(automatic) data objects • Is symmetry to define state based on control-flow (static lexical scoping) • Edge cases managed by the C++ Standard (Guaranteed!) “The compiler giveth, and the compiler taketh away”Charley (automatic) data objects • Is symmetry to define state based on control-flow (static lexical scoping) • Edge cases managed by the C++ Standard (Guaranteed!) “The compiler giveth, and the compiler taketh away” data objects • Is symmetry to define state independent of control-flow (static lexical scoping) • Edge cases managed by the developer “The developer giveth, and the developer better clean up after

operational agility ● You can't be Cloud Native at scale without a modern application- aware network Cloud!=Cloud Native Bare metal VMs Kubernetes VMs ● Monolith was decoupled to Microservices ● sit at the application edge and are used in multi-cluster environments to route traffic between clusters hosting the same application. ● Tier-2 Gateways sit at the cluster edge and route traffic to the Envoy ● Multi Cluster support ● XCP Central -> XCP Edge TSB Control Plane ● VM integration ● XCP Edge ● Upstream Istio ● XCP Central -> Edge ● TSB CR -> Istio CR TSB Config Data Flow Cluster Onboarding

(Blue Bars) As data volumes rise, CapEx required to build more hyperscale data centers, faster network infrastructure, & more compute capacity CapEx: +21% / Year Data: +28% / Year CapEx Spend – Big companies – with aggressive cash burn – tested this premise hard, built large-scale data-driven network effects based on product excellence / constant improvement, developed technology-driven competitive *Has a partnership with Oracle, SoftBank and MGX to build out the proposed Stargate data-center network. Source: Wall Street Journal, ‘Here’s How Big the AI Revolution Really Is, in Four Charts’ (4/25)

accumulation: *。 Any kind of data (int, float, string) *。 Any kind of sequence (array, list, file, network) *。，Any operation (add, multiply concatenate) 。 Instantiates to efficient, concrete implementations in graph algorithms 。 Given avertex岂find allthe neighbors of (all verticesv st. (WUV) E 古， ie st.edge (uv) is in the graph) 。Then foreach neighbor find its neighbors (and so on) G = {有了 7 = {0,Vdd,n0 (implicitly) Principle: Graphs Represent Strd Algorithms 四 Structure, not data Jndex 7 Edge List Index Adjacency List 工 3 2 0 0 |于1 5 工 2 工 3 0 | 5 3 5

Vulnerabilities: Up to $250,000 5. Windows Defender Application Guard (WDAG): Up to $30,000 6. Microsoft Edge and Internet Explorer: Up to $30,000 7. Office 365: Up to $30,000 8. Identity and Authentication: untrusted component to a trusted componentDefining Trust Boundaries Downloads from the internet Network interfaces (ports and drivers) Inter-process Communication (COM, RPC, Pipes, Shared Memory) com/microsoft/Att ackSurfaceAnalyzer Isolate problematic areas • Handling untrustworthy data • IPC, Parsing, Network connectionsApp Scenario UI App [Medium IL] Service [High IL] Cloud AI OCR ProcessingApp Scenario

$response->getBody(); }); $promise->wait(); User Guide Overview Requirements Installation Bleeding edge License Contributing Guidelines Running the tests Reporting a security vulnerability Quickstart other best-practices for defining dependencies at getcomposer.org [http://getcomposer.org]. Bleeding edge During your development, you can keep up with the latest changes on the master branch by setting web server rather than a server over the internet. Tests are more reliable Tests do not require a network connection Tests have no external dependencies Using the test server Warning The following functionality

$response->getBody(); }); $promise->wait(); User Guide Overview Requirements Installation Bleeding edge License Contributing Guidelines Running the tests Reporting a security vulnerability Quickstart other best-practices for defining dependencies at getcomposer.org [https://getcomposer.org]. Bleeding edge During your development, you can keep up with the latest changes on the master branch by setting web server rather than a server over the internet. Tests are more reliable Tests do not require a network connection Tests have no external dependencies Using the test server Warning The following functionality

$response->getBody(); }); $promise->wait(); User Guide Overview Requirements Installation Bleeding edge License Contributing Guidelines Running the tests Reporting a security vulnerability Quickstart other best-practices for defining dependencies at getcomposer.org [http://getcomposer.org]. Bleeding edge During your development, you can keep up with the latest changes on the master branch by setting web server rather than a server over the internet. Tests are more reliable Tests do not require a network connection Tests have no external dependencies Using the test server Warning The following functionality

even the wording of a user-facing message) leaves less room 
 for errors in interpretation. Capture edge cases Real-world interactions often create decision points such as how to proceed when a user provides agents Manager pattern The manager pattern empowers a central LLM—the “manager”—to orchestrate a network of specialized agents seamlessly through tool calls. Instead of losing context or control, the manager be effective: 01 Focus on data privacy and content safety 02 Add new guardrails based on real-world edge cases and failures you encounter 03 Optimize for both security and user experience, tweaking your

during network issues. 16 None of the errors were seen in the lab.THE PROBLEMS ⊡ Memory issues – we didn’t have enough memory. ⊡ Unexplained crashes. ⊡ Occasional data loss during network issues during network issues. 18 None of the errors were seen in the lab.THE PROBLEMS ⊡ Memory issues – we didn’t have enough memory. ⊡ Unexplained crashes. ⊡ Occasional data loss during network issues 65 ⊡ Unexplained crashes. ⊡ Not enough information after crash. ⊡ Occasional data loss during network issues. ⊡ Suddenly, no meters are being detected anymore. Problems:REPRODUCE THE ERROR Unexplained