Finance · AI
ORLANDO, FL, Oct 23, 2026 - MicroVision, Inc. (NASDAQ: MVIS), a leader in advanced perception solutions for industrial, security and defense, intelligent infrastructure, and automotive applications, today announced the much-anticipated commercial production launch of MOVIA™ Pro, shipping sensors to meet customer demand. MOVIA Pro is the company’s next-generation short-range lidar sensor uniquely engineered to deliver differentiated sensing performance and onboard perception capabilities, with flexible integration across intelligent infrastructure, unmanned aerial, industrial robotics, and other emerging autonomous applications.
As the lidar industry transitions toward solid-state architectures that enable cost-effective sensing solutions, MicroVision’s MOVIA Pro is designed to deliver enhanced short-range detection performance for demanding applications. By combining advanced sensing capabilities with onboard perception, MOVIA Pro makes high-performance lidar more accessible across a broader range of autonomous and intelligent systems.
MOVIA Pro joins the company's broader portfolio of short- and long-range lidar technologies, airborne sensing solutions and advanced perception software, providing customers with configurable solutions for a growing range of operating environments. The launch of MOVIA Pro reinforces MicroVision's transformation into a diversified perception technology company focused on delivering commercially ready solutions for industrial, intelligent infrastructure, security and defense, and emerging autonomous applications.
"We’re thrilled to meet pent-up customer demand with this production launch of MOVIA Pro,” said Glen DeVos, CEO of MicroVision. “Customers are ready to progress from evaluation of prototypes to launching commercial programs, and we are pleased to support their progression. Our Orlando-based state-of-the-art production facility is manufacturing MOVIA Pro to meet the increasing demand.
DeVos continued, "With MOVIA Pro, we've combined high-performance sensing with onboard computing, an open software framework and industrial-ready connectivity. This is one device that can sense, perceive, and act, providing customers with a more integrated and adaptable solution."
One Sensor That Sees, Understands, and Enables Solutions at the Edge
MOVIA Pro is MicroVision’s production-ready version of MOVIA S, loaded with high-performance features and a differentiation that extends beyond sensing hardware. Built around an integrated processing architecture, MOVIA Pro enables perception software to run directly on the sensor through MicroVision's Open Software Framework. This allows developers and customers to build, deploy, and update applications on the device, rather than relying exclusively on external computing hardware to interpret point-cloud data. The architecture enables MOVIA Pro to generate sensing information, process that information into actionable perception outputs, and communicate results directly to connected systems.
Key capabilities include:
Onboard perception, edge AI, and open software: Processes point-cloud data directly on the sensor to generate object-level information, supporting AI at the edge and reducing reliance on external computing devices. Multi-echo sensing enhances perception by capturing multiple returns from a single emitted pulse, helping detect objects in challenging conditions. An open, Linux-based software framework enables customers to develop, deploy, and update perception applications. Flexible connectivity and industrial integration: Supports CAN, Gigabit and 100Mbit Ethernet, and industrial-ready I/O and connectors to simplify integration with industrial equipment, vehicles, and control systems. Software-defined evolution: Enables capabilities and enhancements through software updates, with a foundation for future-edge computing and AI-ready capabilities.
By combining sensing and perception in a single device, MOVIA Pro is designed to reduce system complexity, cabling and external hardware requirements while supporting more efficient integration, maintenance and future upgrades.
Movia Pro is MicroVision’s next-generation short-range lidar sensor that delivers integrated perception and multi-echo sensing, built for flexible integration across various commercial applications.
Purpose-Built for High-Value Commercial Applications
MOVIA Pro is designed to support a broad range of commercial and defense applications, with MicroVision prioritizing markets where advanced short-range perception can address immediate operational challenges and enable new levels of automation. Its configurable sensing and perception architecture supports applications across:
Aerial Systems – Civil and Defense: Supporting navigation, obstacle awareness, mapping, environmental perception and autonomous operations for unmanned platforms, where compact sensing, onboard processing and reliable perception are critical. Intelligent Transportation and Smart Infrastructure: Enabling intelligent intersections, traffic monitoring, automated traffic enforcement, infrastructure surveillance and connected transportation systems through high-resolution sensing, broad field of view, and industrial connectivity. Anonymized sensing capabilities can support monitoring applications where privacy is a consideration. Warehouse and Industrial Automation: Supporting obstacle detection, environmental awareness and automated navigation for autonomous mobile robots (AMRs), automated guided vehicles (AGVs), forklift advanced driver-assistance systems and other intelligent industrial equipment. Continuous near-field coverage, multi-echo capabilities and onboard perception help address dynamic environments where people, equipment and autonomous machines operate in close proximity. Security, Defense, and Emerging Applications: Supporting infrastructure protection, autonomous ground systems, off-road unmanned ground vehicles, marine systems, commercial vehicles and selected automotive applications, including low-speed autonomy, blind-spot detection and off-road assistance.
