--- title: Unlocking Autonomy in Military Drones Goes Beyond SWaP-C description: Rising defense budgets are pushing military drone makers toward on-board AI inference rather than cloud-based decision-making, driven by GPS/GNSS jamming... canonical: https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Unlocking Autonomy in Military Drones Goes Beyond SWaP-C | daily.dev og:description: Rising defense budgets are pushing military drone makers toward on-board AI inference rather than cloud-based decision-making, driven by GPS/GNSS jamming... og:url: https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62 og:image: https://api.daily.dev/og/posts/Sk18jEr62.png og:image:alt: Unlocking Autonomy in Military Drones Goes Beyond SWaP-C og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Unlocking Autonomy in Military Drones Goes Beyond SWaP-C **[Embedded.com](https://daily.dev/sources/embedded-com)** · 8 min read · 0 upvotes · 0 comments ## Summary Rising defense budgets are pushing military drone makers toward on-board AI inference rather than cloud-based decision-making, driven by GPS/GNSS jamming threats seen in Ukraine. Lantronix CEO Saleel Awsare explains that space, weight, power, and cost (SWaP-C) constraints limit how much edge compute can be added, with SOMs built on Qualcomm's AI engine and sub-7nm process nodes balancing performance against power draw across entry-level, mid-range, and high-end TOPS tiers. Reliability standards like MIL-STD-810, MAVLink 2.0, and DO-178C's design assurance levels further shape adoption, requiring disaggregation of flight-stabilization loops from AI inference tasks. Modular, pin-compatible SOM designs let defense customers upgrade hardware alongside software as mission data demands grow. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What is SWaP-C in the context of military drone design? SWaP-C stands for space, weight, power, and cost, the set of physical and budgetary constraints that limit how much computational hardware can be added to a drone. Components for flight, navigation, combat, and logistics leave limited room for edge AI compute, and these constraints vary across different UAV/drone classes. _Engineers weighing edge AI trade-offs for constrained hardware can follow SWaP-C design discussions on daily.dev._ ### Why do military drones need on-board AI instead of relying on cloud-based processing? On-board AI is needed because remotely operating large numbers of UAVs is labor-intensive and jamming systems can quickly de-weaponize drones that depend on GPS/GNSS or cloud connectivity. Equipping drones with real-time, edge-based decision-making lets them keep functioning in GPS- and GNSS-denied environments where communication links may be disrupted. _Track how reliability pressures are reshaping edge AI architecture decisions on daily.dev._ ### Why can't AI inference software just run on the same processor as a drone's flight controller under DO-178C? Under DO-178C, mixing software of different design assurance levels (DALs) on the same processor without strict disaggregation forces the entire system to be certified to the highest level, DAL-A. Since certifying a large black-box AI model to DAL-A is prohibitively expensive and complex, developers isolate DAL-A flight-stabilization loops from lower-DAL inference tasks instead. _Developers navigating safety-critical certification trade-offs can follow embedded systems coverage on daily.dev._ ## Similar posts on daily.dev - [Drone makers race to build navigation that survives warzone jamming](https://daily.dev/posts/drone-makers-race-to-build-navigation-that-survives-warzone-jamming-gyk5rhywu) · The Next Web · 0 upvotes · 0 comments - [Why Sensor Fusion Matters for Drone Navigation and Detection](https://daily.dev/posts/why-sensor-fusion-matters-for-drone-navigation-and-detection-d8zzfqro6) · Embedded.com · 0 upvotes · 0 comments - [The Research Required for the Next Decade of Drone Technology](https://daily.dev/posts/the-research-required-for-the-next-decade-of-drone-technology-mmqsypcn6) · Computing Community Consortium · 0 upvotes · 0 comments --- Tags: [#embedded](https://daily.dev/tags/embedded), [#local-ai](https://daily.dev/tags/local-ai) [View this post on daily.dev](https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Unlocking Autonomy in Military Drones Goes Beyond SWaP-C","url":"https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62"},"datePublished":"2026-09-02T16:01:16.115Z","dateModified":"2026-09-02T17:44:52.613Z","description":"Rising defense budgets are pushing military drone makers toward on-board AI inference rather than cloud-based decision-making, driven by GPS/GNSS jamming...","image":"https://media.daily.dev/image/upload/s--CxzD6vbw--/f_auto/v1722860399/public/Placeholder%2005","thumbnailUrl":"https://media.daily.dev/image/upload/s--CxzD6vbw--/f_auto/v1722860399/public/Placeholder%2005","isAccessibleForFree":true,"articleSection":"Embedded.com","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Embedded.com","logo":"https://media.daily.dev/image/upload/s--oPypG_tz--/f_auto,q_auto/v1780213576/logos/embedded-com?_a=BAMAMiWQ0","url":"https://daily.dev/sources/embedded-com"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"embedded,local-ai","timeRequired":"PT8M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Embedded.com","item":"https://daily.dev/sources/embedded-com"},{"@type":"ListItem","position":3,"name":"Unlocking Autonomy in Military Drones Goes Beyond SWaP-C"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/unlocking-autonomy-in-military-drones-goes-beyond-swap-c-sk18jer62#faq","mainEntity":[{"@type":"Question","name":"What is SWaP-C in the context of military drone design?","acceptedAnswer":{"@type":"Answer","text":"SWaP-C stands for space, weight, power, and cost, the set of physical and budgetary constraints that limit how much computational hardware can be added to a drone. 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