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7-9 October, 2026
Prague, Czechia
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Important Note: Timing of sessions and room locations are subject to change.

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Friday, October 9
 

09:05 CEST

The Upstream Way: Current State of I.MX SoCs in the Linux Kernel - Daniel Baluta, NXP Semiconductors
Friday October 9, 2026 09:05 - 09:45 CEST
NXP has historically maintained a large number of i.MX-specific patches in downstream Linux trees, increasing maintenance effort and limiting community adoption.

This talk presents NXP's updated upstreaming strategy and the progress made across i.MX SoCs. We will review the current upstream status of key drivers, lessons learned from recent upstreaming efforts and the processes introduced to improve patch quality and acceptance rates.

We will also cover NXP's efforts to strengthen community engagement, work on testing infrastructure and plans for the remaining internal patches.
Speakers
avatar for Daniel Baluta

Daniel Baluta

Software Engineer, NXP Semiconductors
Daniel works at NXP in Romania hacking on Linux kernel audio drivers for i.MX boards. He is a teaching assistant for Operating System Internals class at University POLITEHNICA in Bucharest and very passionate about helping newcomers to the Linux kernel world while being a mentor for... Read More →
Friday October 9, 2026 09:05 - 09:45 CEST
South Hall 3 A (Floor 3)
  Embedded Linux Conference

09:05 CEST

XDP & XSK Support From a Linux Driver Standpoint - Théo Lebrun, Bootlin
Friday October 9, 2026 09:05 - 09:45 CEST
XDP (eXpress Data Path) is about running eBPF programs on network packets as early as possible. The goal of such an approach is performance: we minimise operating system networking stack overhead by letting the user decide which packets should reach it.

XSK is an extension to XDP allowing zero-copy redirect from the Ethernet driver directly to userspace processes. This approach approximates kernel-bypass solutions while remaining well integrated into the Linux networking stack for less critical traffic.

Both bring benefits but require adaptations on an Ethernet MAC driver standpoint; we'll dig into those. Quite some ground will be covered:
- allocators, their allocation patterns and memory layout,
- networking subsystem callbacks to be implemented,
- scheduling logic at runtime,
- performance numbers,
- etc.

Experience has been acquired through the upstreaming process of XDP & XSK support to the MACB/GEM controller driver, after having added Mobileye EyeQ5 support to the same driver.

References:
https://en.wikipedia.org/wiki/Express_Data_Path
https://ebpf.io/
https://www.kernel.org/doc/html/latest/networking/af_xdp.html
Speakers
avatar for Théo Lebrun

Théo Lebrun

Embedded Linux engineer & trainer at Bootlin, Bootlin
Théo joined Bootlin in 2022, studying the potential applications for the PipeWire ecosystem to embedded topics. He then went onto Linux kernel work: deep suspend-to-RAM support for a TI automotive SoC, upstreaming of base platform and Ethernet controller support for Mobileye hardware... Read More →
Friday October 9, 2026 09:05 - 09:45 CEST
South Hall 3 C (Floor 3)
  Embedded Linux Conference

09:50 CEST

How We Shipped Power & Perf Optimized Snapdragon Based Product on Upstream - Neil Armstrong & Rui Silva, Linaro
Friday October 9, 2026 09:50 - 10:20 CEST
Booting mainline Linux on a Snapdragon SoC is a great step, but it is very different from shipping a product. In standard vendor BSPs, power and performance tuning is often hidden behind blobs and downstream hacks. When you build a commercial device entirely on upstream Linux and U-Boot, you lose those vendor shortcuts. You have to understand the hardware deeply to balance battery life and processing power.

In this talk, we will share our war story of shipping a real-world consumer product based on Snapdragon SoC using mainline Linux & U-Boot. We will guide you through our optimization journey, starting from the initial dev kit. We will see how we used the Linaro DebugBoard to profile and tune power consumption across different sleep states and active workloads. We will talk about leveraging standard kernel power management frameworks instead of relying on downstream workarounds, which helps keep the system easily maintainable.

We will explain how we identified power regressions and traced performance bottlenecks using upstream tools. Finally, we will look at the practical trade-offs we had to make to deliver a highly responsive, low-power device while staying close to mainline
Speakers
avatar for Rui Miguel Silva

Rui Miguel Silva

Senior Linux Engineer, Linaro
Working on Linux systems for long time...
avatar for Neil Armstrong

Neil Armstrong

Senior Linux Engineer, Linaro
Neil joined Linaro in September 2022 to work full-time on Qualcomm Upstreaming of their high-end SoC platforms.
Neil has been hacking on embedded platforms since he was 16 years old, from Casio Calculators to Phones platforms in the last months.
He maintains the Amlogic Linux & U-Boot baseport, Linux DRM Bridge & Panel codebase. In addition to Qualcomm, Neil regularly contributes to the Linux Kernel and U-Boot supporting the Amlogic SoCs support and DRM codebase... Read More →
Friday October 9, 2026 09:50 - 10:20 CEST
South Hall 3 A (Floor 3)
  Embedded Linux Conference

11:05 CEST

Lightning Talk: Declarative Systems Still Have Hidden State - Kim Schaefer, Game Plan Tech
Friday October 9, 2026 11:05 - 11:15 CEST
Declarative infrastructure promises reproducibility: desired state is defined, controllers reconcile drift, and redeployments should behave predictably.

Except they often don’t.

This talk explores the hidden operational state declarative systems quietly depend on: webhook certificates cached in cluster resources, infrastructure dependencies that survive deletion, controller ordering assumptions, persistent node state, and lifecycle coupling reconciliation engines cannot see.

These problems become especially visible when infrastructure spans multiple systems or workloads take minutes rather than seconds to initialize.

Using real operational examples from Kubernetes and GitOps environments, this lightning talk examines why “delete and redeploy” frequently fails to produce clean state and why many reliability problems are actually hidden state-management problems.

The core lesson: declarative systems still depend on operational history, even when the infrastructure appears fully declarative.
Speakers
avatar for Kim Schaefer

Kim Schaefer

Senior DevOps Engineer, Game Plan Tech
Kim Schaefer is a Senior DevOps and Cloud Engineer focused on Kubernetes, GitOps, and secure platform engineering. She designs and operates production Kubernetes platforms with a focus on deployment reliability and automation in constrained environments.

Kim's work centers on bu... Read More →
Friday October 9, 2026 11:05 - 11:15 CEST
Small Hall (Floor 0)
  Cloud & Orchestration

11:05 CEST

A Language Model in 256 MB: Running SLMs on a $10 RISC-V Linux Board Without a GPU - Akshat Khanna, Angel One
Friday October 9, 2026 11:05 - 11:45 CEST
Running a language model used to mean a datacenter GPU. This talk shows a 1-billion-parameter model generating tokens on a roughly $10 RISC-V board (the SOPHGO SG2002, as on the Sipeed LicheeRV Nano) with 256 MB of RAM no GPU, no Python, no cloud. The speaker walks the full embedded stack: a minimal C transformer inference engine running quantized GGUF weights, cross-compiled for RISC-V on embedded Linux, plus the quantization (4-bit GGUF), memory-mapping, and KV-cache choices that make it fit. The session is honest about the trade-offs, tokens-per-second, accuracy loss from aggressive quantization, and where an NPU or a microcontroller-class TinyML model is the better call. Attendees leave with a reproducible recipe for putting useful local inference on cheap, disconnected, privacy-sensitive hardware, and a clear-eyed sense of what 256 MB can and cannot do.
Speakers
avatar for Akshat Khanna

Akshat Khanna

Machine Learning Engineer, Angel One
Akshat Khanna is a Machine Learning Engineer at Angel One, where he builds GenAI-powered bots and leverages agentic AI for high-performance trading platforms. Previously, he worked as MTS at VMware Tanzu, focusing on Kubernetes solutions for the edge. He is an active open-source contributor... Read More →
Friday October 9, 2026 11:05 - 11:45 CEST
South Hall 3 C (Floor 3)
  Embedded Linux Conference

11:05 CEST

From Vendor Bring-up To Community Upstreaming: What We Learned From SpacemiT K3 - Troy Mitchell, SpacemiT
Friday October 9, 2026 11:05 - 11:45 CEST
Upstreaming initial support for a new RISC-V SoC is becoming more common, but keeping that support useful, reviewable, and maintainable is still difficult. As more application-class SoCs land, a one-vendor model stops scaling.

This talk uses SpacemiT K3, the first mass-produced RVA23-compatible SoC, as a case study. It's not about what we support, but about the upstream work we did, what tripped me up, and how we got past it.

We'll walk through in-house K3 enablement work on DMA, audio I2S, bindings, and DTS. The interesting patches aren't the ones that applied cleanly; they're the ones that didn't. We'll look at where to split bindings, drivers, and DTS; how K3 hardware constraints had to be modeled in upstream terms; and how review rounds reshaped the design.

The second part focuses on working with community developers outside SpacemiT: making boards available, keeping test images reproducible, pre-reviewing patches, turning regression around quickly, and keeping the internal tree close to mainline.

We’ll share lessons practical for making new RISC-V platforms not only upstreamed once, but easier for vendors and community contributors to review, test, debug, and maintain.
Speakers
avatar for Troy Mitchell

Troy Mitchell

Software Design Engineer, SpacemiT
I'm Troy Mitchell, a software design engineer at SpacemiT and a contributor to the upstream Linux kernel and OpenSBI, working on low-level system software and kernel enablement for RISC-V SoCs. I maintain the SpacemiT K1 I2C/I2S driver upstream, and day to day I work on kernel drivers... Read More →
Friday October 9, 2026 11:05 - 11:45 CEST
South Hall 3 A (Floor 3)
  Embedded Linux Conference

11:55 CEST

What Hides Below 10,000+ SBOMs of a Foundation - Mario Fahlandt, Kubermatic
Friday October 9, 2026 11:55 - 12:15 CEST
It all started with the simple question: "Do we have all exceptions for license dependecies for all the projects?"

