Use when writing C++ code with `axllm` for the playbook() context-engineering surface, agent-bound verified evolution, run-end learning, online updates, and rendering a playbook…
Use when writing C++ code with `axllm` for reward-scored generation, iterative candidate improvement, evaluator feedback, and optimizer-backed refinement patterns.
Use when writing C++ code with `axllm` for string signatures, field descriptors, JSON schema output, validation, and typed tool argument shapes.
Use AxEventRuntime to ingest events, explicitly wake or resume AxGen, AxAgent, and AxFlow, persist state and results, and route outputs safely.
Reconstruct workflow behind a past coding-agent artifact using local ax sessions/commits/skills/tool traces. Use when asked how X was built.
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/packages/go` for deciding between context maps, trajectory context policy, offline optimization (ACE/GEPA), and memory recall…
Use when writing Go code with `github.com/ax-llm/ax/packages/go` for agent memory, recall callbacks, dynamic skill discovery, loaded-skill state, and used-skill tracking.
Use when writing Go code with `github.com/ax-llm/ax/packages/go` for agent optimization, verified agent-playbook evolution, evaluators, judges, optimizer artifacts,…
Use when writing Go code with `github.com/ax-llm/ax/packages/go` for RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles.
Use when writing Go code with `github.com/ax-llm/ax/packages/go` for audio input/output, OpenAI Responses audio mapping, realtime event folding, and generated package audio…
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/packages/go` for GEPA, Pareto tradeoffs, reflection clients, metric budgets, optimizer state, and artifacts.
Use when writing Go code with `github.com/ax-llm/ax/packages/go` for using the generated Ax package, factory functions, package docs, examples, and API reference.
Use when writing Go code with `github.com/ax-llm/ax/packages/go` for the playbook() context-engineering surface, agent-bound verified evolution, run-end learning, online updates,…
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 writing Go code with `github.com/ax-llm/ax/packages/go` for string signatures, field descriptors, JSON schema output, validation, and typed tool argument shapes.
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.
Fast reference card for AXI (Agent eXperience Interface) — the 10 ergonomic principles for CLIs that agents run via shell.
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 the user wants to triage a CORPUS of production crashes/hangs from an aggregator (Sentry, App Store Connect) — grouped, counted issues — rather than a single crash file.
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 window resizing support, resizable-window readiness, iPhone Mirroring compatibility, scene-lifecycle migration checking, or preparing an app for the…
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…
Use when preparing optional AxiomMath AXLE MCP setup for manual formal-proof assistance.
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…