Availability and Product Information
MOVIA Pro is now available for customer orders. For additional product information, visit https://microvision.com/sensors/movia-pro. For inquiries, please contact us here.
About MicroVision
MicroVision is defining the next generation of lidar-based perception solutions for industrial, security & defense, infrastructure, and automotive markets. As the industry moves beyond proof of concept toward value, deployment, and commercialization, MicroVision delivers integrated hardware and software solutions designed for real-world performance, automotive-grade reliability, and economic scalability. With engineering centers in the U.S. and Germany, MicroVision leads the industry in depth and breadth of its portfolio, with both short- and long-range lidar solutions, featuring solid-state sensors, advanced sensor architectures, design-to-cost engineering, and open software solutions.
For more information, visit the company's website at www.microvision.com, on Facebook at www.facebook.com/microvisioninc, and LinkedIn at www.linkedin.com/company/microvision/.
MicroVision, MicroVision HALO, IRIS, MOVIA, MOSAIK, and SENTINEL are trademarks of MicroVision, Inc., and SCANTINEL is a trademark of Scantinel GmbH, in the United States and other countries. All other trademarks are the property of their respective owners.
Investor Relations Contact:
Jeff Christensen Darrow Associates Investor Relations MVIS@darrowir.com
Media Contact:
Heidi Davidson - For MicroVision heidi@galvanizeworldwide.com (914) 441-6862
Oct 27 · 03:35·ACN Newswire
SaaS · Telecom
HANOI, Vietnam, Oct. 27, 2026 -- Viettel High Technology Industries Corporation (Viettel High Tech), part of Viettel Group, has migrated more than 100 million subscribers and some 5,000 tariff plans at Viettel, Vietnam's largest mobile operator, to vOCS 4.0, its in-house...
Oct 27 · 02:39·PR Newswire
SaaS · Healthcare
More Than 340 Exhibitors Showcase Global Green Technologies With Over 80 Leaders From Government, Industry and Academia Exploring Business Opportunities
HONG KONG - October 26, 2026 - The 21st Eco Expo Asia 2026, jointly organised by the Hong Kong Trade Development Council (HKTDC) and Messe Frankfurt (HK) Ltd and co-organised by the Environment and Ecology Bureau of the Government of the Hong Kong Special Administrative Region (HKSAR), opens today for a four-day run (26 to 29 October) at AsiaWorld-Expo. Held under the theme 'Connecting the World for a Sustainable Future', this year's Expo brings together over 340 exhibitors from 15 countries and regions. Some 200 senior officials and representatives of semi-official organisations from the Chinese Mainland, Hong Kong, Belt and Road and ASEAN countries will attend, further strengthening international exchange and ties.
HKTDC Executive Director Sophia Chong said: "Hong Kong's first Five-Year Plan and the latest Policy Address both call for building a green and liveable city, to inject fresh momentum into the development of the green sector. As an important green trade platform in the region, Eco Expo Asia gathers innovative green technologies, products and solutions from around the world, fostering exchange and cooperation among governments, businesses, investors and research institutions. International participation has also grown this year, with Indonesia, Laos, the Philippines, Thailand and Vietnam joining for the first time. Through the Expo, we hope to harness Hong Kong's strengths as an international business centre and smart green technology hub, promoting cross-region collaboration and enabling enterprises to enter new markets and unlock fresh opportunities."