As you can imagine this is not a question most organizations can answer out of the blue.
To solve this we started not only generating SBOMS for every single project in the CNCF., but also every Subproject that has a release.
Along the way we hit every wall: inconsistent release processes, license resolution dead ends, CVE matching at scale, and the discovery that generation is maybe 20% of the problem.
We will dig into the full pipeline we built. Automated SBOM generation at scale, auto discovery of Repositories, experimenting with differnet SBOM generation tools, hitting Git limits, license enrichment via deps.dev and ClearlyDefined, vulnerability cross-referencing via OSV, and OpenVEX for suppression.
After we finished this we realized that 10,000+ SBOMs are useless if you cannot search, query, or govern them. So we built an open source toolchain for the whole thing.

You will learn how to build a toolchain for Supply Chain at a sclae that supports a foundation and you can also use in organizatiosn that is fully Open Source and Apache 2 licensed.
Speakers
avatar for Mario Fahlandt

Mario Fahlandt

Customer Delivery Architect, Kubermatic
Mario Fahlandt is a CNCF Technical Oversight Committee member, SIG ContribEx co-chair, and Kubernetes AI Conformance subproject lead. He maintains cncf/sbom, the project generating SPDX SBOMs for every CNCF release, and created SeeBOM, an open-source SBOM governance platform now applying... Read More →
Friday October 9, 2026 11:55 - 12:15 CEST
South Hall 1 A (Floor 1)

11:55 CEST

Why Switch To External Flight Modes? - Dawid Rudy, Auterion
Friday October 9, 2026 11:55 - 12:15 CEST
When it comes to controlling PX4 from a companion computer, developers are often spoiled for choice - leading to confusion about which architecture best suits their specific mission requirements. Historically, Offboard Mode has been the go-to default, but the evolution of the PX4 ecosystem has introduced powerful alternatives like External Flight Modes and the native ROS 2 Control Interface.
This session provides a technical breakdown of how PX4 handles companion computer inputs under both paradigms. We will explore how External Flight Modes register directly with PX4's internal mode manager, allowing custom autonomy apps to behave like native flight modes with built-in safety boundaries. Attendees will learn the differences between these methods, the performance benefits of moving to the ROS 2 bridge, and a practical migration path to transition legacy offboard code into robust, external ROS 2 applications.
Speakers
avatar for Dawid Rudy

Dawid Rudy

GNC Engineer, Auterion
RC hobbyist and FPV drones enthusiast, actively contributing to UAV-related open-source projects.
Friday October 9, 2026 11:55 - 12:15 CEST
South Hall 1 B (Floor 1)
  PX4 Dev Summit

11:55 CEST

Your Agent Did What? Forensic Observability for Systems That Don’t Leave Obvious Footprints - Adriana Villela, Dynatrace & Kasper Borg Nissen, Dash0
Friday October 9, 2026 11:55 - 12:35 CEST
The GenAI observability space is fragmented right now. OpenInference, OpenLLMetry, framework-specific conventions are all solving the same problems with incompatible attribute names. That made sense when OTel’s GenAI support was thin. It makes less sense today.

OTel is where this converges. Getting there from where most teams actually are isn’t obvious. Kasper and Adriana cover the current landscape, how the genainormalizer processor bridges the gap at the collector layer, and what a realistic path to OTel-native GenAI observability looks like.

Then the harder question: your agent just deleted a database. What does your telemetry actually tell you? Non-deterministic systems don’t leave obvious footprints, and most teams discover that at the worst possible time.
Speakers
avatar for Adriana Villela

Adriana Villela

Principal Developer Advocate, Dynatrace
Adriana Villela is a blogger, host of the Geeking Out podcast, CNCF Ambassador, OpenTelemetry Community Manager, and maintainer of the OpenTelemetry End User SIG. By day, she focuses on Observability and OpenTelemetry, as a Principal Developer Advocate at Dynatrace. By night, she... Read More →
avatar for Kasper Borg Nissen

Kasper Borg Nissen

Principal Developer Advocate, Dash0
Kasper is a CNCF Ambassador, former KubeCon+CloudNativeCon Co-Chair, Golden Kubestronaut, KCD Organizer, and CNCG Group Organizer. He co-founded Cloud Native Nordics to unite meetups across the region. At Dash0, he helps make observability easy for developers by advocating for better... Read More →
Friday October 9, 2026 11:55 - 12:35 CEST
Small Hall (Floor 0)
  Cloud & Orchestration

11:55 CEST

Building Trust in the AI Era: Agent-to-Agent Communication With DIDs and VCs - Alexander Shcherbakov, DSR Corporation
Friday October 9, 2026 11:55 - 12:35 CEST
As AI moves from isolated chatbots to autonomous agent ecosystems, the "identity problem" becomes a critical security bottleneck. How does an agent verify the legitimacy of a requestor before executing a sensitive task? Traditional API keys are insufficient for dynamic, decentralized agent interactions.
This session explores a cutting-edge extension to the Linux Foundation A2A protocol that leverages Decentralized Identifiers (DIDs) and Verifiable Credentials (VCs) to establish high-assurance trust and bridges the gap between Decentralized Identity standards and AI, creating a secure backbone for the next generation of agent interoperability.
We will dive into the technical design of integrating OpenID for Verifiable Presentations (OID4VP) into agent communication flows. Attendees will learn how this proposed extension moves beyond static credentials to enable granular, verifiable Authentication (AuthN) and Authorization (AuthZ) for autonomous tasks. Beyond the protocol basics, we will analyze different patterns for VC presentation—comparing interactive vs. automated flows—and evaluate diverse wallet options, ranging from cloud-based agent wallets to secure edge implementations.
Speakers
avatar for Alexander Shcherbakov

Alexander Shcherbakov

Head of Digital Trust Labs, DSR Corporation
Ph.D. in Mathematics. Master of Applied Mathematics and Computer Science.
Extensive experience in Blockchain, DLT, Self-sovereign Identity (SSI).
Significant contribution to open source. Maintainer and contributor of popular LF open-source projects (Hyperledger/OWF/Indy/Hiero).
Extensive experience speaking at international conferences: LF Open Source Summit North America 2026, LFDT Member Summit 2026, Hyperledger Global Forum 2020, Hyperledger Bootcamp 2019, Internet Identity Workshop 2021... Read More →
Friday October 9, 2026 11:55 - 12:35 CEST
Club H (Floor 1)
  Digital Trust

11:55 CEST

Edge AI on Linux -- The Software - Karim Yaghmour, Opersys inc.
Friday October 9, 2026 11:55 - 12:35 CEST
AI is inexorably puncturing into our daily lives in some way, shape or form. Up to now, cloud-based LLMs have been the most notable incarnations. And yet, our daily lives contain a slew of devices that remain, for now, of the "dumb" variant. As AI technology evolves, matures and gradually commoditizes, several underlying forces, which we'll examine, will increasingly push such functionality into edge devices. This will be especially true of Linux-grade devices that, on the surface, would seem to have the requisite capabilities to support AI-grade stacks.

This talk will examine the AI software stacks available to build edge AI devices based on Linux-grade systems, especially the seemingly infinite functionality permutations made possible by generative AI. While there have been several “open weights” models with licensing constraints, the recent introduction of the Gemma 4 family (under ASL), which includes models specifically targeted at IoT, is a game changer and likely a taste of things to come. We’ll survey available models and engines, such as llama.cpp and ollama, and how to build real systems with them while accounting for in-the-field challenges.

2nd of two companion talks.
Speakers
avatar for Karim Yaghmour

Karim Yaghmour

CEO, Opersys inc.
Karim has been an active member of the open source community since the mid-90s. He pioneered the world of Linux tracing with the Linux Trace Toolkit and introduced Adeos, one of the first nanokernels/hypervisors for Linux. He is widely known for his O'Reilly books: "Building Embedded... Read More →
Friday October 9, 2026 11:55 - 12:35 CEST
South Hall 3 C (Floor 3)
  Embedded Linux Conference

11:55 CEST

The Little-Known Mechanism for Securely Parameterizing Systemd Services - Lennart Poettering, Amutable
Friday October 9, 2026 11:55 - 12:35 CEST
In this talk I'd like to discuss the "systemd Credentials" concept, which was introduced back in systemd v250 and became a powerful mechanism for parameterizing Linux systems and services.

These credentials can be passed into systems and services, can be authenticated and encrypted by TPMs. They can be acquired from SMBIOS, via Cloud IMDS services, the UEFI System Partition, or local file systems and IPC. They have a well-defined life-cycle, and can be securely inherited down the process, container and VM hierarchy.

We'll compare them with other ways to parameterize systems and services, such as the kernel command line or environment blocks, and explain why systemd's credentials are often the much better approach.
Speakers
avatar for Lennart Poettering

Lennart Poettering

Chief Engineer, Amutable
Lennart is a systemd creator & maintainer. He's also the Chief Engineer @ Amutable.
Friday October 9, 2026 11:55 - 12:35 CEST
Panorama Hall (Floor 1)
  Linux

11:55 CEST

Look MA, No GPUs! Experiment and Develop LLMs Without GPU Support - Alexon Oliveira, Red Hat
Friday October 9, 2026 11:55 - 12:35 CEST
It's hard to experiment, let alone develop applications, for LLMs when access to GPUs is restricted. But what if you could do your development on CPUs? This session demonstrates how to deploy vLLM on a local Kubernetes cluster using Kind and Podman Desktop, running entirely on a CPU-only laptop.

