionize Event
Voxxed Days Ticino
Talk: Optimizing Resource Usage in Kubernetes | Slides: https://presentations.csanchez.org/2025-01_voxxed_ticino | Video: https://www.youtube.com/watch?v=MIk6kkBGk8E&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO
DevFest Cyprus
DevFest Tashkent
CNCF-hosted Co-located Events North America 2024 Sessionize Event
KubeCon + CloudNativeCon North America 2024 Sessionize Event
Devoxx Morocco
Infobip Shift 2024 Sessionize Event
JavaZone
ContainerDays Conference 2024 Sessionize Event
Container Days
We Are Developers
Talk: Progressive Delivery in Kubernetes | Slides: https://presentations.csanchez.org/2024-07_wearedevelopers | Video: https://www.wearedevelopers.com/en/videos/949/progressive-delivery-in-kubernetes
WeAreDevelopers World Congress 2024 Sessionize Event
Nordic Testing Days
CNCF-hosted Co-located Events Europe 2024 Sessionize Event
SCALE
FOSDEM
DevFest La Rioja
Talk: We Moved one Java Product to Kubernetes and This Is What We Learned | Slides: https://presentations.csanchez.org/2023-12_defvest_larioja
Stockholm JVM JUG
Talk: Optimizing Resource Usage in Kubernetes | Slides: https://presentations.csanchez.org/2023-11_stockholm_jvm_jug
DevFest Sousse/Monastir
CNCF-hosted Co-located Events North America 2023 Sessionize Event
AppDeveloperCon/KubeCon
Talk: Lessons Learned Migrating an Existing Product to a Multi Tenant Cloud Native Environment | Slides: https://presentations.csanchez.org/2023-11_kubecon_na | Video: https://www.youtube.com/watch?v=RmZh67vSjNY&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=1
Open Source Summit Europe
jPrime
Devoxx UK
Devoxx Greece
Voxxed Days Romania
Talk: We Moved one Java Product to Kubernetes and This Is What We Learned | Slides: https://presentations.csanchez.org/2023-03_voxxed_bucharest | Video: https://www.youtube.com/watch?v=agBH6Pb3tz0&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=2
FOSDEM
Talk: Continuous Delivery to many Kubernetes Clusters | Slides: https://presentations.csanchez.org/2023-02_fosdem | Video: https://mirrors.dotsrc.org/fosdem/2023/H.1309%20(Van%20Rijn)/continuous_delivery_to_many_kubernetes_clusters.mp4
Devoxx Morocco
JavaZone
Talk: We Moved one Java Product to Kubernetes and This Is What We Learned | Slides: https://presentations.csanchez.org/2022-09_javazone | Video: https://vimeo.com/747698681
KubeCon EU
Talk: How Adobe is Optimizing Resource Usage in Kubernetes | Slides: https://presentations.csanchez.org/2022-05_kubecon_eu/KubeCon EU 2022 - How Adobe is Optimizing Resource Usage in Kubernetes.pdf | Video: https://www.youtube.com/watch?v=iVD5YI1-U_M&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=1
EnvoyCon
Talk: Dedicated Infrastructure in a Multitenant World | Slides: https://presentations.csanchez.org/2021-10_envoycon | Video: https://www.youtube.com/watch?v=nWKu7ThNKwM&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=3
KubeCon EU
Talk: Dedicated Infrastructure in a Multitenant World | Slides: https://presentations.csanchez.org/2021-05_kubecon_eu | Video: https://www.youtube.com/watch?v=Kvog7aZ3esY&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=4
KubeCon NA
Talk: The Cloud Native Journey at Adobe | Slides: https://presentations.csanchez.org/2020-11_kubecon_na | Video: https://www.youtube.com/watch?v=1-NONkbI0Ec&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=5
DevOps World
Talk: GitOps at Adobe | Slides: https://presentations.csanchez.org/2020-09_devopsworld
Codecamp
Talk: Progressive Delivery in Kubernetes | Slides: https://presentations.csanchez.org/2020-09_codecamp | Video: https://www.youtube.com/watch?v=E9SLnhKVRRk&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=6
KubeCon EU
Talk: Progressive Delivery in Kubernetes | Slides: https://presentations.csanchez.org/2020-08_kubecon | Video: https://www.youtube.com/watch?v=Jf29YXu1Q48&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=7
GitOps Days
Talk: GitOps at Adobe | Slides: https://presentations.csanchez.org/2020-05_gitopsdays | Video: https://www.youtube.com/watch?v=CU9AseP_DOI&list=PLHsuXkXI4xdjGlGkCBdxIAmkzfWXqsUrO&index=8
FOSDEM
Talk: Progressive Delivery: Continuous Delivery the Right Way | Slides: https://presentations.csanchez.org/2020-02_fosdem
DevOps World Lisboa
Talk: Progressive Delivery with Jenkins X | Slides: https://presentations.csanchez.org/2019-12_devops_world
DevFest Istanbul
Talk: Progressive Delivery: Continuous Delivery the Right Way | Slides: https://presentations.csanchez.org/2019-11_devfest_istanbul
Øredev
Talk: Jenkins X: Progressive Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-11_oredev
Devoxx Morocco
Talk: Progressive Delivery in Kubernetes | Slides: https://presentations.csanchez.org/2019-11_devoxx_ma