Tse Chin-wan, Secretary for Environment and Ecology, said, "The nation embarks on its 15th Five-Year Plan, and the HKSAR's first Five-Year Plan proactively aligns with national development strategies, with green transformation and development of a green and liveable city as its key directions. Hong Kong will continue to leverage its roles of "super connector" and a "super value-adder" to foster regional and international green cooperation. In this year's Expo, the Environment and Ecology Bureau and the Ministry of Ecology and Environment jointly organise the Belt and Road Green Innovation Conference in Hong Kong on 26 October for the first time. Holding the two events concurrently fully harnesses the synergy. I am sure the Expo will inspire innovation and open up business collaboration opportunity, giving fresh impetus to a sustainable green future!”
The Eco Expo Asia welcome ceremony will be held tomorrow (27 October). Tse Chin-wan, Secretary for Environment and Ecology, Sophia Chong, HKTDC Executive Director, and Jack Wong, Deputy General Manager of Messe Frankfurt (HK) Ltd, among other guests, will attend the ceremony.
Pavilions gather participants from home and abroad, HKSAR Government booth debuts green living experiences
The number of pavilions at this year's Expo has risen to 18. The new ASEAN Pavilion brings together seven ASEAN countries, namely Singapore, Laos, Malaysia, the Philippines, Indonesia, Thailand and Vietnam, with 12 green technology ventures presenting innovative solutions in water treatment, circular economy, green finance and ESG services, green building and environmental products. Several overseas pavilions also make a return, including Canada, Italy, Korea and the Netherlands. On the Chinese Mainland front, Qinghai Province makes its first appearance, while nine Greater Bay Area cities and Macau, Guangxi, Hunan, Shanghai and Nanjing of Jiangsu Province will also participate.
On the Hong Kong front, the Hong Kong Science and Technology Parks Corporation leads 11 local start-ups to showcase various energy solutions. The Hong Kong Pavilion, supported by the Environmental Protection Department and coordinated by the Federation of Hong Kong Industries, gathers 19 local companies, while the Environmental Campaign Committee brings 22 start-ups together to demonstrate homegrown green innovations and drive their practical application. The HKSAR Government booth, formed by the Environment and Ecology Bureau, the Environmental Protection Department and nine other government departments, introduces a new comprehensive experience zone for green technology organised around four themes. "Green Flat" is built with sustainable building technologies and materials to illustrate sustainable living concepts, while "Green Match", "Green Cooperation" and "Green Innovation" foster collaboration among green enterprises and open up opportunities in the low-carbon economy.
Leveraging Hong Kong’s professional services to support Chinese Mainland green enterprises in going global
As a member of the "GoGlobal Task Force", the HKTDC has set up a GoGlobal Connect Zone for the first time at the Expo, to support Chinese Mainland environmental enterprises in reaching international markets through Hong Kong’s professional services. Today, the Expo hosts an "Experience Sharing Forum on Promoting Environmental Business in Overseas Markets". Sharing its story is Hunan exhibitor Lihe Technology, which signed a memorandum of understanding with a delegation from the Republic of Kazakhstan during the Expo last year. The session also features government officials from Belt and Road countries, together with representatives of InvestHK and several Chinese Mainland environmental enterprises, who explore how to tap Hong Kong’s advantages to go global. An ASEAN networking reception follows the session to connect green enterprises with the ASEAN region.
Tomorrow (27 October), the organiser will stage a "GoGlobal Seminar", bringing together representatives of industrial parks in Malaysia and Thailand, the Bank of China (Hong Kong) and the Hong Kong Accreditation Service to discuss how Hong Kong can integrate international green finance, cross-border infrastructure expertise, global certification standards and strategic industrial park partnerships to build a comprehensive ecosystem that accelerates the expansion of Chinese Mainland green enterprises into the ASEAN market.
Four thematic areas aligning with latest decarbonisation policies as frontier green technologies take the stage
Green transformation is increasingly becoming a defining force in the market. The State Council of the People's Republic of China formally issued the action plan for carbon peaking during the 15th Five-Year Plan period this July, setting out comprehensive arrangements for the country's decarbonisation efforts over the next five years. On the Hong Kong front, the city's first Five-Year Plan also sets the green transformation direction for various industries, while the Policy Address 2026 goes further with concrete measures spanning zero-carbon energy, hydrogen energy, green transport, waste reduction and recycling. In line with these trends, this year's Expo centres on four areas: "Green Energy in Motion", "Frontier Green Tech", "Building for a Greener City" and "From Waste to Worth", keeping pace with the latest policy directions.
