https://forums.garmin.com/apps-software/mobile-apps-web/en-USTelligent Community 13https://forums.garmin.com/apps-software/mobile-apps-web/f/connect-iq-store-android/446976/who-builds-multi-agent-ai-systems-for-companiesTue, 27 Oct 2026 11:01:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:a4dd1394-54e1-424f-a5b1-ba96201745178064894Quick Answer Multi-agent systems are built by three groups: specialist AI engineering firms, data and analytics consultancies extending into agent work, and in-house platform teams at large technology companies. For most businesses the practical choice is between the first two — and the deciding factor is whether your problem is orchestration engineering or domain modelling. What a Multi-Agent System Actually Is The term gets used loosely, so it is worth being precise. A single agent takes a goal, decides on actions, calls tools, and works toward completion. A multi-agent system splits that work across several specialised agents — one that retrieves, one that reasons over policy, one that executes, one that verifies — coordinated by an orchestration layer that decides who runs when and what happens on failure. The architecture earns its complexity when a task genuinely has separable sub-problems with different tool requirements and different risk profiles. It does not earn it when a single well-scoped agent would do, which is most of the time. Teams building multi-agent AI systems without that test tend to produce something impressive in demo and unmaintainable in production, because every added agent multiplies the failure surface rather than adding to it. Which Problems Suit the Architecture Four patterns recur in systems that survive past pilot. Research and synthesis. One agent gathers from several sources, another cross-checks for contradiction, a third composes the output. Separation works because verification genuinely benefits from a different prompt and different context than retrieval. Document-heavy operational workflows. Claims processing, underwriting support, contract review — where extraction, policy checking and decision drafting are distinct steps with distinct accuracy requirements. Cross-system orchestration. A request touching four systems, where each connection has its own authentication, rate limits and failure behaviour, and partial failure must be handled cleanly. Long-running processes. Tasks spanning hours or days, where state must persist and the system must resume correctly after interruption. If your use case does not resemble one of those, a single agent with good tool design is usually the better engineering decision and considerably cheaper to operate. Who Builds Them Dev Technosys Dev Technosys builds multi-agent systems where the orchestration layer is explicit rather than emergent — defined control flow, scoped tool permissions per agent, approval gates on any action that writes to a system of record, and audit logging across every agent decision. Founded in 2010 and operating with 250+ in-house professionals, the company reports an 89% project success rate and scopes agent counts down rather than up during design. Tiger Analytics Tiger Analytics delivers advanced analytics and AI engineering with published capability across data science, machine learning operations and decision platforms. Its material covers production deployment and model lifecycle alongside model development. Consumer goods, insurance and retail feature in published work. Tiger Analytics suits organisations whose agent workflows sit on top of substantial existing analytics infrastructure. LatentView Analytics LatentView Analytics focuses on data and analytics consulting with published capability in data engineering, machine learning and business intelligence. Its material emphasises connecting analytical output to operational decisions. Technology, retail and financial services appear across its published engagements. LatentView Analytics suits companies where the agent system’s value depends primarily on data quality and pipeline work. ZS Associates ZS Associates combines consulting with technology delivery, with published depth in life sciences commercial operations and analytics. Its material covers decision support systems built around domain-specific models. Pharmaceutical and healthcare commercial functions form a core focus. ZS Associates suits life sciences organisations where domain modelling matters more than general orchestration engineering. Sutherland Sutherland provides digital transformation and business process services with published capability in automation, analytics and customer experience platforms. Its operational background informs work where agents sit inside existing service delivery. Published work spans healthcare, financial services and communications. Sutherland suits organisations embedding agents into an operation it also runs or supports. The Questions That Decide the Build Five, and they separate serious providers quickly. How is control flow defined? Explicit orchestration with defined states, or agents deciding their own sequence. The second is more impressive and considerably harder to debug, audit or reason about when something goes wrong. What stops a loop? Turn limits, cost ceilings, repeated-action detection. A system without them will eventually run until someone notices the bill. How are tool permissions scoped? Per agent, least-privilege, with no agent holding broader access than the task requires. Shared service accounts across agents defeat the entire control model. What happens on partial failure? Three of five agents completed, one timed out. Does state roll back, resume, or sit inconsistent until a human intervenes. What gets logged? Every agent