Use when preparing an accepted MLSys paper for publication on proceedings.mlsys.org, covering de-anonymization of the research-track PDF…
MMO action relay architecture — client intent, server validation, broadcast patterns, thread-safe queues, combat networking
MMO persistence layer — database schema patterns for players, inventories, guilds, quests, and achievements; account/auth systems…
Show vault health: files, token metrics, compilation status, knowledge graph quality, and raw capture inventory.
Setup mnemos persistent memory with mnemo-server.
Vector icon libraries ecosystem guide covering 10+ major libraries with
Firebase Firestore specialist covering NoSQL patterns, real-time sync, offline caching, and Security Rules.
Supabase specialist covering PostgreSQL 16, pgvector, RLS, real-time subscriptions, and Edge Functions.
Use when writing a MobiCom rebuttal after round-two reviews or executing a one-shot revision — triaging reviewer points by severity…
Use when designing or auditing the evaluation of a MobiCom submission — building real-device testbeds, choosing RF and channel measurement…
Use when making a MobiCom result reproducible on a different testbed — recording radio, hardware, channel, and mobility provenance as the…
Use when reasoning about where a MobiCom paper sits in the two-round review process — the early-reject cut after round one, the released…
Use when running the final pre-upload audit of a MobiCom submission — confirming the right per-edition HotCRP site and round, the AoE…
Use when deciding whether a project belongs at MobiCom or a sibling venue — testing whether the core contribution is a…
Use when planning a MobiCom campaign across the rolling two-deadlines-per-year calendar — deciding which round to target and which edition…
Universal mobile development principles — offline-first, 60fps, touch, battery, platform patterns
Mobile specialist for Flutter, React Native, and cross-platform mobile development.
A mobile-app screen rendered inside a pixel-accurate iPhone 15 Pro frame on the page.
Produce a complete mobile app architecture design — platform choice, navigation structure, state management, data layer, key screens.
Mobile app development guide — React Native, Flutter, Expo for cross-platform.
Automates Flutter app versioning, changelog generation, and multi-platform deployment for iOS, Android, and macOS.