# Notes taken during context of the discussions Topics/Keywords: Topic 1: Privacy/Security Digital Sovereignty Adversarial Benchmarking Tamper-resistant processing Topic 2: Edge Computing Computational Storage In-Network Computing Resource Disaggregation Use cases, Applications, Workloads, Testbeds Manynets Transport Protocols Measurements, Reproducibility COVID-19 Impact =================================================================================================== Edge Computing Edge definitions other than the ones that Nitinder showed? - Edge on premise stuff of companies - (Fog) Which resources in which places? Who would be running those? How diverse could those be? Administrative/security domains? Resource management? Different quantities of resources, constraints, boundaries? Data generation? Processing on the edge? Security implications? Where does edge happen and who makes it happen? - private clouds (e.g. Oracle) - deployment vs management Is your edge stable? - mobile ISPs - predictability; switching between mutlptiple providers, trust implications edge as distribution of administration - one entity (less complex, more centralized) vs multiple ones (more complex, less centralized) - different domain: data and application? where does edge stop and where does cloud begin? - different views, top-down vs bottom-up - allocation/mapping of resources and users - end-user device vs third-party entity - depends on who controls and manages it? most important aspects of Edge: - security/privacy? (smart home or IoT devices) - latency? (interactive applications) trust relationships might differ depending on edge infrastructure (heterogeneity of providers, laws/regulations, what is the companies main business (data selling vs something else)?) different stakeholders: ISP as edge provider, rather than only as transit points - better or worse privacy? handing data to other entity than large cloud providers? -> how much of the traffic would still exist (or where does it go to) if we have edge instead of clouds? - depends on customers and their uses Shifts in Internet traffic due to lockdowns: - diurnal patterns, now consistent throughout the day - more video streaming - elasticity of services, capacity does not have to be ramped up immediately (some downscaling of bitrate, e.g., Netflix or YouTube) - networks might be overprovisioned Moving content to the edge? main point of edge rather processing -> for processing purposes, synchronization between multiple parties makes it difficult - consistency of data, frequency of updates to be considered - read-only data might be preferred over data that requires many writes 5G deployments: performance not as strict as promised by providers - what comes first: edge boxes vs wireless deployments cost of edge storage/processing power/usage/maintenance? remote operations - video processing closeby on the edge rather than sending it to the cloud applications: off-loading from cloud - allocation of tasks + data to correct edge nodes - remote attestation business model: who pays for deployment of all the nodes and units? - profit of company: paid directly (money) or paid by data? - economics: edge might widen the wealth gap - incremental deployments, natural growth of business - can new deployments bring more money (economic feasibility)? - where would the additional money be invested into? - initial customers/demand more profitable: - optimization/fixing of current technologies vs deployment of edge nodes? service subscriptions over purchases - dependency on other services (connectivity to network/Internet) - special subscriptions: premium for better service (lower latency, better performance, ...) =================================================================================================== Digital Sovereignty - open technologies; getting rid of technological dependencies from other countries - build up new Internet? maybe not necessary (China, Russia) - definition: state-wide vs individual - construct IT system (maybe with slightly worse performance) but with other more valuable assets, which would make it worth it - diversification and distribution, where trust is not major weakness replacability of components on-the-fly combination of different solutions (due to them having specific fundametal weaknesses) cross-layer interoperability for independence of single technologies is it required to multiply current resources for that purpose? abstractions for current variety of technologies and instructions -> performance implications? critical technologies or expertise/know-how (which we currently do not have access to) ensure code safety - formal verification - measurements - containment approaches - multiple approaches required does the general public want digital sovereignty? maybe ask who care about the next decade instead experts are aware: big problem, however, cannot be solved immediately our role as scientists: not many resources required but instead clever approach also with better time to market bring up solution that has immediate/initial use cases, rather than multi-stage areas in which sovereignty needs to be pushed for important/critical infrastrucutre (plant, car, manifacturing site, plane, administration) share of public funding, then prove the worth of it European commission agenda 2019-2024 https://ec.europa.eu/commission/sites/beta-political/files/political-guidelines-next-commission_en.pdf not only hardware but also data importance of QoS? other national technologies/companies (e.g., Lufthansa), whereas for computational things primarily foreign solutions governmental projects (Corona Warn-App, Siemens, ...) vs consumer uses cost vs worth probability too expensive to have sovereignty in all layers and areas of life "lock-in" to specific contracts and service providers, migration difficult/impossible important topic to work on due to large potential impact, good opportunity (also encourages collaboration between different departments of TUM)