The presentation covers building a minimal environment, deploying vLLM containers, and running inference against models like Gemma-3 and Qwen2.5. A live benchmark comparison between vLLM and llama.cpp reveals when each runtime excels across different model sizes and hardware profiles. The session then extends the workflow to production-grade serving with KServe, including autoscaling and model lifecycle management.

Attendees will learn how to deploy and test vLLM locally without GPUs or cloud resources, understand when to choose vLLM versus llama.cpp based on model size and hardware, and extend a local setup to production-grade serving with KServe.
Speakers
avatar for Alexon Oliveira

Alexon Oliveira

Senior Principal Technical Account Manager, Red Hat
Alexon works as a Senior Principal Technical Account Manager at Red Hat focusing on Infrastructure and Management, Integration and Automation, Cloud Computing, Storage, and AI Solutions. He also contributes to produce and enhance documentation, knowledge-base articles, blog posts... Read More →
Friday October 9, 2026 11:55 - 12:35 CEST
Forum Hall (Floor 2)
  Open AI & Data

11:55 CEST

From Vulnerability Debt To Autonomous Remediation: Building a Self-Healing Container Image Pipeline - Priyanka Bettadapura, Microsoft
Friday October 9, 2026 11:55 - 12:35 CEST
Managing vulnerabilities across large fleets of container images remains a persistent challenge in cloud-native environments. In our platform, patching a single critical image often required several engineer-days of manual effort, creating remediation backlogs and compliance risk.
To address this, we built a self-healing vulnerability remediation pipeline using open source technologies across the container lifecycle. This session presents the architecture behind the system, including automated dependency updates with Dependabot, reproducible image rebuilds with DALEC, continuous OS-level patching using Project Copacetic, and deployment validation through staged rollout pipelines.
We will share the engineering decisions, trade-offs, and lessons learned while reducing remediation time from days to minutes and eliminating approximately 90% of manual patching effort. We will also discuss integrating an AI-assisted remediation agent for complex fixes and the safeguards used to validate and govern AI-generated changes in production environments.
Speakers
avatar for Priyanka Bettadapura

Priyanka Bettadapura

Senior Software Engineer, Microsoft
Priyanka Bettadapura is a Software Engineer at Microsoft focused on cloud-native security, platform engineering, and software supply chain resilience. Her work centers on automating vulnerability remediation for containerized workloads through reproducible builds, dependency management... Read More →
Friday October 9, 2026 11:55 - 12:35 CEST
Club E (Floor 1)

11:55 CEST

A Safety BOM Is a Contract: Producing and Consuming the SPDX Functional Safety Profile - Tobias Kästner, inovex GmbH & Nicole Pappler, AlektoMetis
Friday October 9, 2026 11:55 - 12:35 CEST
SPDX 3.1's Functional Safety profile recently grew to model a safety case end to end: requirements and their refinement, verification, pass/fail evaluations, evidence, and assumptions of use. It standardizes how a safety case is exchanged, but not how one is produced, nor what a consumer does with one received. We demonstrate SEGkit, a prototype, open-source, project-agnostic engine that extracts a design and evidence graph from content repositories to recompute a verdict over the graph—a judgment recomputed from content, not merely recorded—and detects which evidence goes stale as code evolves; in this talk we also show how we plan to use it within Zephyr to automate safety evidence creation. This makes SEGkit interesting to projects maintaining their safety BOM as well as downstream users who want to work with one. For the latter case we argue a received BOM is best consumed as a contract—its requirements and evidence being guarantees and its assumptions the conditions the consumer must discharge against its own case. Lastly, we talk about what the profile might add for machine-checkable discharge: assumptions as checkable conditions, linked to the guarantees they constrain.
Speakers
avatar for Nicole Pappler

Nicole Pappler

Senior Safety Expert, AlektoMetis.com
Nicole has worked in different projects developing safety relevant embedded software before starting as an independent assessor.
With now more than twenty years of experience in the industry, she supported several customers to show their compliance with safety, security and quality standards. Currently she is utilizing her experience regarding the development of highly reliable software to enable open source... Read More →
avatar for Tobias Kästner

Tobias Kästner

Safety Architect, Zephyr Project, inovex GmbH
A physicist by training, Tobias Kaestner has long been fascinated by where the physical and digital worlds meet. He began as a software team lead in a medical device start-up and has since spent 15+ years in the industry. As a solution architect for Medical IoT at inovex GmbH he helps... Read More →
Friday October 9, 2026 11:55 - 12:35 CEST
Club A (Floor 1)
  Safety-Critical Software

12:15 CEST

A Tour of the New EKF2 - Mathieu Bresciani, Auterion
Friday October 9, 2026 12:15 - 12:35 CEST
EKF2 is the heart of PX4's navigation, and over the past few years it has quietly received a series of improvements that make it more accurate, more robust, and easier to work with. In this talk I'll walk through the most significant ones. We'll start with a short recap of the filter's architecture, then cover the move to a proper error-state formulation, along with its symbolic derivation and code generation using SymForce. We'll then see how this makes it easy to add a new state or measurement, as we did for the terrain state. From there we'll turn to round-earth navigation, paired with a position-dependent gravity model, which replaces the flat-earth assumptions to support long-range and high-latitude flight. We'll also look at how the Joseph-stabilized covariance update not only makes the filter more numerically stable, but also lets us perform partial updates, which we rely on heavily in the magnetometer and optical-flow fusion. Finally, we'll look ahead at the next changes coming to EKF2 and some of the ideas we're exploring.
Speakers
avatar for Mathieu Bresciani

Mathieu Bresciani

Staff GNC Engineer, Auterion
Mathieu Bresciani is a Flight Control Engineer specialized in Guidance, Navigation and Control (GNC). Currently working at Auterion for the last 8 years, Mathieu spends most of his time improving and developing flight control algorithms for PX4. Member of the PX4 Dev Team, Mathieu... Read More →
Friday October 9, 2026 12:15 - 12:35 CEST
South Hall 1 B (Floor 1)
  PX4 Dev Summit

14:00 CEST

Lightning Talk: 97% of MCP Tools Have Quality Defects & Here's How We Measured Them - Om Shree, Shreesozo
Friday October 9, 2026 14:00 - 14:10 CEST
Silent failures in MCP tool invocation aren't random. They trace back to a single root cause: tool descriptions that are too vague for agents to reliably select the right tool.
A SAIL Research study of 856 tools across 103 MCP servers found 97% have at least one quality defect, 56% fail to clearly state what the tool does, and 89% provide no guidance on when not to use it. A second study of 10,831 servers confirmed that well-written descriptions get selected 260% more often, improving task success rates by ~6 points.
Working with the Glama founder, I developed TDQS (Tool Definition Quality Score) : an open-source framework scoring MCP tools across six dimensions: Purpose Clarity, Usage Guidelines, Behavioral Transparency, Parameter Semantics, Conciseness, and Contextual Completeness.
This talk covers how TDQS was built, what scoring thousands of real-world servers revealed, and how the open-source community can adopt it as a quality standard for MCP tool authorship.
Speakers
avatar for Om Shree

Om Shree

Founder & MCP Infrastructure Researcher, Shreesozo
I'm the founder of Shreesozo, an AI content studio focused on MCP and agentic AI. I've written 100+ technical pieces for Glama.ai and Gentoro, covering everything from protocol internals to real-world agent deployments. I run MCP Weekly, published on YouTube (1.2K subscribers) and... Read More →
Friday October 9, 2026 14:00 - 14:10 CEST
Forum Hall (Floor 2)
  Open AI & Data

14:00 CEST

Adding ESP32/Xtensa Silicon and Custom Boards To PX4 - Henry Kotzé, AutonoSky
Friday October 9, 2026 14:00 - 14:20 CEST
This talk will introduce a new MCU architecture that PX4 only recently supported: the Xtensa ESP32. Using it as a walk-through, we'll demonstrate the software components needed to add your own custom board, contribute to or expand existing MCU architecture support, and highlight how PX4's compile process is designed to be agnostic to the underlying MCU architecture.

Some highlights will be:
How PX4 interacts with NuttX at a low level, and why that relationship is central to bringing up new hardware

The role of the High Resolution Timer (HRT) in PX4's timekeeping, and what it takes to implement it for a new architecture

The difference between Menuconfig and boardconfig, and when to use each when defining your board's peripherals and pin allocation

How PX4's build system sets up the compilation environment for NuttX, and how to configure it for your specific board

How PX4 is designed to be MCU-agnostic, and what that means in practice when working at the boundary between PX4 and NuttX
Speakers
avatar for Henry Kotzé

Henry Kotzé

Lead Engineer, AutonoSky
Henry, from South Africa, holds an MSc in augmenting classical controllers with neural networks and aims to specialise in control systems and estimation. He has implemented airship controllers in PX4 and now works at Autonosky on drone solutions for GPS-denied environments. In his... Read More →
Friday October 9, 2026 14:00 - 14:20 CEST
South Hall 1 B (Floor 1)
  PX4 Dev Summit

14:00 CEST

Why We Fixed It Upstream: A Telco Perspective - Kashif Khan, Ericsson & Jan Melen, Ericsson Software Technology
Friday October 9, 2026 14:00 - 14:40 CEST
Working in telco infrastructure means regulatory compliance isn't optional. When a CVE drops, we can't wait a quarter. We can't backport locally. We have to fix it upstream, and we have to do it fast. This constraint forced us to ask harder questions about how we collaborate with open source projects.