decision, every tool call, every intermediate output — with the requesting identity attached. Without it, neither debugging nor audit is possible. Where agents connect to live systems rather than operating on copies, that connection work sits within AI integration services and typically consumes more of the timeline than the agent logic itself. Security and Control Multi-agent systems concentrate risk because each agent inherits access to whatever it connects to, and the combined blast radius exceeds any single agent’s. Query-time permission filtering applies throughout — records scoped to the requesting identity before retrieval returns them, for every agent independently. Prompt injection across agent boundaries is a distinctive risk here. One agent’s output becomes another’s input, so content retrieved from an external source can carry instructions into a downstream agent that has write access. Treat inter-agent messages as untrusted data. Write-path gating. Any action affecting a system of record needs an approval threshold and a reversal path until confidence is demonstrated over time. Cost instrumentation per request , because multi-agent systems consume tokens unpredictably and the first warning is usually financial. A structured AI application security assessment before production exposure catches the inter-agent injection path, which standard application reviews miss. FAQs How long does a multi-agent build take? Twelve to twenty-four weeks for production. Orchestration and control design take longer than agent logic, and the evaluation harness has to exist before anything ships. What does it cost? Engagements with Dev Technosys start from $10,000. Tool integration count and the number of systems agents may write to drive cost more than agent count. Can we start with a single agent and expand? That is the recommended path. A well-built single agent with clean tool boundaries becomes one node in a larger system later, provided logging and permission scoping were designed properly from the start. How do we know whether it is working? A golden set of real tasks with known-correct outcomes, scored on every change. Without that baseline, every modification is a guess — building it is standard practice within AI consulting services. What happens after launch? Model versions get deprecated, retrieval quality drifts, and tool APIs change. Continuing oversight through managed AI operations catches degradation before users report it.AI agenthttps://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/446939/workout-opened-from-calendar-does-not-show-button-to-send-to-device/2074712Tue, 27 Oct 2026 09:16:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:285cd36f-6651-4ae7-a45b-ba88d2f7a6adMark (6256535)Tried it. It works, it even suggests the planned workout when selecting the activity. Thanks for the quick answer :-)https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/446939/workout-opened-from-calendar-does-not-show-button-to-send-to-device/2074707Tue, 27 Oct 2026 08:36:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:6c1793c5-0e65-44eb-9fc1-8d4be2e5b794e7andyWhen you add a workout to the calendar it is automatically sent to the device and found in the workout calendar.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-web/446961/pointless-security-warningTue, 27 Oct 2026 08:29:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:f2efb4c5-3dc7-4a05-8090-d89510412f1fe7andyFrom time to time I get an email with info about a new sign-in to my account. That would be a nice function, but it is often delayed and contain no info at all about which new location I signed in from. There is no info in that email that can be used to tell me if it was me or not. That makes it pointless. I'm pretty sure it was from my activity since I use MFA and didn't get a new code, but how can I be sure?https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-ios/434371/garmin-connect-draining-my-iphone-battery/2074703Tue, 27 Oct 2026 07:55:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:64738fdd-a79e-4cbf-bea2-a76b00aa6ef0martinowenI use a shortcut for airplane mode. generally stops draining until the morning where it does start connecting again. Problem with cutting BT is that some watches have MASSIVE drain if it's NOT connected to BT...so one of the devices is going to drain.....you just choose which one!https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/439616/myfitness-pal-calories-not-showing-on-the-garmin-connect-app/2074682Tue, 27 Oct 2026 03:27:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:e22550f6-bb33-4216-8399-c9795b784710PashellThank you for confirming the issue. I have already contacted Garmin Europe Support and submitted the diagnostic report from Garmin Connect 5.30.1 using reference code. I'll continue working with the support team directly and hope a fix will be available soon.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-ios/446879/fully-charged-watch-turns-off-on-run/2074666Tue, 27 Oct 2026 01:05:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:0f6c344e-6074-4a1e-adc3-15bb87abae65Garmin - DCHi there, is this issue only during run activities? As well as when the watch does turn off, does it turn back on by itself or do you need to manually turn it on?https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/439616/myfitness-pal-calories-not-showing-on-the-garmin-connect-app/2074657Tue, 27 Oct 2026 00:01:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:cb2182f7-e6d0-4bb0-9ca3-3b302e19476aFerCGarmin - PW I already submitted the requested information. Thanks for looking into this.