gitwalter
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- ▌ Managing Stack Context · gitwalter bundleTools for managing the execution environment active SDLC stack (e.g., Python_FastAPI, DotNet_CSharp) to ensure correct workflow routing.
- ▌ Repository Maintenance · gitwalterSystematic maintenance, debugging, updating, and health reporting for the agent factory codebase.
- ▌ Applying Ef Core Patterns · gitwalter bundleEntity Framework Core patterns for data access, migrations, and query optimization
- ▌ Managing Knowledge Graphs · gitwalter bundleGraph RAG patterns, entity extraction with LLMs, relationship mapping, and Neo4j integration
- ▌ Onboarding Configurations · gitwalter bundleSkill for migrating hardcoded environment parameters to the Single Point of Truth configuration
- ▌ Onboarding Team Workshops · gitwalter bundleCollaborative team workshop series for designing customized Cursor agent systems grounded in love, truth, and beauty
- ▌ Operating Shell Platforms · gitwalter bundlePlatform-specific shell command considerations for Windows PowerShell and Unix shells
- ▌ Processing Data Pipelines · gitwalter bundleDataset preparation for ML, HuggingFace datasets, custom loaders, data validation with Great Expectations, feature engineering, data versioning with DVC, preprocessing pipelines
- ▌ Verifying With Strawberry · gitwalter bundleFactual claim verification - the canonical profile of grounding-verification
- ▌ Dashboard View Builder · gitwalterBuilding and managing premium statistical dashboards, RAG explorer UIs, warehouse log monitors, and real-time visualization centers.
- ▌ Developing Spring Boot · gitwalter bundleSpring Boot 3+ project setup (Initializr), REST controllers, Service layer patterns, Exception handling (@ControllerAdvice), Profiles and configuration, Bean validation, Async operations
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- ▌ Test Driven Development · gitwalterUse when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR.
- ▌ Providing Pattern Feedback · gitwalter bundleImplement inductive learning by observing patterns and proposing improvements to axioms, principles, and methodologies
- ▌ Applying LLM Guardrails · gitwalter bundleNeMo Guardrails setup, Guardrails AI integration, prompt injection prevention, PII detection, content safety, topic control
- ▌ Applying React Patterns · gitwalter bundleReact 19 component patterns, hooks, state management, and composition
- ▌ Selecting Society Tiers · gitwalter bundleInteractive guidance for selecting appropriate trust verification tier
- ▌ Streaming Realtime Data · gitwalter bundleToken streaming from LLMs, event streaming with astream_events, WebSocket agent patterns, and real-time UI updates
- ▌ Trading Algorithmically · gitwalter bundleBuild algorithmic trading strategies with backtesting, technical indicators, and fundamental data
- ▌ Scanning Competition · gitwalterResearches the competitive landscape for the problem space defined in knowledge/problem-frame.md. Maps existing solutions, extracts differentiators, and surfaces market gaps. Use this skill when the user asks about competitors, existing tools, market landscape, or says "what's already out there" or "how is this solved today". Requires web-search MCP tool. Writes output to knowledge/competitive.md.
- ▌ Designing AI Systems · gitwalter bundleArchitecture patterns, technology selection, scalability planning, and vector DB selection for AI applications
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- ▌ Managing Memory Bank · gitwalter bundleFoundational skill for navigating the Tier 0 Active Consciousness and proposing Tier 4 Memories.
- ▌ Monitoring Ml Models · gitwalter bundleMonitor ML model performance, data drift, LLM observability, and production metrics
- ▌ Securing Sap Systems · gitwalter bundleXSUAA configuration and scopes, OAuth 2.0 flows in BTP, principal propagation (cloud to on-premise), CDS access control (DCL rules), API authentication patterns
- ▌ Factory Orchestration · gitwalterMaster system orchestration, blueprint rendering, project scaffolding, multi-agent debates, and SDLC stage validators.
- ▌ Idx API Orchestration · gitwalterFastAPI backend orchestration, MCP infrastructure servers/clients, and community integrations.
- ▌ Managing Google Drive · gitwalter bundleManage files in Google Drive using the Google Drive MCP server.