At Ericsson we maintain bare metal Kubernetes using Metal3, Cluster API, and Ironic. Over the past few years, we've learned that regulatory pressure actually makes us better engineers. It forced us to build real relationships with upstream maintainers, contribute more thoughtfully, and think long term instead of short term.

This talk explores what changed in how we work with upstream projects when we couldn't carry local patches. We'll talk about the specific practices that work when your infrastructure depends on fast, reliable upstream collaboration. You'll hear about what changed in how we communicate with maintainers, how we structure our releases, and what we learned about contributing upstream that applies whether you're bound by regulation or not.
Speakers
avatar for Kashif Khan

Kashif Khan

Maintainer | Co-Chair CNCF TAG Infrastructure | Principal Open Source Architect, Ericsson
Kashif Khan is a co-chair of CNCF TAG Infrastructure and maintainer of the CNCF project Metal3.io for 6 years. He works as an open source Architect for Ericsson Software Technology, Finland. He holds a PhD in Computer Science. Kashif is a research and open source enthusiast and his... Read More →
avatar for Jan Melen

Jan Melen

General Manager, Ericsson Software Technology
Jan Melén is an expert in networking, open-source software, and cloud technologies, with a career spanning over two decades. He is a staunch advocate for Free and Open-Source Software (FOSS) adoption within Ericsson and the broader community he engages with.

Since 2019, Jan has led a team dedicated to CNCF open-source projects, contributing to Ericsson's K8s distribution, and fostering an "upstream-first" culture. He oversees Ericsson’s open-source contributions and collaboration with CNCF... Read More →
Friday October 9, 2026 14:00 - 14:40 CEST
Club H (Floor 1)
  Digital Trust

14:00 CEST

Embedded in RISC-V: One Year of Android, Yocto, and Beyond - Trevor Gamblin & Guillaume La Roque, BayLibre
Friday October 9, 2026 14:00 - 14:40 CEST
The RISC-V ecosystem is maturing so rapidly that it's often hard to keep track, especially in the world of embedded systems. Now that RISC-V platforms meeting the "general-purpose" RVA23 specification - which mandates the vector and hypervisor extensions, among others - are available, this rate of change will only increase. We've been working hard on supporting RISC-V from the bottom up through Android, the Yocto Project, the Linux kernel, and we've even helped enable the Python ecosystem for AI at the edge. We want to share our experiences with our peers so that they can help contribute, avoid common pitfalls, and build great projects with our favorite new computer architecture. To do so, we'll cover everything we've done over the past year, what we're most excited about, and where we think the most challenging aspects of supporting RISC-V in embedded systems remain. We hope that this will be an inspiring roadmap for others looking to join the RISC-V community on its journey forward.
Speakers
avatar for Guillaume La Roque

Guillaume La Roque

Embedded Linux/Android Developer, BayLibre
I'm an Embedded Software Engineer at BayLibre, working on low-level systems software such as Linux, Android, and U-Boot. I focus on board bring-up and platform support, from the bootloader to the kernel, with a growing interest in RISC-V.
avatar for Trevor Gamblin

Trevor Gamblin

Senior Software Engineer, BayLibre
Trevor Gamblin is an embedded Linux developer at BayLibre. He is a contributor to many projects but is especially focused on the Yocto Project, the Linux kernel, and the RISC-V ecosystem. He has a background in wireless communication systems and physics.
Friday October 9, 2026 14:00 - 14:40 CEST
South Hall 3 C (Floor 3)
  Embedded Linux Conference

14:00 CEST

Keeping Track of Resources in the Kernel - Overview and Pitfalls of Resource Management Mechanisms - Bartosz Golaszewski, Qualcomm
Friday October 9, 2026 14:00 - 14:40 CEST
While C is a spartan language by design and, as such, doesn't offer any automatic memory management, the linux kernel over the years has acquired several mechanisms that attempt to make it easier for developers to keep track of resources and control their lifetime.

These mechanisms use C compiler extensions for scope-based memory management, count object references, or rely on control flow provided by the lower-level subsystem code. They can also be an arbitrary mixture of multiple approaches.

As the C compiler by definition is unable to enforce ownership or reference counting and scope correctness, the users of these helpers must still leverage them correctly and respect the API contract.

The kernel has struggled with object lifetime issues for decades now and, while there are legitimate issues with the design of certain subsystems, some of these issues resulted from incorrect use of the kernel resource management APIs. A good example of this is scheduling devres actions for devices that will never be bound to drivers.

This talk will present different resource management mechanisms in the kernel along with examples of how to use them correctly and what mistakes to avoid.
Speakers
avatar for Bartosz Golaszewski

Bartosz Golaszewski

Linux Kernel Engineer, Qualcomm
Bartosz Golaszewski has over 16 years of engineering experience in the embedded systems domain ranging from low-level, real-time operating systems, through the linux kernel up to user-space plumbing, libraries and build systems. Bartosz has contributed hundreds of patches to a wide... Read More →
Friday October 9, 2026 14:00 - 14:40 CEST
Panorama Hall (Floor 1)
  Linux

14:00 CEST

Sustainable Communities - Risks and Remedies - Ildiko Vancsa, OpenInfra Foundation
Friday October 9, 2026 14:00 - 14:40 CEST
Whether you care about open source projects for the success of your business or to retain your basic human right to access digital technology, it is in your interest to understand the risks these communities face and what you can do to mitigate them.

This presentation will provide you with a list of risk factors, from bad practices to mindset, that imapct the sustainability of open source communities. The talk will provide details of studies and real-life experiences to outline why certain behaviors, practices and approaches, most often without any bad intentions, are harmful to the open source ecosystem.

You will also receive tools and actionable steps to improve the sustainability of the open source projects you care about. The session will also give you ideas how to implement practices into your workflow, whether you are relying on open source software as a buiness or as an individual.
Speakers
avatar for Ildiko Vancsa

Ildiko Vancsa

Director of Community, OpenInfra Foundation
Ildikó is working for the OpenInfra Foundation as Director of Community. She is the Community Manager for the StarlingX and the Kata Containers projects, and a co-leader of the OpenInfra Edge Computing Group. Ildikó is an evangelist of open collaboration and is using her experience... Read More →
Friday October 9, 2026 14:00 - 14:40 CEST
Conference Hall (Floor 4)

14:00 CEST

The PVC Must Die: How a Workflow Engine Rethought Data Sharing With Trusted Artifacts - Vincent Demeester, Red Hat
Friday October 9, 2026 14:00 - 14:40 CEST
When a CI/CD pipeline runs each step as a separate Kubernetes Pod, those Pods need a way to pass data to one another. Tekton chose the obvious Kubernetes-native answer: a shared persistent volume. Clone code in step one, build it in step two, both read from the same disk. Simple.

It wasn't. Shared volumes meant pinning Pods to the same node, which broke autoscaling. Users hit storage limits, leaked volumes after failures, and spent more time debugging infrastructure than building pipelines. Each fix created new edge cases.

Then a different question: what if steps didn't share a disk at all? What if each step uploaded what it produced, and the next downloaded and verified it, with cryptographic hashes at every handoff? That's Trusted Artifacts. The shared volume disappears, and in its place you get a verifiable chain of trust: every handoff is hashed, signed, and traceable. A storage problem became a security feature.

This talk traces that journey: the design that seemed right, the years of workarounds, and the moment the team stopped fixing the plumbing and rethought the architecture. It's for anyone who's wondered whether to keep patching a leaky abstraction or tear it out.
Speakers
avatar for Vincent Demeester

Vincent Demeester

Senior Principal Software Engineer, Red Hat
I'm a french developer 🐻, Gopher 🐹, sysadmin 🐺, factotum 🦁, free-software fan 👼 and unicode lover 🐸. I'm working at Red Hat 🎩 as a senior principal software engineer, previously at Docker 🐳 and Zenika 🐯. I am a maintainer of the docker project (moby/moby... Read More →
Friday October 9, 2026 14:00 - 14:40 CEST
Club E (Floor 1)

14:00 CEST

Amalgamation - Tom Burdick, Infineon Technologies
Friday October 9, 2026 14:00 - 14:40 CEST
Amalgamation is a build strategy used by projects like sqlite3 that combines C sources files into a single source file for various reasons. One such reason is to give the compiler greater visibility across the program for performance gains. sqlite3 claims 5-10% net performance gains in doing so.

Does applying the technique to parts of Zephyr net us any gains? If so why and where, and what are the trade offs involved?
Speakers
avatar for Tom Burdick

Tom Burdick

Principal Software Engineer, infineon Technologies
I've been involved in the Zephyr project for close to 8 years now. I started as someone looking for a faster way to get BLE working for a product, finding Zephyr to make this trivial compared to the vendor SDK at the time. I spent the prior 5 years at Intel working to make Zephyr... Read More →
Friday October 9, 2026 14:00 - 14:40 CEST
South Hall 2 A (Floor 2)
  Zephyr Developer Summit

14:10 CEST

Lightning Talk: Real Observability for Self-Hosted LLMs on Ubuntu - Shardul Deshpande, Canonical
Friday October 9, 2026 14:10 - 14:20 CEST
Running LLMs near devices or in constrained edge environments changes the observability problem. A small model can answer successfully while still being unusable: first token arrives too late, prompts burn scarce CPU/RAM budget, output is malformed, or gateway/model-selection errors hide behind green Linux and container metrics.