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/446939/workout-opened-from-calendar-does-not-show-button-to-send-to-deviceMon, 26 Oct 2026 22:36:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:e7160cf8-65d6-44b9-ab5b-2882d938f4d2Mark (6256535)I guess this is a big, where can I report it? When opening a workout in the Training & Planning menu there is a small button in the top of the screen that allows me to send the workout to my watch. When I open the same workout from my calendar, I see the same screen, but not the button to send it to my watch. I want to use my calendar to plan workouts, but that is very inconvenient in this way.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-web/446354/comparing-activities---colored-circles-no-longer-appear/2074645Mon, 26 Oct 2026 22:15:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:a7a3606a-58d8-42b8-84fd-c681e5fea3cbsbonitatibusHi, thanks for replying and verifying that you're seeing the same thing. Hopefully Garmin deploys a fix to thishttps://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-golf-android/446933/pick-up-ball-feature-on-courseMon, 26 Oct 2026 21:02:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:05418d9b-7f8c-4cd1-9f43-7b9666cc76243712865A new feature request, which is very long overdue, is the ability to press pick up when playing a stableford match and it automatically defaulting to a score of 0 points and not requiring you to input a number of putts that will falsely make the putting stats better. This is a very normal scenario to encounter on the course where a player may hit 7 shots before reaching a green due to a blow up, and to keep the pace of play decides to pick the ball up as there is no way of scoring points in stableford, but the watch means you have to falsely make a score and number of putts which then inevitably skews the putting stats. Can this be added as a feature please?garmin golfPick upperformance statsGarmin Golf APPhttps://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-golf-android/441959/the-distance-range-on-the-garmin-golf-app-won-t-load-crooked-creek-green-valley-and-island-range-all-load-how-to-fix/2074620Mon, 26 Oct 2026 20:05:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:538334a8-a39c-4453-a31d-243375a121869298091I fixed it by clearing the cache and data on the app. Once data was cleared I had to sign in and setup the Garmin again. The issue then resolved.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-golf-android/441959/the-distance-range-on-the-garmin-golf-app-won-t-load-crooked-creek-green-valley-and-island-range-all-load-how-to-fix/2074611Mon, 26 Oct 2026 19:45:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:a357fb5f-057f-4cfb-80c7-0df661aa8fea2799190I'm having this same issue, is there a way to resolve it?https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-ios/434371/garmin-connect-draining-my-iphone-battery/2074596Mon, 26 Oct 2026 18:48:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:d776c66a-9e63-4964-a197-8a4682005965godoy.rafaYes - i disable bluetooth every night on my iPhone 17 and there's no drain.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-web/443995/hazards-report-notification-in-course-map-view/2074586Mon, 26 Oct 2026 18:22:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:cc3c0520-120a-4ea5-9dbf-3d4497952d48Michal JGarmin - PW I just have found there is probably something wrong with page at all... info about profile is off the screen and it is not possible to scroll page down it looks like problem is useless horizontal scrollbar under route statshttps://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-ios/434371/garmin-connect-draining-my-iphone-battery/2074568Mon, 26 Oct 2026 17:42:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:259915c3-e8ba-46b4-a1f7-584330eabd143688001godoy.rafa , you seem to be on something here that no one's be able to figure out, even Garmin SP. Do you still have Bluetooth disabled and not battery drain? Also, are you on iPhone? I've been dealing with the battery drain for awhile and just completely removed it from my iPhone for now.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-dive-android/445101/more-badges/2074566Mon, 26 Oct 2026 17:35:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:ae6e7f08-f421-4e10-8e4e-60ffce8c78377312160Jan17, 2026 is the date of the dive activity registered at Garmin Connect throught Garmin Dive.https://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/443650/info-about-weight-warrior-badge/2074552Mon, 26 Oct 2026 16:31:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:cdd10031-e4df-4612-9661-ede47cf25a9fGarmin - PWIf you did complete the requirements to earn this badge, but it has not been awarded to you, you will want to reach out to our product support team using the link below. They will be able to award the badge to you if found necessary. Garmin - Supporthttps://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-andriod/442637/android-health-connect---missing-steps-intermittently-during-sync-no-reconciliation/2074547Mon, 26 Oct 2026 16:13:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:12777a61-e72b-41f9-8c1a-b674161781f86140671I noticed this problem for my phone too. Instinct 2 with an Oppo Reno 14. For me I noticed that if I sync my watch to Garmin Connect past midnight, the steps from the previous day will update in Garmin Connect but do not get reflected in Health Connecthttps://forums.garmin.com/apps-software/mobile-apps-web/f/garmin-connect-mobile-ios/446909/no-puedo-enlazar-el-iphone-13-con-el-garmin-fr-45Mon, 26 Oct 2026 15:11:00 GMTa9571b57-dd57-479e-8763-8f8a603e40aa:ede9e066-4b9e-4e21-b97c-39d2c6b0eb2e4955131el bluetooth del iphone 13 no reconoce el garmin fr 45... he intentado y seguido todos los pasos de reinicio y no me resulta la conexión