SlideShare uma empresa Scribd logo
1 de 36
Baixar para ler offline
Project Treble
September 28, 2017
Iliyan Malchev
What and Why
1
What is the
problem? Why do
we care to solve
it?
Userspace
2
What is the
solution?
What is the
timeframe?
Kernel
3
Tackling kernel
fragmentation
Results
4
Some stats and
early results
I Agenda
What's the Problem?
https://developer.android.com/about/dashboards/index.html
I Userspace
I Kernel
3.4
3.1
3.10
3.18
Why Care?
Faster Device Launches on Latest Google SoC OEM users
Easier Device Upgrades Google
Better Quality Google SoC OEM users
BEtter Security (esp. Kernel) Google SoC OEM users
I Who Wants What
The Life of an Android Device Launch
I Start with AOSP
...
I Add Functionality/Customizations
...
I Adapt to SoC and Device
"HALs"
"Ext"AOSP
I Reality
● Short product cycles
● No Single Android OS to update
○ Large AOSP Delta
○ SoC Support not universal
● Certification: Carrier, Regulatory, CTS
● QA
● Support (Call Center), OTA Infrastructure, etc...
"HALs"
ExtAOSP
I Difficult means Expensive
How to Fix it?
Architectural changes
Android Platform
Operational changes
Partner outreach
Compatibility changes
Partner outreach
Upstreaming
Android Platform
I Project Treble
ExtAOSP
"HALs"
ExtAOSP
I Solve SoC Support
kernel driverdriverdriver driverdriver
libc
other libraries
activity
Media
Server
System
Server
Camera
Server
Audio
Server
Surface
Flinger
OMX
...
...
camera
HAL
audio
HAL gralloc
hwc
sensor
HAL etc
ART
API java.* android.*
GL
HAL
Binder
I Android Architecture Pre-O
kernel driverdriverdriver driverdriver
libc
other libraries
activity
Media
Server
System
Server
Camera
Server
Audio
Server
Surface
Flinger
OMX
...
...camera
HAL
audio
HAL
gralloc
hwc
sensor
HAL etc
ART
API java.* android.*
GL
HAL
Binder
Binder
I Android Architecture Post-O
I The Vendor Test Suite
CTS
VTS
Android
Framework
VINTF
Implementation
General
System
Image
VINTF
Implementation
CTS on AOSP
<Before Oreo> <Android Oreo>
HAL Kernel Library
"HALs"
ExtAOSP
I Tackle the AOSP Delta
Q3 ACP ALL HANDS
Multiple implementations of same functionality
Drive convergence between AOSP and Framework Variants
Forum involving major contributors to AOSP
Feature review, approval, (re)engineering
Non-US regulatory requirements
Extensions to Bluetooth, Telephony, Dialer, SysUI, Home Screen
I Upstreaming
"HALs"
ExtAOSP
ExtAOSP
Must pass Vendor Test Suite (VTS; tests for HALs) for approval
All OEM devices launched with O must implement Treble HALs
Must pass CTS on AOSP
Q3 ACP ALL HANDS
This includes older SoCs that will be used by OEMs to launch O-based
devices
I Compatibility Requirements
How Fast to Fix it?
● Release uptake is 6 months to a year
○ Mostly just flagships
● Solving the problem forwards
● Customer pull is strong
● Attention Span outside and within
● Addressing fragmentation is a MUST
I The One-Release Fix
The Kernel
Existing LTS is not Enough
Device Kernel
Stable Long Term Support
Android Common
SoC Kernel
Device
Release
Device
Update
Clone Merge Cherry-Pick
Device
Update
Device
Update
Device
Update
Announcing 6-year LTS
Device Kernel
Stable Long Term Support
Android Common
SoC Kernel
Device
Release
Device
Update
Clone Merge Cherry-Pick
Device
Update
Device
Update
Device
Update
Stats
health/1.0
thermal/1.0
oemlock/1.0
gnss/1.0
automotive/vehicle/2.0
automotive/vehicle/2.1
automotive/evs/1.0
audio/2.0
audio/effect/2.0
audio/common/2.0
vibrator/1.1
vibrator/1.0
tv/cec/1.0
tv/input/1.0
bluetooth/1.0
usb/1.1
usb/1.0
gatekeeper/1.0
wifi/offload/1.0
wifi/supplicant/1.0
wifi/1.0
radio/1.1
radio/1.0
radio/deprecated/1.0
renderscript/1.0
weaver/1.0
light/2.0
keymaster/3.0
soundtrigger/2.0
ir/1.0
boot/1.0
graphics/allocator/2.0
graphics/bufferqueue/1.0
graphics/mapper/2.0
graphics/common/1.0
graphics/composer/2.1
drm/1.0
nfc/1.0
biometrics/fingerprint/2.1
contexthub/1.0
broadcastradio/1.1
broadcastradio/1.0
power/1.1
power/1.0
vr/1.0
sensors/1.0
configstore/1.1
configstore/1.0
media/omx/1.0
media/1.0
memtrack/1.0
dumpstate/1.0
camera/metadata/3.2
camera/provider/2.4
camera/device/3.2
camera/device/1.0
camera/common/1.0
tetheroffload/control/1.0
tetheroffload/config/1.0
I 60 Subsystem Conversions
Authors
Files
300
3000
Commits
20k
LOC
~1M
I Code Stats
Qualcomm, Mediatek,
Samsung/LSI,
Huawei/HiSilicon, Motorola,
Sony, LG
Partners
San Diego
Taipei
Seoul
Onsite Teams
7
3 Direct on-site visits
Partner Summits
Android Bootcamp
Executive Sync-ups
Forums
+
3 Qualcomm SoCs
1 Mediatek SoC
1 HiSilicon SoC
1 Exynos SoC
SONY
Huawei
Samsung
Oreo Launches /
Upgrades
3/1
I Partner Outreach
Next Steps
Clone Merge Cherry-Pick
Linux 4.9.y
Android Common 4.9
msm-4.9
(Common SoC
Kernel)
MSMXXXX based
device 1
MSMXXXX based
device 2
MSMXXXX based
device 3
Linux 4.9.y xLTS
backports
exynos-4.9
(Common SoC
Kernel)
mediatek-4.9
(Common SoC
Kernel)
I Kernel Unification
I There's More To Do
● Continued work with SoC Vendors
● Continued work on Kernel Unification
● Expanding test coverage
● Bringing the ecosystem together with Linaro
END