This session walks through a reproducible, CPU-first Ubuntu demo for resource-constrained self-hosted LLMs. It uses small Ollama models (llama3.2:1b and qwen3.5:2b) on the same CPU workload with MicroK8s, Juju, COS Lite, Tempo, a FastAPI OpenAI-compatible gateway, and Canonical's Charmed OpenTelemetry Collector. The gateway emits OpenTelemetry GenAI spans, metrics, and trace-correlated logs; Prometheus, Loki, Tempo, Grafana, and Alertmanager turn them into an LLM golden-signals view.

Using recorded normal, slow, expensive, error, and low-quality scenarios, attendees will see how time-to-first-token, token usage, traces, alerts, and quality signals reveal whether a local model is useful within tight compute constraints. The model comparison shows why embedded and edge AI decisions need measured latency/cost/quality trade-offs, not just 'the model runs.'
Speakers
avatar for Shardul Deshpande

Shardul Deshpande

Software Engineer, Observability Stack, Canonical
Shardul Deshpande works at Canonical on the Observability Stack (COS), building practical demos around observability, Kubernetes, and self-hosted AI infrastructure. His work connects Ubuntu, MicroK8s, Juju, OpenTelemetry, and Grafana-based operations so teams can measure whether AI... Read More →
Friday October 9, 2026 14:10 - 14:20 CEST
Forum Hall (Floor 2)
  Open AI & Data

14:20 CEST

7 MCP Servers, 50+ Tools, Zero Duplicate Code: A 5-Minute Architecture Tour - Harika Chebrolu, IBM
Friday October 9, 2026 14:20 - 14:30 CEST
We had a problem: every new integration meant writing the same code twice—once for our React dashboard, once for our AI assistant. JIRA, TestRail, Jenkins, GitHub—the duplication was unsustainable.

MCP changed everything. In this lightning talk, I'll show how we built 7 MCP servers that now power both our dashboard AND our AI agents from a single source of truth. 50+ tools, used daily by Dev, QE, and Management teams.

In 5 minutes, you'll see:

- The architecture: FastAPI as a unified backend → MCP Servers → External APIs (JIRA, TestRail, Jenkins, GitHub, GSheets, Release Calendar, Risk Predictor)
- The pattern: Thin MCP tools that call centralized APIs—one integration, two consumers
- Real metrics: 10+ hours/week saved per engineer; release tracking, regression monitoring, and production health checks unified.
- Why MCP wins: AI agents and dashboards evolve independently while sharing the same data layer.

We eliminated duplicate code, reduced maintenance burden, and shipped faster. All code is open source.
Speakers
avatar for Harika Chebrolu

Harika Chebrolu

Software Engineer | Multi-Agent Systems, IBM
Harika Chebrolu is a software engineer building autonomous systems for infrastructure operations. She architected a multi-agent platform managing 200+ storage nodes and extracted MCP servers for safe, interoperable infrastructure tooling. Her open-source work includes multi-agent... Read More →
Friday October 9, 2026 14:20 - 14:30 CEST
Forum Hall (Floor 2)
  Open AI & Data

14:20 CEST

PX4 on Open Silicon: Flight Control and AI Workloads on Multi-Core RISC-V - Afonso Oliveira, AiNekko
Friday October 9, 2026 14:20 - 14:40 CEST
While PX4 is open source, the underlying hardware often remains tied to proprietary vendor black boxes. This creates a gap for PX4 developers and sovereignty-sensitive applications that need an inspectable full stack all the way down to silicon.

This session presents CORE-ET, a fully open-source RISC-V platform that can scale from a 16-hardware-thread Erbium configuration to systems with more than 2000 cores. We will show a simulation demo of Erbium running PX4 alongside onboard AI: PX4/control runs on two hardware threads, while the remaining 14 run workloads such as vision, depth, VIO, or object detection.

We will discuss the porting structure, real-time capabilities, and measurements needed to show flight control running alongside local inference. The result is a path toward drones where both software and hardware are open and inspectable.
Speakers
avatar for Afonso Oliveira

Afonso Oliveira

Computer Engineer, AiNekko
Building RISC-V systems across specs, boot ROMs, HALs, emulators, firmware, RTOS, and OS. Currently at Ainekko, working full-stack on custom RISC-V AI accelerators. Previously at Synopsys, contributed to RISC-V tooling, specifications, Zephyr support, and ML quantization research... Read More →
Friday October 9, 2026 14:20 - 14:40 CEST
South Hall 1 B (Floor 1)
  PX4 Dev Summit

14:50 CEST

Entering Linux Upstream-First: How a Newcomer MCU Vendor Builds Its Kernel Development Processes - Gustavo Henrique Nihei, Espressif Systems
Friday October 9, 2026 14:50 - 15:30 CEST
Most silicon vendors claim to support upstream Linux. Few show what it actually takes to sustain that when customer deadlines and upstream changes compete for limited engineering resources. Espressif Systems, the company behind the ESP32 wireless MCUs and open-source ecosystems around them, is debuting in embedded Linux, but no stranger to open source communities: ESP-IDF is widely supported, and its engineers are active contributors to Zephyr RTOS, including a member on the TSC. This is a candid look at how a newcomer builds its development process with the community in mind.

We walk through the concrete processes we established: a branching strategy and sync cadence that track each stable kernel release, a pipeline for preparing and submitting patches to mainline, and immutable, reproducible release branches. We also cover the organizational model, a chip verification team that confirms silicon works quickly and a separate upstreaming team that refactors drivers to upstream standards, collaborating continuously to shrink the porting gap. The supporting infrastructure rounds this out with CI across multiple build systems, a LAVA CI board farm, and QEMU for pre-hardware testing.
Speakers
avatar for Gustavo Henrique Nihei

Gustavo Henrique Nihei

Staff Engineer, Espressif Systems
Gustavo Henrique Nihei is a Staff Engineer at Espressif Systems working on Linux platform support for Espressif SoCs, across the embedded Linux stack: kernel driver development targeting mainline, build system integration (Buildroot, Yocto, OpenWrt), and hardware-in-the-loop CI with... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
South Hall 3 A (Floor 3)
  Embedded Linux Conference

14:50 CEST

RDMA on the Edge - Michael Jost, ETH Zurich
Friday October 9, 2026 14:50 - 15:30 CEST
Processing large volumes of sensor data (e.g. Cameras, IMUs, Radar, etc.) on embedded hardware for real-time machine learning inference requires two critical performance metrics: high throughput and minimal latency.

Remote Direct Memory Access (RDMA) which originated in high-performance computing and cloud datacenters was designed for this use case . By enabling direct host-to-host memory transfers without kernel or CPU intervention, RDMA delivers throughputs exceeding 100 Gbps with microsecond-level latency.

In this talk, we present a complete, open-source sensor acquisition pipeline that brings RDMA to an embedded device. We demonstrate how camera data is acquired on an AMD Kria KR260, packetized into RDMA frames entirely within the FPGA fabric, and transmitted over Ethernet to a Jetson AGX Orin platform. The goal of this talk is that attendees will leave with a practical understanding of RDMA’s benefits in the embedded sector and have access to a powerful, open-source tool for high-performance data transfer.
Speakers
avatar for Michael Jost

Michael Jost

Researcher, ETH Zurich
Michael Jost received a B.Sc. from the University of Applied Sciences Rapperswil, Switzerland, and a M.Sc. in Electrical Engineering and Information Technology from the Swiss Federal Institute of Technology, ETH Zürich, Switzerland, in 2012 and 2017, respectively. He spend several... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
South Hall 3 C (Floor 3)
  Embedded Linux Conference

14:50 CEST

Yocto: From Scarthgap To Wrynose, 2 Years of LTS Evolution - Jérémie Dautheribes, Bootlin
Friday October 9, 2026 14:50 - 15:30 CEST
Yocto Project has become the de-facto standard for embedded Linux build systems, and its LTS releases serve as the key milestones driving industry adoption and long-term platform decisions.

Wrynose (6.0), released in May 2026, is the new LTS: teams and community members running Scarthgap in production are now facing the migration question.

This talk covers what actually changed over those two years: build tooling and configuration workflow, CVE and SBOM handling in the context of the upcoming EU Cyber Resilience Act, toolchain updates, and the breaking changes that affect existing layers and distro configurations. By the end of this talk, attendees should have a clear picture of what it takes to migrate from Scarthgap to Wrynose in a real production environment.
Speakers
avatar for Jérémie Dautheribes

Jérémie Dautheribes

Embedded Linux and Kernel engineer and trainer, Bootlin
Jérémie Dautheribes is an embedded Linux engineer and trainer at Bootlin since 2022.
He has been working with Yocto for 5 years.
His expertise also extends to BSP maintenance and evolution.
As a trainer, he has also helped many people improve their skills on the Yocto Project and Embbeded Linux in general... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
South Hall 3 B (Floor 3)
  Embedded Linux Conference

14:50 CEST

Anatomy of a Mainline Linux Driver - Neil Armstrong, Linaro
Friday October 9, 2026 14:50 - 15:30 CEST
Getting a driver into mainline Linux is a great step, but it is very different from downstream development. In downstream, the people writing the driver are often not the ones making the final product. Because of this, they have to implement 100% of the hardware features. But in the end, maybe only 60% of these features are actually used by product integrators. This creates dead code and increased driver complexity.