Under "Green Energy in Motion", this year's Expo features green energy solutions spanning the maritime, land transport and aviation sectors. Making its debut, EcoCeres Limited (Booth: 3-F30), the world's second largest sustainable aviation fuel (SAF) producer, showcases SAF and hydrotreated vegetable oil (HVO) produced from waste feedstocks, in response to the HKSAR Government's call to build an SAF value chain. The Hong Kong Science and Technology Parks Pavilion (Booth: 3-E02) brings the slimmest wall-mounted DC Fast EV charger currently on the market, developed by TriTerra Technology Limited.
The area of "Frontier Green Tech" features about 30 start-ups and university spin-offs. The Chinese University of Hong Kong (Booth: 3-G25) showcases high-strength bacterial cellulose films upcycled from tea waste. Being strong, flexible, and water-resistant, the material can serve as sustainable packaging or even a next-generation bio-based leather. Lingnan University (Booth: 3-F26) presents various newly developed technologies and products, among them a fleet management system combining AIoT with GeoAI technology to cut traffic delays and boost the overall operational efficiency of public and commercial transport fleets.
Under "Building for a Greener City", Hyper-Tech Environmental Limited (Booth: 6-E28) showcases Oizom, the IoT-driven environmental monitoring system, whose patented active-sampling technology helps monitor pollutant and noise levels in support of smart city development. Umwelt Consulting Limited (Booth: 6-C19) brings its InvisQuiet Acoustic Window and Acoustic Balcony, which use the windowpane itself as a noise barrier to ease environmental noise while taking up less indoor space and consuming fewer materials.
For "From Waste to Worth", Chongqing Sanfeng Environment Group Corp., Ltd. (Booth: 3-D30) brings its waste-to-energy projects, with technologies and equipment already deployed in the Chinese Mainland and 10 other countries. Baguio Green Technology Limited (Booth: 3-D29) demonstrates a Smart Waste Management Solution that integrates smart recycling equipment, IoT technology and a big data platform to track recycling data and streamline analysis, easing the burden of ESG reporting for businesses.
Over 80 government, industry and academic leaders discuss policy, technology and green business opportunities
This year's events are organised into four themed days aligned with the Expo's focus areas, featuring more than 30 forums and thematic sessions that bring together over 80 government officials and industry leaders from the Chinese Mainland, Australia, Malaysia, Thailand and other Belt and Road countries. The flagship event, the Eco Asia Conference, explores green development from multiple perspectives, spanning policy, technology, green finance, green building and industry applications. Various prominent industry leaders and experts will share their insights in person, including Ar Clarence Leung, Council Member and Chairperson of the Committee on Environment and Sustainability of the Construction Industry Council, Ir Kenny Wong, Director of Business Development & Projects - Hong Kong of ALBA Group Asia, and Henry Ho, Head of Sustainability of China State Construction Engineering (HK) Limited.
One session of the Eco Asia Conference took place today, featuring Prof Su Hui, Department of Civil and Environmental Engineering of HKUST, who led the development of the Multi-Spectral Imaging Carbon Observatory (MUSICO). MUSICO was installed on China's Tiangong Space Station this year, and at the session she shared its practice and applications. Joined by Prof Kenneth Leung, Director of the State Key Laboratory of Marine Environmental Health at CityUHK, they also discussed extreme climate monitoring technologies.
Tomorrow (27 October) will also feature multiple events, including the government session of the Eco Asia Conference. An official from the Chinese Mainland and a representative of United Nations Environment Programme will share their respective environmental policy updates. There is also a panel discussion with a number of officials and experts holding in-depth exchanges on the advancement of innovative technologies for the building of the Green Silk Road. The Government Department Forum will gather representatives from the Environmental Protection Department, the Civil Aviation Department, the Civil Engineering and Development Department, the Electrical & Mechanical Services Department and the Water Supplies Department to brief the industry on government procurement needs, thereby advancing the application of environmental solutions and driving green opportunities. On the same day, the Startup Edge Exhibitor Forum will invite start-ups from different environmental fields to share their experiences. Local university representatives will also explain how green technologies move from the laboratory to the market.