Mais conteúdo relacionado

Mais de Linaro

It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...
It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...
It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...Linaro
 
Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...
Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...
Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...Linaro
 
Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...
Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...
Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...Linaro
 
Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...
Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...
Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...Linaro
 
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainlineHKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainlineLinaro
 
HKG18-100K1 - George Grey: Opening Keynote
HKG18-100K1 - George Grey: Opening KeynoteHKG18-100K1 - George Grey: Opening Keynote
HKG18-100K1 - George Grey: Opening KeynoteLinaro
 
HKG18-318 - OpenAMP Workshop
HKG18-318 - OpenAMP WorkshopHKG18-318 - OpenAMP Workshop
HKG18-318 - OpenAMP WorkshopLinaro
 
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainlineHKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainlineLinaro
 
HKG18-315 - Why the ecosystem is a wonderful thing, warts and all
HKG18-315 - Why the ecosystem is a wonderful thing, warts and allHKG18-315 - Why the ecosystem is a wonderful thing, warts and all
HKG18-315 - Why the ecosystem is a wonderful thing, warts and allLinaro
 
HKG18- 115 - Partitioning ARM Systems with the Jailhouse Hypervisor
HKG18- 115 - Partitioning ARM Systems with the Jailhouse HypervisorHKG18- 115 - Partitioning ARM Systems with the Jailhouse Hypervisor
HKG18- 115 - Partitioning ARM Systems with the Jailhouse HypervisorLinaro
 
HKG18-TR08 - Upstreaming SVE in QEMU
HKG18-TR08 - Upstreaming SVE in QEMUHKG18-TR08 - Upstreaming SVE in QEMU
HKG18-TR08 - Upstreaming SVE in QEMULinaro
 
HKG18-113- Secure Data Path work with i.MX8M
HKG18-113- Secure Data Path work with i.MX8MHKG18-113- Secure Data Path work with i.MX8M
HKG18-113- Secure Data Path work with i.MX8MLinaro
 
HKG18-120 - Devicetree Schema Documentation and Validation
HKG18-120 - Devicetree Schema Documentation and Validation HKG18-120 - Devicetree Schema Documentation and Validation
HKG18-120 - Devicetree Schema Documentation and Validation Linaro
 
HKG18-223 - Trusted FirmwareM: Trusted boot
HKG18-223 - Trusted FirmwareM: Trusted bootHKG18-223 - Trusted FirmwareM: Trusted boot
HKG18-223 - Trusted FirmwareM: Trusted bootLinaro
 
HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...
HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...
HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...Linaro
 
HKG18-317 - Arm Server Ready Program
HKG18-317 - Arm Server Ready ProgramHKG18-317 - Arm Server Ready Program
HKG18-317 - Arm Server Ready ProgramLinaro
 
