First-time user onboarding experience. Keywords: new, first, start, begin, welcome, tutorial, guide, learn, help me.
Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss.
Referência e guia de uso do AWS CLI para gerenciar recursos AWS: autenticação, IAM, EKS, ECR, S3, RDS, Secrets Manager e VPC.
Use when writing Go code with `github.com/ax-llm/ax/go` for agents, child delegation, tools, MCP, clarification, runtime state, and final typed responses.
Use when writing Go code with `github.com/ax-llm/ax/go` for AxGen programs, forward calls, streaming, tools, assertions, traces, usage, and output parsing.
Use when writing Go code with `github.com/ax-llm/ax/go` for reward-scored generation, iterative candidate improvement, evaluator feedback, and optimizer-backed refinement patterns.
Use when migration brain, knowledge graph, project memory, role swarm, evidence graph, decision graph, or central migration intelligence needs.
Use when benefits realization, ROI tracking, scope reduction value, TCO update, value tracking, or post-go-live benefit measurement needs.
Use when commerce analytics, channel KPIs, conversion, store sales, returns, loyalty analytics, or customer insights migration needs.
Use when coordinating Commerce, CRM, CXP, POS, CSU, payments, offline, store operations, and omnichannel migration workstreams.
Use when a COO, operations director, supply chain leader, warehouse leader, production leader, or business operations sponsor needs AX to D365FO migration operational continuity,…
Use when customer master harmonization across Finance and Operations, Commerce, CRM, Dataverse, customers, contacts, and identity needs.
Use when migration work needs ISV exit, vendor replacement, contract termination, add-on retirement, and transition risk.
Use when knowledge transfer planning, support training, super user enablement, lessons learned, or handover coaching.
Use when broad AX to D365FO migration requests where the user wants one master agent to route roles, skills, CLI commands, artifacts, phases, risks, and next best actions.
Use when AX to D365FO migration work needs regulatory, compliance, privacy, audit, DACH, GDPR/DSGVO, GoBD, EU e-invoicing, finance audit, pharma validation, automotive EDI, or…
Use when cutover war room, go-live command board, rollback points, go/no-go, cutover communication, or migration weekend needs.
Print unread stdout from an axec session since the last read. Use when you need to check for new output without re-reading the full history.
Axesso Data Service - Amazon integration. Manage data, records, and automate workflows. Use when the user wants to interact with Axesso Data Service - Amazon data.
Use when implementing ANY Apple Intelligence or on-device AI feature. Covers Foundation Models, @Generable, LanguageModelSession, structured output, Tool protocol, iOS 26 — from…
Use when the user mentions SwiftUI performance, janky scrolling, slow animations, or view update issues.
Use when structuring app entry points, managing authentication flows, switching root views, handling scene lifecycle, or asking 'how do I structure my @main', 'where does auth…
Use when making app surface in Spotlight search, Siri suggestions, or system experiences - covers the 6-step strategy combining App Intents, App Shortcuts, Core Spotlight, and…
Reference for App Store Connect crash analysis, TestFlight feedback, metrics dashboards, and data export workflows
Use when ANY question involves Apple framework APIs, Swift compiler errors, or Xcode-bundled documentation.
Use when needing synchronous actor access in tests, legacy delegate callbacks, or performance-critical code.
Use this agent to scan Swift code for camera, video, and audio capture issues including deprecated APIs, missing interruption handlers, threading violations, and permission…
Use when the user mentions Codable review, JSON encoding/decoding issues, data serialization audit, or modernizing legacy code.
Use when the user mentions concurrency checking, Swift 6 compliance, data race prevention, or async code review.
Use when the user mentions Core Data review, schema migration, production crashes, or data safety checking.
Use when the user mentions battery drain, energy optimization, power consumption audit, or pre-release energy check.
Use when the user mentions Foundation Models review, on-device AI audit, LanguageModelSession issues, @Generable checking, or Apple Intelligence integration review.
Use when the user mentions GRDB performance review, slow GRDB queries, app-group database setup audit, or pre-release GRDB scan.