In this talk, I will show you the anatomy of a mainline Linux driver and guide you on how to write it for the upstream tree inclusion. We will see how to write generic code that is easy for the community to maintain in the long term. We will talk about using and extending existing kernel frameworks instead of making custom control paths or abusing current interfaces, which helps reduce ecosystem fragmentation. For embedded systems, we will also see how to make clean and extensible Device Tree bindings.

I will explain why we need to drop untestable downstream features to keep the code clean. Finally, we will look at how to format and check your patchset with tools like checkpatch, smatch, and new AI tools like Sashiko to ensure high kernel quality.
Speakers
avatar for Neil Armstrong

Neil Armstrong

Senior Linux Engineer, Linaro
Neil joined Linaro in September 2022 to work full-time on Qualcomm Upstreaming of their high-end SoC platforms.
Neil has been hacking on embedded platforms since he was 16 years old, from Casio Calculators to Phones platforms in the last months.
He maintains the Amlogic Linux & U-Boot baseport, Linux DRM Bridge & Panel codebase. In addition to Qualcomm, Neil regularly contributes to the Linux Kernel and U-Boot supporting the Amlogic SoCs support and DRM codebase... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
Panorama Hall (Floor 1)
  Linux

14:50 CEST

CRA Compliance Paths and Where the Real Responsibility Sits - Madalin Neag, OpenSSF/The Linux Foundation
Friday October 9, 2026 14:50 - 15:30 CEST
The EU CRA is now law, yet confusion persists across the software ecosystem. Many developers still fear personal liability for upstream contributions, while organizations struggle to understand what compliance actually requires.
This talk clarifies the four CRA compliance pathways: Self-Assessment, Standards, 3rd party Conformity Assessment, and the EUCC, and explains how they apply across the software supply chain.

We demystify the CRA’s approach to open source, focusing on OSS stewards such as foundations and legal entities, and their limited obligations compared to manufacturers. A key message: upstream contributors and individual maintainers have no direct CRA compliance responsibilities.
We also examine supply chain security implications, including the need for stronger upstream-downstream collaboration, better dependency transparency, and clearer security ownership at integration points. Misinterpretation of CRA roles risks shifting compliance burden incorrectly upstream, undermining ecosystem resilience.
Attendees will leave with a clear understanding of CRA responsibility boundaries, compliance routes, and the role of open source in a secure European software supply chain.
Speakers
avatar for Madalin Neag

Madalin Neag

EU Policy Advisor, OpenSSF/The Linux Foundation
Madalin is the EU Policy Advisor at OpenSSF, working at the intersection of cybersecurity, open source software, and European technology policy. He helps connect open source technical communities and policymakers, supporting the development of practical regulatory frameworks, aligning... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
South Hall 1 A (Floor 1)

14:50 CEST

X-Road: The Open Source Project That Runs Countries (And What It Can Teach Your Project) - Gbemisola Mary Oladetoun, Fleetfox
Friday October 9, 2026 14:50 - 15:30 CEST
X-Road started as Estonia's internal government data exchange layer. Today it is open source, deployed in over 20 countries including Finland, Iceland, and Japan, and maintained by a cross-border foundation. I build software on top of X-Road every day in Tallinn, so I interact with this system as a practitioner, not just someone who read about it.

This talk covers: the governance model that allows countries with different legal systems to contribute to the same codebase. How X-Road handles backwards compatibility when your users are governments that cannot afford breaking changes. The trust model that lets citizens see exactly who accessed their data. And what this journey from closed government software to open source infrastructure teaches other projects about sustainability.

I am not an X-Road maintainer. I am a software engineer who uses it in production and an HCI researcher who thinks about how people interact with systems like this. Most talks about X-Road come from the people who built it. This one comes from someone who lives with it.
Speakers
avatar for Gbemisola Mary Oladetoun

Gbemisola Mary Oladetoun

Full Stack Developer, Fleetfox
Gbemisola Oladetoun is a Full Stack Developer and HCI researcher at Tallinn University, Estonia. Originally from Nigeria, she has built AI-powered products serving 1,500+ users across three African countries and now builds fleet software for the European market. Her talks blend technical... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
Conference Hall (Floor 4)

14:50 CEST

Zephyr-Based VIRTIO Backend on Xen: From Tiny Driver Domains To Real Hardware Integration - Hiroshi Tokita, Indivisual
Friday October 9, 2026 14:50 - 15:30 CEST
Linux-based Xen Driver Domains are powerful, but they increase the trusted computing base and add complexity to systems that need tight isolation, fast startup, and auditable software components.

This talk updates the Zephyr-based VIRTIO backend for Xen, an effort to run selected VIRTIO backend functions in small, purpose-built Zephyr driver domains. The goal is to preserve Xen’s proven architecture while enabling a finer-grained model: separate lightweight domains for network, storage, or platform-specific services.

Over the past half year, the project has moved toward platform integration. Upstreaming work has progressed, real-hardware demos are being developed on Renesas R-Car V4H, and integration with SoDeV, an SDV platform by Automotive Grade Linux, is underway.

The session will cover the architecture, current upstream status, and obstacles to using it across platforms. Attendees will leave with a realistic view of where Zephyr-based driver domains can reduce the trusted computing base, what challenges remain, and how to contribute to lightweight open-source driver domains for edge and automotive systems.
Speakers
avatar for Tokita Hiroshi

Tokita Hiroshi

Embedded system developer, Indivisual
TOKITA Hiroshi has been working at Fujitsu as an embedded systems developer for 20 years.
He mainly has knowledge of in-vehicle Linux, especially in the infotainment area.
He is also involved in the Japanese translation of KiCad, and is involved in development and writing activit... Read More →
Friday October 9, 2026 14:50 - 15:30 CEST
South Hall 2 B (Floor 2)
  Zephyr Developer Summit

15:40 CEST

Let Your CI Catch Your Stack Overflows, Before They Hit Your Testing or the Field - Paul Würtz, Independent & Juan-Felipe Gutiérrez-Gómez, Technical University of Braunschweig
Friday October 9, 2026 15:40 - 16:00 CEST
Static program analysis can help us to save a lot of time to catch bugs before they cause real-world issues. Inspired by the already in west integrated puncover target I want to present and discuss my advances and experiments and how this especially can help during code review and development as part as the CI pipeline in application development to correctly configure necessary stack sizes and get warned on potential stack overflows.

Further ideas around how this could also benefit zephyr development are presented like checking subsystem enabled threads stack sizes across multiple boards.
Speakers
avatar for Paul Würtz

Paul Würtz

Full-time hacker on parental leave - otherwise Embedded Software Engineer :), Visiting as a Hobbyist
Studied electrical engineering and computer science. Worked across IoT, packaging, tractors and battery storage on embedded applications for the last 8 years.
avatar for Juan-Felipe Gutiérrez-Gómez

Juan-Felipe Gutiérrez-Gómez

Research Assistant, Technical University of Braunschweig
Juan Gutierrez received the B.Sc. degree in Electronic Engineering in 2013, the M.Sc. degree in Telecommunications Engineering in 2019, and the Ph.D. degree in Electrical Engineering in 2026, all from Universidad Nacional de Colombia. His current research interests include embedded... Read More →
Friday October 9, 2026 15:40 - 16:00 CEST
South Hall 2 A (Floor 2)
  Zephyr Developer Summit

15:40 CEST

When the LLMs Come Knocking: Surviving AI-Powered Vulnerability Reports - Vincent Demeester, Red Hat
Friday October 9, 2026 15:40 - 16:20 CEST
In early 2026 our vulnerability inbox suddenly exploded. Tekton, the Kubernetes-native CI/CD framework we maintain, received more security reports in four months than in all the previous years combined: detailed, with working reproducers and CVSS scores. Many were genuinely valid. They were also, overwhelmingly, AI-generated.

LLM-powered research has changed the game. Tools now audit codebases systematically and surface real bugs humans missed for years: a path traversal reading arbitrary files from the controller pod, an SSRF exfiltrating cloud credentials, a JSON injection enabling RCE. These aren't hallucinations, and they arrive faster than a small team can patch, disclose, and backport.

But the flood carries noise too: variants of fixed CVEs, reports that misunderstand the threat model, duplicates. The challenge has shifted from "find vulnerabilities" to "triage an AI-accelerated firehose without your disclosure process collapsing."

This is an honest, in-progress survival guide from maintainers living through it: how triage holds up under pressure, how we separate signal from noise, what we got right, and what we got wrong.
Speakers
avatar for Vincent Demeester

Vincent Demeester

Senior Principal Software Engineer, Red Hat
I'm a french developer 🐻, Gopher 🐹, sysadmin 🐺, factotum 🦁, free-software fan 👼 and unicode lover 🐸. I'm working at Red Hat 🎩 as a senior principal software engineer, previously at Docker 🐳 and Zenika 🐯. I am a maintainer of the docker project (moby/moby... Read More →
Friday October 9, 2026 15:40 - 16:20 CEST
Club H (Floor 1)
  Digital Trust

15:40 CEST

Who Watches the Watcher? Hardening eBPF in Production Security Deployments - Hanshal Mehta, Independent
Friday October 9, 2026 15:40 - 16:20 CEST
eBPF has become the backbone of modern Linux security tooling. Cilium, Tetragon, Falco, etc they all depend on eBPF's ability to hook kernel execution paths and enforce policy without a kernel patch or reboot. But there's a question the community has been slow to ask: who secures eBPF itself?
Working on bpfman, an eBPF program manager, exposed me to the trust assumptions baked into how programs get loaded, pinned, and granted kernel access. This talk covers what I found concrete attack surfaces that show up in real deployments, not theory.