HKG18-312 - CMSIS-NN
HKG18-312 - CMSIS-NNHKG18-312 - CMSIS-NN
HKG18-312 - CMSIS-NNLinaro
 
HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...
HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...
HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...Linaro
 
HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...
HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...
HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...Linaro
 
HKG18-212 - Trusted Firmware M: Introduction
HKG18-212 - Trusted Firmware M: IntroductionHKG18-212 - Trusted Firmware M: Introduction
HKG18-212 - Trusted Firmware M: IntroductionLinaro
 

Mais de Linaro (20)

It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...
It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...
It just keeps getting better - SUSE enablement for Arm - Linaro HPC Workshop ...
 
Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...
Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...
Intelligent Interconnect Architecture to Enable Next Generation HPC - Linaro ...
 
Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...
Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...
Yutaka Ishikawa - Post-K and Arm HPC Ecosystem - Linaro Arm HPC Workshop Sant...
 
Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...
Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...
Andrew J Younge - Vanguard Astra - Petascale Arm Platform for U.S. DOE/ASC Su...
 
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainlineHKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
 
HKG18-100K1 - George Grey: Opening Keynote
HKG18-100K1 - George Grey: Opening KeynoteHKG18-100K1 - George Grey: Opening Keynote
HKG18-100K1 - George Grey: Opening Keynote
 
HKG18-318 - OpenAMP Workshop
HKG18-318 - OpenAMP WorkshopHKG18-318 - OpenAMP Workshop
HKG18-318 - OpenAMP Workshop
 
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainlineHKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
HKG18-501 - EAS on Common Kernel 4.14 and getting (much) closer to mainline
 
HKG18-315 - Why the ecosystem is a wonderful thing, warts and all
HKG18-315 - Why the ecosystem is a wonderful thing, warts and allHKG18-315 - Why the ecosystem is a wonderful thing, warts and all
HKG18-315 - Why the ecosystem is a wonderful thing, warts and all
 
HKG18- 115 - Partitioning ARM Systems with the Jailhouse Hypervisor
HKG18- 115 - Partitioning ARM Systems with the Jailhouse HypervisorHKG18- 115 - Partitioning ARM Systems with the Jailhouse Hypervisor
HKG18- 115 - Partitioning ARM Systems with the Jailhouse Hypervisor
 
HKG18-TR08 - Upstreaming SVE in QEMU
HKG18-TR08 - Upstreaming SVE in QEMUHKG18-TR08 - Upstreaming SVE in QEMU
HKG18-TR08 - Upstreaming SVE in QEMU
 
HKG18-113- Secure Data Path work with i.MX8M
HKG18-113- Secure Data Path work with i.MX8MHKG18-113- Secure Data Path work with i.MX8M
HKG18-113- Secure Data Path work with i.MX8M
 
HKG18-120 - Devicetree Schema Documentation and Validation
HKG18-120 - Devicetree Schema Documentation and Validation HKG18-120 - Devicetree Schema Documentation and Validation
HKG18-120 - Devicetree Schema Documentation and Validation
 
HKG18-223 - Trusted FirmwareM: Trusted boot
HKG18-223 - Trusted FirmwareM: Trusted bootHKG18-223 - Trusted FirmwareM: Trusted boot
HKG18-223 - Trusted FirmwareM: Trusted boot
 
HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...
HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...
HKG18-500K1 - Keynote: Dileep Bhandarkar - Emerging Computing Trends in the D...
 
HKG18-317 - Arm Server Ready Program
HKG18-317 - Arm Server Ready ProgramHKG18-317 - Arm Server Ready Program
HKG18-317 - Arm Server Ready Program
 
HKG18-312 - CMSIS-NN
HKG18-312 - CMSIS-NNHKG18-312 - CMSIS-NN
HKG18-312 - CMSIS-NN
 
HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...
HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...
HKG18-301 - Dramatically Accelerate 96Board Software via an FPGA with Integra...
 
HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...
HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...
HKG18-300K2 - Keynote: Tomas Evensen - All Programmable SoCs? – Platforms to ...
 
HKG18-212 - Trusted Firmware M: Introduction
HKG18-212 - Trusted Firmware M: IntroductionHKG18-212 - Trusted Firmware M: Introduction
HKG18-212 - Trusted Firmware M: Introduction
 

Último

Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Bhuvaneswari Subramani
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityWSO2
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusZilliz
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfOrbitshub
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Orbitshub
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxRemote DBA Services
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Zilliz
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 

Último (20)

Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptx
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 

Keynote: Iliyan Malchev (Google) – SFO17-400K1