gitwalter
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- ▌ Updating Knowledge · gitwalter bundleInteractive skill for reviewing, applying, and managing knowledge updates
- ▌ Validating Readmes · gitwalter bundleValidates that project structure documented in README.md accurately reflects the actual filesystem structure
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- ▌ Securing Agents · gitwalter bundleTactical Blueprint for AI Security and Guardrails. Focuses on prompt injection defense, PII detection, and content safety for agentic systems.
- ▌ Training Models · gitwalter bundlePyTorch training loops, distributed training with DeepSpeed/FSDP, hyperparameter tuning with Optuna, experiment tracking, mixed precision training, checkpointing
- ▌ Using Langchain · gitwalter bundleLangChain 1.x patterns for chains, tools, memory, and structured outputs
- ▌ Writing Prd · gitwalterProduces a complete Agentic PRD from the approved prototype brief. Combines human-readable product context with machine-executable acceptance criteria, structured story format, and explicit AI-component requirements. Use when the user wants to write requirements, create a PRD, document what to build, or says "let's write the spec", "document the requirements", or "what are we building". Requires knowledge/prototype-brief.md to be present and approved. Writes to knowledge/prd.md.
- ▌ Operating Github · gitwalter bundleGitHub operations and repository management using the GitHub MCP Server
- ▌ Deploying To Btp · gitwalter bundleBTP Cloud Foundry deployment (cf push, MTA), service bindings (XSUAA, destination, connectivity), Kyma runtime deployment, SAP Build Work Zone integration
- ▌ Selecting Axioms · gitwalter bundleInteractive guidance for selecting appropriate trust verification tier
- ▌ Brainstorming · gitwalterYou MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
- ▌ Agent Creator · gitwalter bundleStandardized agent creation and evaluation with mandatory schema validation
- ▌ Skill Creator · gitwalter bundleCreate new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
- ▌ Pabp Packaging · gitwalterPlatform Application Bundle Protocol (PABP) management, MCP config generators, bundle importers, and compliance verifiers.
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- ▌ Tdd Rigor · gitwalterUse when implementing any feature or bugfix, before writing implementation code. Enforces the Iron Law of TDD.
- ▌ Checking Versions · gitwalter bundleOn-demand version audits using version-registry.json as source of truth
- ▌ Generating Agents · gitwalter bundleAgent definition file generation with mandatory schema validation against schemas/agent.schema.json
- ▌ Processing Speech · gitwalter bundleSpeech-to-text (Whisper, cloud APIs), text-to-speech synthesis, real-time transcription, and audio analysis
- ▌ Receiving Updates · gitwalter bundleReceive and apply updates from the Antigravity Agent Factory including skills, knowledge, and agents
- ▌ Researching First · gitwalter bundleResearch existing solutions before building to create multiplied value
- ▌ Translating Tests · gitwalter bundleConvert tests between frameworks (pytest, unittest, behave) and translate test patterns across languages
- ▌ Developing Bdd · gitwalter bundleBehavior-driven development with Gherkin feature files, scenario outlines, and step definitions
- ▌ Git Governance · gitwalterAutomated governance, hook installation, pre-commit validation, branch isolation, and safe commit operations.
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- ▌ Processing Ocr · gitwalter bundleImage-to-text with various engines (Tesseract, EasyOCR, cloud APIs), PDF text extraction, table recognition, and layout analysis
- ▌ Serving Models · gitwalter bundleProduction model serving with vLLM, TGI, Ollama, Triton, FastAPI endpoints, batching, and GPU optimization
- ▌ Testing Agents · gitwalter bundleUnit testing with mocks, integration testing, LangSmith evaluation, benchmarking
- ▌ Writing Plans · gitwalterUse when you have a spec or requirements for a multi-step task, before touching code. Enforces bite-sized task granularity.
- ▌ Handling Errors · gitwalter bundleRetry strategies with tenacity, fallback patterns, circuit breakers, graceful degradation
- ▌ Integrating MCP · gitwalter bundleModel Context Protocol overview, server creation, tool exposure, and common integrations
- ▌ Managing Memory · gitwalter bundleManage the Antigravity Dual-Storage Memory system (SQL + Vector) and implement cognitive lifecycle hooks.
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- ▌ Defining Purpose · gitwalter bundleGuide users through articulating why their agent system should exist, who it serves, and how success will be measured
- ▌ Using Tools · gitwalter bundleTool design, binding, and error handling patterns for LangChain agents
- ▌ Browsing Web · gitwalter bundleWeb scraping with agents, browser automation, content extraction, and ethical scraping practices
- ▌ Modeling Cds · gitwalter bundleCDS view creation (basic, composite, consumption), associations, compositions, CDS annotations (semantic, UI, analytics), CDS access control (DCL)
- ▌ Monitoring CI · gitwalter bundleContinuous CI/CD pipeline monitoring with automatic error detection and fix loop
- ▌ Selecting MCP · gitwalter bundleGuide users through selecting appropriate MCP servers during project generation
- ▌ Analyzing Code · gitwalter bundleStatic code analysis with AST parsing, complexity metrics, dependency graphs, and quality scoring
- ▌ Configuring Pm · gitwalter bundleConfigure project management system with backend and methodology selection