We'll cover: the verifier's historical CVEs and what they reveal about its actual threat model, privilege escalation through CAP_BPF and unprivileged eBPF in distros that ship with it enabled, what program signing protects and what it quietly doesn't, and LSM hooks on BPF program loading that most teams aren't using yet.
The second half: BPF token scoping, how Ubuntu and Fedora are locking down the attack surface without breaking legitimate tooling,and a threat model checklist you can apply to your own eBPF deployment the same week.
If you're running eBPF-based security tooling in production, this is the talk I wished existed before I started.
Speakers
avatar for Hanshal Mehta

Hanshal Mehta

Open Source Developer, Self
Open-source developer contributing to projects across the cloud-native and security space including OpenTelemetry, bpfman, Glasskube, Cyclops, and BuildSafe. Currently at SecurableAI working on open-source security tooling. Deep interest in performance engineering, cloudsecurity... Read More →
Friday October 9, 2026 15:40 - 16:20 CEST
Panorama Hall (Floor 1)
  Linux

15:40 CEST

When Coding Agents Cheat: Measuring the Security of AI-Generated Code With an Open Benchmark - Luca Compagna, Endor Labs & Danqing Wang, Carnegie Mellon University
Friday October 9, 2026 15:40 - 16:20 CEST
Vibe coding is now the norm, and more open-source code is AI-generated. But is it secure?

We present the Agent Security League, an open leaderboard built on SusVibes (200 real-world tasks, 108 OSS projects, 77 CWEs). Unlike benchmarks frontier labs cite to showcase progress, SusVibes evaluates what developers actually use: a harness coupled with an LLM, not the model alone. Across 15+ combinations — GPT-5.5, Gemini 3.5, Fable 5 — with agents like Cursor and Claude Code, functional correctness can exceed 80%, yet our best fair security score is 29%.

This means ~7/10 working AI patches leave the bug open.

Strikingly, even models (e.g., Fable 5) that lead model-only benchmarks score no better on security once wrapped in a real agent.

Agents also cheat: early on they reverse-engineered fixes from git history, inflating scores up to 42×. Our 3-layer pipeline—prompt hardening, workspace sanitization, LLM-based anti-cheating eval—nearly killed that, but memorization of upstream fixes from training data persists.

We show cheating examples, share fair results, what actually improves security, and argue anti-cheating and contamination controls must be standard for agentic benchmarks.
Speakers
avatar for Luca Compagna

Luca Compagna

Security Researcher, Endor Labs
Security Research Consultant at Endor Labs, after more than 15 years at SAP, researching and innovating in the areas of security testing, security engineering, and AI.

Regular presenter at industrial and community venues (OWASP) and leading security conferences, he has published... Read More →
avatar for Danqing Wang

Danqing Wang

PhD, Carnegie Mellon University
Danqing is a Ph.D. candidate at LTI in Carnegie Mellon University (CMU), advised by Prof. Lei Li. Her research focuses on Strategic Planning and Reasoning in LLM Agents, including agent collaboration, agent competition, agent communication and agentic safety.
Friday October 9, 2026 15:40 - 16:20 CEST
Forum Hall (Floor 2)
  Open AI & Data

15:40 CEST

A Strategic Outlook for Digital Commons: Technology, Communities, and Governance - Nick Gates, OpenForum Europe
Friday October 9, 2026 15:40 - 16:20 CEST
Sovereignty rhetoric is creating new openings for commons-based approaches to organising around, governing, and investing in public digital infrastructure that works for a plurality of Member States. This is partly what is proposed via ongoing initiatives like the Digital Commons EDIC and the Open Internet Stack. That said, the European Commission risks absorbing them while adopting largely statist, protectionist, or purely industrial framings that hollow out their meaning.

This talk navigates that tension directly, drawing on research from the NGI Commons project to offer a clear-eyed account of where things stand and what communities, researchers, and advocates can do about it. This talk begins by mapping these concepts with precision: what each means, how they relate, and why the distinctions matter for anyone trying to advance a genuinely commons-based agenda as part of these existing initiatives.

From there, the talk examines the current EU policy moment: the sovereignty turn, the competitiveness and industrial policy logic now dominating digital debates, the AI race framing, and what these shifts mean for the digital commons and the EU’s broader tech sovereignty ambitions.
Speakers
avatar for Nick Gates

Nick Gates

Senior Policy Advisor, OpenForum Europe
Nick Gates is a Policy Advisor at OpenForum Europe, where he leads OFE’s work on the NGI Commons initiative and manages projects related to open source research and policy. Nick has significant experience in digital government, particularly around open source, public financial management... Read More →
Friday October 9, 2026 15:40 - 16:20 CEST
Conference Hall (Floor 4)

15:40 CEST

Zephyr on the Big Core: Real-Time on the I.MX93 Cortex-A55 With Zephyr - Ryan Erickson, Ezurio
Friday October 9, 2026 15:40 - 16:20 CEST
The NXP i.MX93 almost always gets the same software answer: Linux on the Cortex-A55, an RTOS on the Cortex-M33. But what if you don't need Linux?

Zephyr formally supports the i.MX93 A55 cores upstream (imx93_evk/mimx9352/a55 and /a55/smp), including GICv3 interrupts, PSCI power management, SMP, and the full peripheral set — Ethernet, CAN-FD, USB, MIPI-DSI, and more. Boot time drops, interrupt latency decreases, and memory footprint shrinks. And unlike other RTOS solutions, there are no per-unit royalties.

This session covers two things: first, a technical deep-dive into how Zephyr runs on an arm64 application core and looking at various peripherals and proving they work. Second, a live walkthrough of authoring a Zephyr BSP for the Ezurio Nitrogen93 SMARC — an i.MX93 SOM in the SMARC 2.2 form factor — covering DTS porting, pinctrl, driver enablement, and hardware validation.

Attendees leave with a clear framework for when Zephyr on Cortex-A beats Linux or a proprietary RTOS, and a practical template for porting any i.MX9x board to Zephyr.
Speakers
avatar for Ryan Erickson

Ryan Erickson

Staff Software Engineer, Ezurio
Ryan Erickson has been developing wireless products at Ezurio for 17 years. His areas of expertise include Zephyr development and maintenance (modem drivers), Wi-Fi, BLE, Bluetooth Classic, 802.15.4, cellular, IoT, manufacturing automation, mobile apps, and more.
Friday October 9, 2026 15:40 - 16:20 CEST
South Hall 2 B (Floor 2)
  Zephyr Developer Summit

16:00 CEST

Infected Drones: How Compromised Autonomous Systems Pwn Ground Control Stations - Nick Aleks, ASEC
Friday October 9, 2026 16:00 - 16:20 CEST
Modern drone operations have moved from one pilot, one aircraft to multi-agent autonomous fleets. Dozens and even hundreds of vehicles now fly missions while only a handful of operators supervise from the ground. More drones, fewer ground stations, and the station is where all the value is, the operator, the mission data, a full-blown OS, and even access to other drones.

For years, drone security researchers have focused on attacking the vehicle. I flip the target and show how a single infected drone becomes a beachhead, reaching up the command chain to own the very station meant to control it, and the fleet.

This research audited six popular independent ground-control and middleware projects across the MAVLink ecosystem, Mission Planner, QGroundControl, MAVSDK, MAVProxy, MAVROS, and DroneKit and found the same broken trust boundary in all of them. The result is 14 findings rooted in one systemic flaw, including two novel full remote code execution chains against the operator's own machine.
Speakers
avatar for Nick Aleks

Nick Aleks

Chief Hacking Officer, ASEC
Nick Aleks is a renowned cybersecurity researcher, engineer and author of Black Hat Bash, and Black Hat GraphQL, (as well as the upcoming Drone Hacker's Handbook). Nick Aleks founded ASEC (asec.io) and established DEFCON Toronto (DC416). He has spent over a decade spearheading cybersecurity... Read More →
Friday October 9, 2026 16:00 - 16:20 CEST
South Hall 1 B (Floor 1)
  PX4 Dev Summit

16:30 CEST

Robotics Is Becoming Distributed Systems - Lessons Learned Building Multi-UAV Architectures - Pawel Sawicki, UfoCourier.com
Friday October 9, 2026 16:30 - 16:50 CEST
PX4 and MAVSDK have made controlling individual drones remarkably accessible. Building systems around fleets, however, introduces a different class of challenges.

While developing a distributed multi-UAV architecture, we repeatedly discovered that many problems that initially appeared to be robotics problems were, in fact, distributed-systems problems. Task execution, telemetry aggregation, observability, fault tolerance, and fleet coordination quickly became more important than vehicle control itself.

This talk presents the architectural lessons that emerged from this work. It covers the separation of control and orchestration, the shift from commands to tasks, event-driven architectures, spatial state, and observability.

A recurring theme is that fleet management can be viewed as a space-time scheduling problem involving heterogeneous resources. From this perspective, many challenges beyond individual vehicles are problems of state, scheduling, and coordination.

The session connects PX4 and MAVSDK with ideas from distributed systems and scheduling theory, highlighting reusable patterns for scalable autonomous systems.
Speakers
avatar for Pawel Sawicki

Pawel Sawicki

Founder and CTO, UfoCourier.com
Pawel Sawicki is a Machine Learning Engineer and Software Architect with 15+ years of experience in distributed systems and AI. His work focuses on deep learning, LLM-based systems, and scalable agentic architectures. He combines hands-on experience with modern AI frameworks and cloud-native... Read More →
Friday October 9, 2026 16:30 - 16:50 CEST
South Hall 1 B (Floor 1)
  PX4 Dev Summit

16:30 CEST

Scatter-Gather in Sharded Worlds: Implementing Resilient Cluster Scans Without Starving Shards - Sakshi Nasha, Cohesity & Primanshu Choudhary, GetYourGuide
Friday October 9, 2026 16:30 - 17:10 CEST
Have you ever run a global pattern search or database scan across a large cluster, only to watch your application latency skyrocket and healthy nodes suddenly drop offline?

