When to activate: MLOps, DVC, model versioning, drift detection, Evidently, WhyLogs, retraining, ML CI/CD, model monitoring
Use when packaging an accepted MLSys paper's code, configs, and measurement scripts for the venue's post-acceptance artifact evaluation…
Use when deciding whether a project belongs at MLSys rather than OSDI, SOSP, NSDI, ASPLOS, ATC, EuroSys, or the ML conferences, testing…
MMO zone architecture — spatial partitioning, area of interest, zone transitions, instancing, load balancing
Kotlin 2.0+ development specialist covering Ktor, coroutines, Compose Multiplatform, and Kotlin-idiomatic patterns.
Neon serverless PostgreSQL specialist covering auto-scaling, database branching, PITR, and connection pooling.
Use when preparing an accepted MobiCom paper for publication — de-anonymizing into the double-column final version, discharging every…
Use when building or auditing the related-work of a MobiCom paper — sweeping the SIGMOBILE and networking literature lanes, proving each…
Use when deciding what goes in the MobiCom 12-page double-column body versus references, optional appendices, and HotCRP fields — placing…
Use when drafting or revising a MobiCom paper for house style — putting the wireless/mobile mechanism and its operating regime on the…
Mobile accessibility compliance expert for VoiceOver, TalkBack, Dynamic Type, and WCAG mobile guidelines.
Mobile app debugging for iOS, Android, cross-platform frameworks.
Generate premium app-native mobile screen images and coherent multi-screen flows for iOS, Android, or cross-platform products.
Design high-quality mobile app UI/UX screens, flows, and components.
Abuse the trust a backend places in its mobile client during an authorized assessment.
Demonstrate Insufficient Binary Protections (OWASP Mobile Top 10 M7) during an authorized mobile assessment — bypassing an app's…
Checkpoint workflow for mobile development safety.
Context compaction strategies for large Android codebases.
Use when picking a mobile E2E framework — Detox / Appium / Maestro / XCUITest / Espresso — or planning iOS Simulator / Android Emulator…
End-to-end mobile testing of Expo/React Native apps via claude-in-mobile MCP + mcporter.
Produce a mobile feature spec — user story, technical approach, component breakdown, platform-specific considerations, edge cases.