- ▌ Validation Operations · gitwalterValidation of workspace schemas, JSON syntax verification, dependency audits, workflow structure checks, and catalog consistency.
- ▌ Analyzing Knowledge Gaps · gitwalter bundleAnalyze Factory knowledge base to identify missing, shallow, or stale content
- ▌ Deploying Ml Models · gitwalter bundleDeploy ML models to production with Docker, Kubernetes, cloud platforms, and edge devices
- ▌ Optimizing AI Costs · gitwalter bundleOptimize AI/LLM costs through intelligent routing, caching, batching, and usage analytics
- ▌ Securing AI Systems · gitwalter bundlePrompt injection defense, API security, and content filtering for AI systems
- ▌ Society Integration · gitwalterIntegration of agent systems with blockchain protocols, contracts, event stores, reputation networks, and collective verification engines.
- ▌ Testing Spring Apps · gitwalter bundleJUnit 5 patterns, Spring Boot Test slices (@WebMvcTest, @DataJpaTest), MockMvc for API testing, Testcontainers for integration tests (PostgreSQL, Redis, Kafka), Mockito patterns, Test fixtures with @TestConfiguration
- ▌ Slicing Stories · gitwalterDecomposes epics from knowledge/prd.md into vertically sliced, independently shippable user stories with BDD acceptance criteria. Detects horizontal slices and technical tasks masquerading as stories, and proposes corrected splits. Use when the user wants to break down epics, create sprint-ready stories, check if stories are independently shippable, or says "let's slice the stories", "break this down", or "is this story too big". Reads knowledge/prd.md. Updates story sections in-place.
- ▌ Managing Plane Tasks · gitwalter bundleHigh-performance management of Plane PMS using specialized scripts, persistent context, Jinja2 templates, and memory MCP integration.
- ▌ Data Validation · gitwalterSkills for validating data integrity, schema compliance, and lineage in data pipelines.
- ▌ Deploying To Kubernetes · gitwalter bundleDeployment/Service/ConfigMap/Secret patterns, Horizontal Pod Autoscaler, Ingress configuration, Health probes (liveness/readiness/startup), Resource requests and limits, Helm chart basics, Kustomize overlays, Rolling updates
- ▌ Exporting Agent Bundles · gitwalter bundleCreate and export PABP agent bundles for cross-platform portable behavior transfer
- ▌ Integrations With Azure · gitwalter bundleAzure App Service deployment, Azure Functions, Service Bus messaging, Key Vault integration, Container Apps, Application Insights
- ▌ Onboarding Team Huddles · gitwalter bundleCondensed 1-2 hour collaborative onboarding for small teams (2-5 people) with mini-games and shared decision-making
- ▌ Selecting Methodologies · gitwalter bundleGuide users through selecting and configuring development methodology for agent system
- ▌ Developing Rap Objects · gitwalter bundleRAP business object creation (managed, unmanaged, abstract), behavior definitions, determinations, validations, actions, draft handling, authorization control
- ▌ Fixing Pipeline Errors · gitwalter bundleSystematic error detection and fixing strategy for CI/CD pipeline failures with intelligent test packaging
- ▌ Gathering Requirements · gitwalter bundle5-layer requirements elicitation for Cursor agent system generation with axioms, purpose, and methodology
- ▌ Governing Repositories · gitwalter bundleComprehensive skill for link verification, file organization, artifact syncing, and README automation.