Other highlights include the 7th Hydrogen Economy Forum on 28 October, at which Eddie Cheung, JP, Permanent Secretary for Environment and Ecology (Environment), will deliver a keynote speech. Experts including Ir Sammy Kong, General Manager of Commercial & Industrial Marketing & Sales at The Hong Kong and China Gas Company Limited, and Thomas Lui, Director of Decarbonisation and Integrated System Planning at CLP Power Hong Kong Limited, will then discuss the application of green fuels and energy storage technologies in Hong Kong.
The final day of the Expo (29 October) will be Public Day, with free admission for the public, aiming to deepen public understanding of sustainability and to encourage the adoption of green lifestyles. A series of interactive environmental workshops and talks will be held that day. Speakers include representatives of the Hong Kong Observatory and the Asia Circular Economy Association, as well as Leung Wing Mo, former Assistant Director of the Hong Kong Observatory, who will discuss hot topics such as extreme heat and climate change with the public. Prof Karen Cheung, President of the UNESCO Hong Kong Association, together with representatives from Lingnan University and others, will host a Career Forum to share the prospects and trends of the green job market, encouraging talents to seize career opportunities in the green industry. In addition, Ways Out Hong Kong, a local social enterprise, will share its story of upcycling food waste into jewellery.
Other concurrent fairs
The Hong Kong International Outdoor and Tech Light Expo runs concurrently with Eco Expo Asia (26 to 29 October) at AsiaWorld-Expo, showcasing a wide range of outdoor and professional technical lighting solutions for commercial and industrial use. Meanwhile, the Hong Kong International Lighting Fair (Autumn Edition) will run for four days from tomorrow (27 to 30 October) at the Hong Kong Convention and Exhibition Centre. Free shuttle bus services are offered between these venues and other locations in the city throughout the fair period. Please refer to the following page for details:
https://www.hktdc.com/event/ecoexpoasia/en/travel-to-fairground-awe
Website: Eco Expo Asia – https://www.hktdc.com/event/ecoexpoasia/en
Photo Download: https://bit.ly/4kfc7ca
Media enquiries:
For enquiries, please contact:
HKTDC Communication and Public Affairs Department:
Christy Lee
Tel: (852) 2584 4369
Email: christy.wn.lee@hktdc.org
Dawn Yuen
Tel: (852) 2584 4575
Email: dawn.nh.yuen@hktdc.org
Jane Cheung
Tel: (852) 2584 4137
Email: jane.mh.cheung@hktdc.org
HKTDC Mediaroom: https://mediaroom.hktdc.com/
About HKTDC
The Hong Kong Trade Development Council (HKTDC) celebrates its 60th anniversary this year. The HKTDC is a statutory body established in 1966 to promote, assist and develop Hong Kong's trade. With over 50 offices globally, including 13 in the Chinese Mainland, the HKTDC promotes Hong Kong as a two-way global investment and business hub. The HKTDC organises international exhibitions, conferences and business missions to create business opportunities for companies, particularly small and medium-sized enterprises (SMEs), in the mainland and international markets. The HKTDC also provides up-to-date market insights and product information via research reports and digital news channels. For more information, please visit: www.hktdc.com/aboutus. Follow us on @hktdc and LinkedIn
About Messe Frankfurt
The Messe Frankfurt Group is the world's largest trade fair, congress and event organiser with its own exhibition grounds. With a workforce of some 2,700 people at its headquarters in Frankfurt am Main and in 29 subsidiaries, it organises events around the world. Group sales in financial year 2025 were about EUR 766 million. We serve our customers' business interests efficiently within the framework of our Fairs & Events, Locations and Services business fields. One of Messe Frankfurt's key strengths is its powerful and closely knit global sales network, which covers around 180 countries in all regions of the world. Our comprehensive range of services - both onsite and online - ensures that customers worldwide enjoy consistently high quality and flexibility when planning, organising and running their events.
Messe Frankfurt develops new business models based on its digital expertise. Its range of services encompasses venue rental as well as exhibition stand construction, marketing services, staffing services, and catering.
Sustainability is a central pillar of our corporate strategy. Maintaining a balance between environmental and economic responsibility, social responsibility, and diversity lies at the heart of its approach.
For more information, please visit our website at: www.messefrankfurt.com/sustainability
With its headquarters in Frankfurt am Main, the company is owned by the City of Frankfurt (60 percent) and the State of Hesse (40 percent).