When applications outgrow a single instance, global data scanning becomes a major distributed systems bottleneck. High-level frameworks try to mask this complexity with simple abstractions, forcing the client driver to execute a "scatter-gather" pattern: fanning out parallel cursor queries to thousands of logical shards and merging the reactive results on the fly. If designed naively, a single slow shard or an unindexed query can exhaust the client's connection pool, leak memory, and starve production read/write traffic.

In this practical, code-focused session, we will open up the engine hood of high-performance drivers using live examples from the Valkey-Glide ecosystem. We will show you how to safely bridge high-level data abstractions down to sharded sockets without risking cascading timeouts.
Come Join us, to build Resilient Cluster Scans Without Starving Shards!
Speakers
avatar for Sakshi Nasha

Sakshi Nasha

Software Engineer, OpenSource Contributor, Cohesity
Sakshi Nasha is a Software Engineer with a passion for building software and driving diversity in tech. An open-source enthusiast and OpenSearch Ambassador, she actively contributes to FOSS communities and speaks internationally on topics including GO, APIs, Security, PostgreSQL and... Read More →
avatar for Primanshu Choudhary

Primanshu Choudhary

Software Engineer 2, GetYourGuide
Primanshu is a Software Engineer at GetYourGuide, working in the Reviews team, he focuses on improving the performance and scalability of reviews system serving 400M+ requests per day with low latencies. He is a database enthusiast who enjoys solving real world problems, applies pragmatic... Read More →
Friday October 9, 2026 16:30 - 17:10 CEST
Small Hall (Floor 0)
  Cloud & Orchestration

16:30 CEST

Fast, Safe, and Asleep: Bringing Runtime PM To Modern IOMMUs - Pranjal Shrivastava, Google
Friday October 9, 2026 16:30 - 17:10 CEST
Modern IOMMUs are deployed across wildly different environments. In enterprise servers, they require massive scalability, heavy virtualization support, and a zero-tolerance policy for lock contention. On the other hand, as these high-performance IOMMUs increasingly find their way into mobile, automotive, and edge SoCs, aggressive dynamic power management becomes mandatory.

Using arm-smmu-v3 as a case study, this talk explores the design challenges in integrating the Linux Runtime Power Management (RPM) framework into high-performance IOMMU drivers. Modern IOMMU drivers operate primarily with in-memory data structures, rely on HW-shared queues and are designed for lockless, concurrent access, often from strictly atomic contexts.

The RPM framework’s reliance on locks fundamentally clashes with this lockless architecture and atomic execution constraints. This session walks through the design choices evaluated while implementing runtime power management for a modern IOMMU driver, without sacrificing its lockless, concurrent, and efficient behavior.

The talk is backed by the arm-smmu-v3 RPM Series upstream: lore.kernel.org/all/[email protected]/
Speakers
avatar for Pranjal Shrivastava

Pranjal Shrivastava

Software Engineer - III, Google
Pranjal is a Linux kernel engineer at Google and an active upstream contributor. He focuses on virtualization and networking, with a background in low-level software/firmware development. Outside of work, Pranjal divides his processing power between making music and enjoying great... Read More →
Friday October 9, 2026 16:30 - 17:10 CEST
South Hall 3 A (Floor 3)
  Embedded Linux Conference

16:30 CEST

A Surprisingly Hard Question: How Much Memory Does My System Use? - Richard Weinberger, sigma star gmbh
Friday October 9, 2026 16:30 - 17:10 CEST
When everything runs smoothly, memory usage is just another metric. But when out-of-memory situations strike, or you are tasked with cutting a workload's RAM in half, it suddenly becomes the most important metric in your system.

While Linux exposes dozens of memory-related counters, answering basic questions is notoriously difficult. Developers and system administrators often struggle to pinpoint exactly how much memory the system is actually using, what the true footprint of a single application is, and how much memory that application can safely consume before causing issues.

In this talk, Richard will demystify Linux memory metrics and break down how the OS organizes memory across kernel and userspace.

Attendees will learn how to accurately read and make sense of Linux memory counters, giving them a better understanding of how internal memory management actually works. The session will also cover practical techniques for debugging memory-related issues and OOM kills, leaving the audience with actionable ways to optimize their application memory footprints.
Speakers
avatar for Richard Weinberger

Richard Weinberger

CTO, sigma star gmbh
Richard Weinberger is co-founder of sigma star gmbh where he offers consulting services around Linux and IT security. Upstream he maintains various subsystems of the Linux kernel such as UserModeLinux and UBIFS. Beside of low level and security aspects of computers he enjoys growing... Read More →
Friday October 9, 2026 16:30 - 17:10 CEST
Panorama Hall (Floor 1)
  Linux

16:30 CEST

From Hours To Minutes: Building Production-Ready Agentic Systems on Kubernetes - Purnanand Kumar & Dipali Chatterjee, IBM
Friday October 9, 2026 16:30 - 17:10 CEST
Agentic AI systems are rapidly evolving from research experiments into production workloads. However, while building a proof-of-concept agent can take only a few hours, building a reliable, scalable, and observable agentic platform remains a significant challenge.

This session explores how modern open source technologies can be combined to build production-ready agentic systems on Kubernetes. We will walk through a complete architecture that includes large language models, agent orchestration, retrieval systems, tool execution, memory management, observability, and infrastructure automation.

Using technologies such as Kubernetes, Kubeflow, LangGraph, Model Context Protocol (MCP), vector databases, and open-source serving frameworks, we will demonstrate how to move from a simple agent prototype to a resilient platform capable of supporting enterprise-scale workloads.
Speakers
avatar for Purnanand Kumar

Purnanand Kumar

Advisory software engineer, IBM
Led the development efforts in creating robust and scalable back-end systems for various projects, focusing on storage domain solutions. Leveraged Golang to build high-performance applications, optimizing data processing and storage operations. Collaborated with cross-functional teams... Read More →
Friday October 9, 2026 16:30 - 17:10 CEST
Forum Hall (Floor 2)
  Open AI & Data

16:30 CEST

Scaling Zephyr Hardware CI Across Continents - Anıl Özrenk, Analog Devices
Friday October 9, 2026 16:30 - 17:10 CEST
Most Zephyr CI talks focus on Twister with a single board. This talk covers what happens when your hardware spans continents, operating systems, and team boundaries, and every PR still needs to test against all of it.

Our Zephyr firmware targets proFPGA systems programmed via Windows-only scripts, Protium emulators on Linux servers with J-Links on Windows machines, MAX32xxx boards on Linux, and virtual platforms. Discrete teams — hardware, virtual platform, proFPGA, Protium, bare-metal, Debugger Scripts, and Zephyr — each own a different piece on different platforms.

We built CI that unifies all of this so a developer opening a PR gets feedback from real hardware regardless of board, country, or OS. The talk covers device-specific flashing automation, reusable workflows scaling from PRs to nightly runs, observability beyond pass/fail (memory footprint tracking, runner dashboards, test analytics), and the technical interfaces between teams that make it sustainable.

Every pattern is in production today, testing across 28+ boards in multiple countries and different toolchains on every pull request.
Speakers
avatar for Anıl Özrenk

Anıl Özrenk

Embedded Software Engineer, Analog Devices
I'm an Embedded Software Engineer at Analog Devices with five years of experience in embedded systems. I build and maintain the hardware test infrastructure for ADI's Zephyr-based embedded platforms.
I'm passionate about the Zephyr ecosystem and its testing framework, Twister. I focus on pushing Twister's capabilities to production scale. Making it work across heterogeneous hardware, multiple operating systems, and distributed teams... Read More →
Friday October 9, 2026 16:30 - 17:10 CEST
South Hall 2 A (Floor 2)
  Zephyr Developer Summit

16:50 CEST

Optimizing AI for Resource-Constrained Edge Devices - Pavel Macenauer, NXP Semiconductors
Friday October 9, 2026 16:50 - 17:10 CEST
Eliminating cloud dependency and making connectivity optional is becoming essential for applications where data privacy, low latency, and reliability are critical. Running AI locally allows the system to respond immediately and keeps sensitive data on device which guarantees security. However, the cost is high. It introduces significant challenges due to computing, memory, and power constraints.

This session explores optimization techniques and algorithms mandatory for deploying vision, audio, and language models on resource-constrained edge devices. We will dive into methods such as quantization, model compression, and graph optimization, and show how to balance latency, accuracy, and energy efficiency.

Using widely adopted open-source frameworks like PyTorch and TensorFlow, along with intermediate ecosystems such as ONNX, we will demonstrate how to efficiently deploy from training a model to highly optimized edge inference. We will provide insight into making AI models smaller, faster, and more efficient with minimal impact on their accuracy, allowing them to run on microprocessor and microcontroller-class devices.
Speakers
avatar for Pavel Macenauer

Pavel Macenauer

R&D Manager, NXP Semiconductors
An R&D software director and architect at NXP Semiconductors leading teams developing tools, runtime libraries, and enabling AI on Edge-class devices. Both professionally and out of human curiosity, Pavel always developed software visualizing the World around us. Initially through... Read More →
Friday October 9, 2026 16:50 - 17:10 CEST
South Hall 3 C (Floor 3)
  Embedded Linux Conference
 
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