- ▌ Interacting With Human · gitwalter bundleApproval workflows, interrupts, and feedback patterns for agents
- ▌ Logging And Monitoring · gitwalter bundleStructured logging with structlog, metrics collection, alerting patterns, and distributed tracing
- ▌ Managing Agentic Loops · gitwalter bundleReAct pattern implementation, reflection and self-correction, planning and task decomposition, iterative refinement patterns
- ▌ Managing Vision Agents · gitwalter bundleImage analysis with multi-modal LLMs (GPT-4V, Gemini Vision), object detection integration, image generation pipelines, and visual question answering
- ▌ Operating Environments · gitwalter bundleConfig-driven operating environment skill for shell commands, tool path resolution, and platform-specific syntax across all platforms
- ▌ Processing Excel Files · gitwalter bundleExcel file processing and manipulation using the Excel MCP Server
- ▌ Selecting Enforcements · gitwalter bundleGuide users through selecting enforcement patterns that ensure agent system lives its values
- ▌ Tracing With Langsmith · gitwalter bundleDebugging and tracing LangChain/LangGraph with LangSmith MCP
- ▌ Briefing Prototypes · gitwalterConverts the top-ranked opportunity cluster into a concrete, buildable prototype brief ready to hand off to the architecture phase. Defines the smallest testable slice, the riskiest assumption to validate, the AI components involved, and the success signal. Use this skill when the user is ready to move from ideas to building, asks "what should we prototype", "what do we build first", or "let's make this concrete". Requires knowledge/opportunities.md. Writes to knowledge/prototype-brief.md and requires human approval before the phase gate.
- ▌ Assessing Risks · gitwalterQuantitative and Industrial risk assessment with VaR, drawdown analysis, SLA breach forecasting, and process reliability metrics.
- ▌ Orchestrating MCP · gitwalterMaster skill for orchestrating and utilizing the full MCP ecosystem (Tavily, RAG, Memory, Sequential Thinking)
- ▌ Eliciting Nfr · gitwalterConducts a structured Socratic elicitation session to surface all non-functional requirements, with deep focus on AI-specific NFRs that standard templates miss. Use when the user wants to define performance requirements, talk through constraints, discuss what the system must not do, or says "what are the NFRs", "let's think about performance", "how fast does it need to be", or "what are the constraints". Reads knowledge/prototype-brief.md. Writes to knowledge/nfr.md.
- ▌ Applying Jpa Patterns · gitwalter bundleJPA entity design (relationships, inheritance, embedded), Spring Data JPA repositories (derived queries, @Query, Specifications), Transaction management, N+1 query prevention (EntityGraph, JOIN FETCH), Auditing, Flyway/Liquibase migrations
- ▌ Deploying With Docker · gitwalter bundleTactical Blueprint for Production-Grade Docker. Focuses on security hardening, image optimization, and multi-stage builds.
- ▌ Developing Fiori Apps · gitwalter bundleFiori Elements app creation (List Report, Object Page, Worklist), CDS annotations for UI, value helps, draft-enabled UIs, SAP Fiori Tools usage
- ▌ Building Sap Fiori · gitwalter bundleTactical Blueprint for SAP Fiori Elements development. Focuses on metadata-driven UI development via CDS annotations and SAP Fiori Tools.
- ▌ Developing Fastapi · gitwalter bundleFastAPI project structure, Router organization, Dependency injection, Pydantic v2 models, Background tasks, WebSocket endpoints, Middleware, CORS, OpenAPI customization
- ▌ Developing Sap Rap · gitwalter bundleTactical Blueprint for RESTful ABAP Programming (RAP) and CDS Modeling. Focuses on 'Clean Core' compliant on-stack extensibility in S/4HANA Cloud.
- ▌ Optimizing Prompts · gitwalter bundleDSPy integration for declarative prompt optimization, prompt versioning, A/B testing, few-shot optimization, chain-of-thought patterns, prompt caching
- ▌ Context Retrieval · gitwalterActively retrieve context from the Dual-Storage Cognitive Memory system (Qdrant & SQLite) for seamless IDE integration.
- ▌ AI Agent Operations · gitwalterAI model configuration, LLM memoization, agentic RAG search, and vector library maintenance.
- ▌ Developing Blazor Apps · gitwalter bundleBlazor Server, WebAssembly, and Auto render modes, component lifecycle, state management, JavaScript interop, authentication
- ▌ Committing Releases · gitwalter bundleSafe commit and release workflow with auto-sync, changelog updates, and learning from failures
- ▌ Configuring Systems · gitwalter bundleInteractive configuration and onboarding skill for Antigravity Agent Factory settings
- ▌ Exporting Workshops · gitwalter bundleExport learning workshops to standalone projects with all necessary artifacts for maximum AI-assisted learning
- ▌ Extending Knowledge · gitwalter bundleExtend Factory knowledge, skills, and templates via research, documents, or user links
- ▌ Extending Workflows · gitwalter bundleCreate and extend workflow definitions using the workflow system architecture
- ▌ Managing Guardrails · gitwalterEnforcement of safety guardrails, axiom verification, secret scanning, and mutability protections.