AtlanticaConf
Talk: Progressive Delivery in Kubernetes | Slides: https://presentations.csanchez.org/2019-10_atlanticaconf
JavaZone
Talk: Jenkins X: Progressive Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-09_javazone | Video: https://vimeo.com/362768726
Devfest Tbilisi 2019 Sessionize Event
DevFest Georgia
Talk: Progressive Delivery: Implementing Continuous Delivery the Right Way | Slides: https://presentations.csanchez.org/2019-09_devfest_tbilisi
I Code Java
Northem Quality
Talk: Progressive Delivery en Kubernetes | Slides: https://presentations.csanchez.org/2019-07_northem_quality
Jenkins User Conference China
Jenkins Area Meetup Shanghai
Talk: Progressive Delivery: Continuous Delivery the Right Way | Slides: https://presentations.csanchez.org/2019-06_jam_shanghai_beijing
Continuous Delivery Summit
JNation
Talk: Jenkins X: Progressive Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-06_jnation
KPN
Talk: The Rise of Kubernetes | Slides: https://presentations.csanchez.org/2019-05_kpn_keynote
Talk: Jenkins X: Continuous Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-05_kpn
Voxxed Days Minsk
Talk: Jenkins X: Continuous Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-05_voxxed_minsk
CD Conference
Talk: Progressive Delivery in Kubernetes: Automatic Canary Deployments | Slides: https://presentations.csanchez.org/2019-04_cdconference
CloudBees webinar
Talk: Jenkins X: Continuous Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-02_cloudbees_webinar
JFokus
Talk: Jenkins X: Continuous Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2019-02_jfokus
KubeCon
Commit Conf
Talk: Jenkins X: Continuous Delivery for Kubernetes | Slides: https://presentations.csanchez.org/2018-11_commitconf
DevOps Pro
Moscow Jenkins Meetup
Talk: Scaling Jenkins with Kubernetes | Slides: https://presentations.csanchez.org/2018-11_moscow_jenkins_meetup
XantarJ
Talk: Using Kubernetes for Continuous Integration and Continuous Delivery | Slides: https://presentations.csanchez.org/2018-09_xantarj
JavaZone
Talk: Using Kubernetes for Continuous Integration and Continuous Delivery | Slides: https://presentations.csanchez.org/2018-09_javazone
Agile Testing Days USA
Devoxx France
Talk: Using Kubernetes for Continuous Integration and Continuous Delivery | Slides: https://presentations.csanchez.org/2018-04_devoxxfr
KubeCon
Talk: Using Containers for Continuous Integration and Continuous Delivery | Slides: https://presentations.csanchez.org/2017-12_kubecon
Joker
Bosnia Agile Day
Talk: Divide and Conquer: Easier Continuous Delivery using Micro-Services | Slides: https://presentations.csanchez.org/2017-10_bosnia_agile_day
Java2Days
Talk: Using Kubernetes for Continuous Integration and Continuous Delivery | Slides: https://presentations.csanchez.org/2017-10_java2days
Paris Container Day
Talk: Using Containers for Continuous Integration and Continuous Delivery | Slides: https://presentations.csanchez.org/2017-06_containerday_fr
Gira 2017 SSTQB
Talk: Docker for Testing | Slides: https://presentations.csanchez.org/2017-05_sstqb
GPUL Talks
Talk: Scaling Jenkins with Docker: Swarm, Kubernetes or Mesos? | Slides: https://presentations.csanchez.org/2017-04_gpul
Agile testing Days Asia
FOSDEM
Talk: Using Containers for Building and Testing: Docker, Kubernetes and Mesos | Slides: https://presentations.csanchez.org/2017-02_fosdem
Agile Testing Days
Talk: Testing Distributed Micro-Services | Slides: https://presentations.csanchez.org/2016-12_agiletestingdays
ApacheCon Europe
Talk: CI and CD at Scale: Scaling Jenkins with Docker and Apache Mesos | Slides: https://presentations.csanchez.org/2016-11_apachecon_eu
DevOps Pro
Talk: From Monolith to Docker Distributed Applications | Slides: https://presentations.csanchez.org/2016-11_devopspro_ru
JavaOne
Jenkins World
Talk: Scaling Jenkins with Docker: Swarm, Kubernetes or Mesos? | Slides: https://presentations.csanchez.org/2016-09_jenkinsworld
Open DevOps
Talk: Continuous Delivery and the DevOps Way
Boulder Jenkins/Docker Meetup
Talk: Scaling Jenkins with Docker and Apache Mesos | Slides: https://presentations.csanchez.org/2016-06_boulder_jam
MesosCon North America
DevOps Pro
Talk: From Monolith to Docker Distributed Applications | Slides: https://presentations.csanchez.org/2016-05_devopspro
DevExperience Romania
Talk: From Monolith to Docker Distributed Applications | Slides: https://presentations.csanchez.org/2016-03_devexperience.ro
XP Days
Talk: Scaling Docker with Kubernetes
ApacheCon North America 2011
Talk: From Dev to DevOps
Javagruppen
Talk: Build and test in the cloud
Venue: Comwell Kellers Park, Jutland
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