Use when the user mentions in-app purchase review, IAP audit, StoreKit issues, purchase bugs, transaction problems, or subscription management.
Use when the user mentions iCloud sync issues, CloudKit errors, ubiquitous container problems, or asks to audit cloud sync.
Use when the user mentions Liquid Glass review, iOS 26 UI updates, toolbar improvements, or visual effect migration.
Use when the user mentions memory leak prevention, code review for memory issues, or proactive leak checking.
Use when the user mentions networking review, deprecated APIs, connection issues, or App Store submission prep.
Use when the user mentions file storage issues, data loss, backup bloat, or asks to audit storage usage.
Use when the user mentions SwiftData review, @Model issues, SwiftData migration safety, or SwiftData performance checking.
Use when the user mentions SwiftUI layout review, adaptive layout issues, GeometryReader problems, or multi-device layout checking.
Use when the user mentions TextKit review, text layout issues, Writing Tools integration, or UITextView/NSTextView code review.
Reference — AVFoundation audio APIs, AVAudioSession categories/modes, AVAudioEngine pipelines, bit-perfect DAC output, iOS 26+ spatial audio capture, ASAF/APAC, Audio Mix with…
Complete background task API reference - BGTaskScheduler, BGAppRefreshTask, BGProcessingTask, BGContinuedProcessingTask (iOS 26), beginBackgroundTask, background URLSessi — from…
Symptom-based background task troubleshooting - decision trees for 'task never runs', 'task terminates early', 'works in dev not prod', 'handler not called', with time-cost…
Complete background task API reference - BGTaskScheduler, BGAppRefreshTask, BGProcessingTask, BGContinuedProcessingTask (iOS 26), beginBackgroundTask, background URLSessi — from…
AVCaptureSession, camera preview, photo capture, video recording, RotationCoordinator, session interruptions, deferred processing, capture responsiveness, zero-shutter-lag,…
camera freezes, preview rotated wrong, capture slow, session interrupted, black preview, front camera mirrored, camera not starting, AVCaptureSession errors, startRunning blocks,…
Reference — AVCaptureSession, AVCapturePhotoSettings, AVCapturePhotoOutput, RotationCoordinator, photoQualityPrioritization, deferred processing, AVCaptureMovieFileOutput, session…
Use when implementing 'CloudKit sync', 'CKSyncEngine', 'CKRecord', 'CKDatabase', 'SwiftData CloudKit', 'shared database', 'public database', 'CloudKit zones', 'conflict…
Use when working with Codable protocol, JSON encoding/decoding, CodingKeys customization, enum serialization, date strategies, custom containers, or encountering "Type does not…
Use when writing ANY async code, actors, threads, or seeing ANY concurrency error. Covers Swift 6 concurrency, @MainActor, Sendable, data races, async/await patterns.
Use for Core Location troubleshooting - no location updates, background location broken, authorization denied, geofence not triggering
Use for Core Location API reference - CLLocationUpdate, CLMonitor, CLServiceSession, authorization, background location, geofencing
Use when indexing app content for Spotlight search, using NSUserActivity for prediction/handoff, or choosing between CSSearchableItem and IndexedEntity - covers Core Spotlight…
Use when making design decisions, implementing HIG patterns, Liquid Glass, SF Symbols, typography, or structuring app entry points and authentication flows.
Use when app runs at unexpected frame rate, stuck at 60fps on ProMotion, frame pacing issues, or configuring render loops.
Complete energy optimization API reference - Power Profiler workflows, timer/network/location/background APIs, iOS 26 BGContinuedProcessingTask, MetricKit monitoring, wit — from…
Symptom-based energy troubleshooting - decision trees for 'app at top of battery settings', 'phone gets hot', 'background drain', 'high cellular usage', with time-cost analysis…
Complete energy optimization API reference - Power Profiler workflows, timer/network/location/background APIs, iOS 26 BGContinuedProcessingTask, MetricKit monitoring, wit — from…