For more information, please visit our website at: www.messefrankfurt.com
Oct 27 · 01:36·NewMediaWire
Finance · AI
HONG KONG, Oct. 26, 2026 -- Omnichat, an AI-native marketing and customer experience platform, today announced a US$10 million Series A funding round led by Openspace Capital, with participation from Darwin Ventures and Acorn Pacific Ventures. The company will use the funding...
Oct 27 · 00:27·PR Newswire
Crypto · AI
Developers mostly use GitLab Duo Agent Platform where they already work: the IDE, merge requests, and issues. But DevSecOps teams also support the business systems the rest of the company runs on, and those systems break too.
In Salesforce, for example, when a validation fails, a callout times out, or a null slips through a trigger, the error gets logged, but the log doesn’t explain the cause. An engineer still has to read the stack trace, find the class in the repository, check what changed recently, and decide whether this is a one-off or a regression. Meanwhile, the business user who hit the error has to wait.
When your Salesforce metadata lives in GitLab and ships through GitLab CI/CD, the code that explains the error is already there. In this tutorial, Salesforce calls a custom GitLab Duo Agent Platform flow through the Flows API the moment an error happens. The flow investigates the code, and your team gets a GitLab issue that already contains the root-cause analysis.
Along the way, three parts of the GitLab platform work together: GitLab Duo Agent Platform investigates the error, a GitLab issue tracks the work, and GitLab CI/CD runs the flow and ships the fix.
Salesforce is the example we’ll walk through in this tutorial, but the same approach works for any system that can make an HTTP request.
What you'll build
Salesforce makes one call to GitLab. A custom flow in GitLab Duo Agent Platform does the rest.
Errors reach GitLab Duo Agent Platform automatically from your Apex error handling, or on demand from a button. Either way, the same Apex job calls the Flows API, and the flow opens an issue with its analysis.
Prerequisites
GitLab Premium or Ultimate, on GitLab.com or GitLab 19.5 and later. The Flows API used in this tutorial is generally available from 19.5.
GitLab Duo Agent Platform turned on, with custom flows allowed for your top-level group.
Your Salesforce metadata (Apex classes, triggers, Flows) stored in a GitLab project. This is the project the flow will read.
A Maintainer or Owner role in that project.
In Salesforce, permission to create a Named Credential, a custom metadata type, and Apex classes.
Your Salesforce deployments must be running through a GitLab CI/CD pipeline, so the fix can ship from the same issue.
Step 1: Write the triage flow
Start in GitLab, because Salesforce will need the flow's ID later.
A custom flow is one YAML file in the flow registry v1 syntax. This one has a single agent. When Salesforce starts the flow, it sends the error details as the flow's goal. The agent reads them as context:goal, investigates the repository, and opens one issue.
version: "v1"
environment: ambient
components:
- name: "sf_error_triage"
type: AgentComponent
prompt_id: "sf_error_triage_prompt"
inputs:
- from: "context:project_id"
as: "project_id"
- from: "context:goal"
as: "error_report"
toolset:
- "find_files" # locate the class or Flow in the repository
- "grep"
- "read_file"
- "list_commits" # find recent changes to that file
- "create_issue" # the only write: open the triage issue
prompts:
- prompt_id: "sf_error_triage_prompt"
prompt_template:
system: |
You triage Salesforce runtime errors for a team that keeps its
Salesforce metadata (Apex classes, triggers, Flows) in this project.
You receive an error report with a class name, exception type,
message and stack trace.
1. Find the source file for the class or Flow named in the report.
2. Read the code around the lines in the stack trace.
3. List recent commits that touched that file and identify any change
that plausibly introduced the error.
4. Create one issue:
- Title: "[Salesforce error] <exception type> in <class>"
- Label: salesforce-error
- Description: the original error, then sections for
Likely cause, Affected component, Suspect change,
Suggested next step, and Confidence (high, medium or low,
with one line of reasoning).
Rules:
- Cite file paths, line numbers and commit SHAs for every claim.
- If you cannot find the code or a suspect commit, say so. Do not guess.
- Do not change code. A person decides what happens next.
user: |
Project ID: {{project_id}}
Error report:
{{error_report}}
placeholder: history
routers:
- from: "sf_error_triage"
to: "end"
flow:
entry_point: "sf_error_triage"
The toolset is deliberately narrow: four tools read and one creates an issue. The flow can't push code or change existing issues, which makes it easy to review and easy to trust.