- ▌ Registering Systems · gitwalter bundlePrecise skill for updating JSON registries, dependency graphs, and manifests.
- ▌ Retrieving Advanced · gitwalter bundleMulti-index RAG, query decomposition, contextual compression, and self-querying retrievers
- ▌ Sandboxing Security · gitwalter bundleInput validation and sanitization, output filtering, code execution safety, and permission management
- ▌ Selecting Practices · gitwalter bundleGuide users through selecting practices that maintain excellence, alignment, and continuous improvement
- ▌ Framing Problems · gitwalterStructures an ambiguous idea or pain point into a crisp, bounded problem statement with user context, assumptions, success criteria, and out-of-scope boundaries. Use this skill at the very start of any ideation session, when the user describes a vague goal, a frustration, an opportunity, or says something like "I want to build X" or "users are struggling with Y". Invoke before brainstorming — framing must precede divergence.
- ▌ Get API Docs · gitwalterFetch and manage up-to-date API documentation for coding tasks using Context Hub (chub). Ensures agents have situation-adequate documentation for modern tools and prevents hallucinations.
- ▌ Template Creator · gitwalter bundleStandardized template creation and validation with mandatory schema validation
- ▌ Testing Frontend · gitwalter bundleVitest setup and configuration, React Testing Library patterns, component testing (render, fireEvent, waitFor), mock patterns (MSW for API mocking), Playwright E2E testing, snapshot testing strategy, and coverage configuration.
- ▌ Workflow Creator · gitwalter bundleStandardized workflow creation and evaluation with mandatory schema validation
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- ▌ Building Raw Bundles · gitwalter bundleBuild raw Cursor artifact bundles as verbatim zip copies filtered by domain profile
- ▌ Generating Knowledge · gitwalter bundleJSON knowledge file generation with mandatory schema validation against schemas/knowledge-file.schema.json
- ▌ Generating Templates · gitwalter bundleCode and document template generation skill with mandatory schema validation against schemas/template.schema.json
- ▌ Generating Workflows · gitwalter bundleWorkflow pattern generation and customization skill with mandatory schema validation against schemas/workflow.schema.json
- ▌ Guiding S4 Processes · gitwalter bundleAnswer process and configuration questions for FI (incl. FI-CAX, VIM), SD, MM, EWM, LE, CO, WM, AIF, and logistics chain. Supports ABAP development patterns. Output EN or DE.
- ▌ Operating Filesystem · gitwalter bundleFile reading/writing tools, directory traversal, file type detection, and security sandboxing
- ▌ Validating Backtests · gitwalter bundleValidate trading strategies with walk-forward analysis, Monte Carlo simulation, and robustness checks
- ▌ Blueprint Creator · gitwalter bundleStandardized blueprint creation and validation with mandatory schema validation
- ▌ Building Trpc API · gitwalter bundletRPC router setup with Next.js App Router, procedures (query, mutation, subscription), input validation with Zod, middleware and context, React Query integration, error handling, and type inference.
- ▌ Developing Nextjs · gitwalter bundleComprehensive Next.js 16 App Router patterns, Server vs Client Components decision tree, route handlers, Server Actions, middleware, streaming with Suspense, parallel routes, intercepting routes, and advanced routing patterns.
- ▌ Knowledge Creator · gitwalter bundleStandardized knowledge file creation and validation with mandatory schema validation
- ▌ Designing Apis · gitwalter bundleREST API design (resource naming, HTTP methods, status codes), OpenAPI/Swagger documentation, API versioning strategies (URL, header, query), GraphQL schema design, gRPC proto definitions, Pagination patterns, Error response format, Rate limiting headers
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- ▌ Onboarding Express · gitwalter bundleFast-track 10-15 minute onboarding for individual developers with guided prompts and celebrations
- ▌ Optimizing Caching · gitwalter bundleLLM response caching, semantic caching, memoization, cache invalidation