Two lines in the prompt do the most work. Requiring a citation for every claim lets an engineer check the reasoning in a minute. Allowing "not found" stops the agent from inventing a cause.
To create the flow, go to your project, select AI > Flows > New flow, choose Flow, paste the YAML, and select Create flow. You can also build and test it in VS Code with the GitLab flow builder.
Step 2: Enable the flow and get its consumer ID
A flow must be enabled in a project before anything can run it.
In your project, select AI > Flows, open the Managed tab, and select your flow.
Select Enable and choose the project that holds your Salesforce code. GitLab creates a service account for the flow, named ai-<flow>-<group>. The flow runs with a composite identity, so it can never access more than the user who starts it. When Salesforce starts the flow through the API, GitLab runs it as this service account.
You don't need a mention or assign trigger. Salesforce will start this flow through the API.
To start a custom flow through the API, Salesforce passes the flow's ai_catalog_item_consumer_id. Look it up with a short GraphQL query from the docs, and use the number at the end of the returned gid://gitlab/AiCatalogItemConsumer/<number>. Note it, along with the project ID.
Finally, create a project access token with the api scope and at least the Developer role. Salesforce will use it to call GitLab. With a lower role, the API refuses to run catalog flows.
Step 3: Call the flow from Salesforce
Store the token in a Named Credential. Create a Named Credential called GitLab_API with the URL https://gitlab.com, backed by an External Credential that sends your project access token in the PRIVATE-TOKEN header. The token never appears in code.
Call the Flows API from a Queueable. Salesforce doesn't allow callouts in the middle of saving a record, so the call runs as a background job. The job turns the exception into the flow's goal and starts the flow:
public with sharing class DuoTriageJob implements Queueable, Database.AllowsCallouts {
private final String goal;
public DuoTriageJob(Exception e, String className) {
goal = 'Class: ' + className
+ '\nException: ' + e.getTypeName()
+ '\nMessage: ' + e.getMessage()
+ '\nStack trace:\n' + e.getStackTraceString();
}
public void execute(QueueableContext ctx) {
Duo_Triage_Setting__mdt cfg = Duo_Triage_Setting__mdt.getInstance('Default');
HttpRequest req = new HttpRequest();
req.setEndpoint('callout:GitLab_API/api/v4/ai/duo_workflows/workflows');
req.setMethod('POST');
req.setHeader('Content-Type', 'application/json');
req.setBody(JSON.serialize(new Map<String, Object>{
'project_id' => cfg.Project_Id__c,
'ai_catalog_item_consumer_id' => cfg.Consumer_Id__c.intValue(),
'goal' => goal,
'start_workflow' => true,
'allow_agent_to_request_user' => false,
'agent_privileges' => new List<Integer>{ 1, 2, 3 },
'pre_approved_agent_privileges' => new List<Integer>{ 1, 2, 3 }
}));
HttpResponse res = new Http().send(req);
// 201 Created: the response includes web_url, a link to the agent session.
}
}
The project ID and consumer ID from Step 2 live in a custom metadata type, Duo_Triage_Setting__mdt, so you can change them without a deployment.
Three settings in the request body do the most work:
allow_agent_to_request_user: false means the flow runs to completion without pausing for questions. Nobody is watching a Salesforce error at 2 a.m.
agent_privileges limits the agent to reading files (1), reading GitLab (2), and writing to GitLab (3), which it needs to create the issue. It can't run commands or use Git. List all privileges to check the IDs on your instance.
pre_approved_agent_privileges repeats the same list, so the flow never stops to wait for tool approval.
This example leaves out response checks, retries, and tests. Add them before you go to production.
Step 4: Start the flow automatically or on demand
Automatically. Queue the job wherever your code catches and handles an exception:
try {
OpportunityDiscountService.applyTierDiscount(opportunities);
} catch (Exception e) {
System.enqueueJob(new DuoTriageJob(e, 'OpportunityDiscountService'));
// ...your existing error handling
}
If the whole transaction is rolled back, Salesforce discards the queued job too, so place the call where your code handles the error and carries on.
On demand. Some teams would rather choose which errors are worth investigating. Wrap the job in an invocable Apex action, label it Ask GitLab Duo to investigate, and add it to a screen flow that runs as a quick action on the record where you keep errors, such as a log record or a support case. One click in Salesforce, and the issue appears in GitLab a few minutes later.
Step 5: What your team sees
A user saves an Opportunity, an Apex trigger throws, and a few minutes later a new issue appears in the GitLab project. Here is an illustrative example of what the flow writes:
## [Salesforce error] System.NullPointerException in OpportunityDiscountService
Label: salesforce-error
### Original error
Attempt to de-reference a null object
Class.OpportunityDiscountService.applyTierDiscount: line 48, column 1
Trigger.OpportunityTrigger: line 12, column 1
### Likely cause
applyTierDiscount() reads opp.Account.Tier__c without a null check (line 48).
Opportunities saved without an Account reach this line with opp.Account == null.
### Affected component
force-app/main/default/classes/OpportunityDiscountService.cls,
called from OpportunityTrigger (before update).
### Suspect change
Commit 3f9c2ab, "Apply tier discount on stage change", added the Tier__c lookup.
Before that commit, the method returned early when AccountId was blank.
### Suggested next step
Restore the early return for a blank AccountId, or guard the lookup.
Add a test that updates an Opportunity with no Account.
### Confidence
High. The stack trace line matches the new code in 3f9c2ab.
Nothing in Salesforce or the codebase changed. The flow did the first round of investigation and left the decision to an engineer: fix it now, schedule it, or close it as expected behavior.
The Flows API response includes a web_url for the agent session. Open it to see each step the flow took, which is the fastest way to tune the prompt.
Guardrails for production
Before you run this in production, check these points. They decide whether the pattern holds up under real traffic.
Send the shape of the error, not the data. Strip record IDs, emails, and free text that may hold customer data from the message before it leaves Salesforce. Review what the goal contains with your security team before you turn this on.
Grant the fewest privileges. Reading files, reading GitLab, and creating an issue are enough. Expand the flow, for example to open merge requests, only after it has earned trust with accurate analysis.
Scope the token. Use a project access token for one project, not a personal token, and rotate it on a schedule.
Keep a person in charge. The flow investigates; an engineer decides. Citations in every issue let the engineer verify the reasoning instead of redoing it.
One platform, from error to fix
Follow that error from start to finish:
GitLab Duo investigates it. The flow reads the stack trace, finds the code, and points to the change that most likely caused the error.
A GitLab issue tracks it. The analysis becomes work the team can label, prioritize, assign, and plan into a milestone, like any other issue.
GitLab CI/CD runs it and ships the fix. The flow itself runs on GitLab CI/CD, and so does your Salesforce deployment pipeline. An engineer opens a merge request from the issue, the pipeline validates and deploys the change to Salesforce, and the issue closes when the merge request merges.
Because every step happens in GitLab, the trail stays connected. The issue links to the merge request, the merge request to its pipeline, and the pipeline to the deployment. Anyone can see what broke, why, who fixed it, and when the fix reached production.
Beyond Salesforce errors
Strip away the Salesforce details and the pattern is simple: a business system makes one HTTP call, and a custom GitLab Duo flow that knows your code does the investigation. Any system that can send a request can start a flow.
Here are a few ideas for where the same pattern could help:
A failed sync in an ERP integration, traced to the mapping code that last changed.
A support case tagged "possible bug," checked against recent releases before it reaches an engineer.
A failed scheduled data job, matched to the last change in its pipeline definition.
For DevSecOps teams, this means errors from the business systems they support arrive as issues with a likely cause attached, not as raw logs to trace manually. Business teams don't need to learn GitLab, and engineers don't need to watch another dashboard. Each system keeps doing its job, and GitLab Duo Agent Platform gives engineering a head start every time something breaks.
Try it yourself
Pick one business system your team supports and one error it logs today. Give a custom flow the code, call it from that system, and see what the first analysis tells you. Start a free trial of GitLab Duo Agent Platform, or if you're already on GitLab Premium or Ultimate, turn on Duo Agent Platform and build your first custom flow.
Further reading
Flows API
Custom flows
Custom flow YAML schema
Composite identity
GitLab Duo Agent Platform: complete getting started guide
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