The native cloud in a single binary.
Go. Rust. C++. Zero interpreter bloat.

Run a local copy of the complete cloud, extend with /v1/*, and migrate your backend to Hanzo Base with realtime native SSE, analytics, and insights. Built for native performance from local-first to the full Hanzo AI cloud.

Upgrade to Native GoMigration GuideGo CourseworkSSE TutorialCode ExamplesIndex for agentsCode with an agent
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Claude Code Codex Cursor Copilot Gemini CLI Qwen Code Anthropic SDK OpenAI SDK OpenClaw Hanzo Bot Hanzo Dev
hanzo
ai-development-guideThis guide covers setting up Hanzo's full AI development stack — extensions, CLI agents, MCP tools, Zen models, and skills for cross-stack work across Hanzo AI and Lux blockchain.go-sdkHanzo Go SDK is a generated Go client library for the Hanzo AI API.hanzo-aciHanzo ACI (Agent Computer Interface) is a Python toolkit that gives AI agents the ability to edit files, lint code, index codebases, execute shell commands, and convert documents.hanzo-agentHanzo Agent SDK is a Python multi-agent framework — fork of OpenAI's Agents SDK with Hanzo AI integration.hanzo-analyticsHanzo Analytics is a privacy-focused web analytics platform -- an alternative to Google Analytics.hanzo-aneHanzo ANE enables training neural networks directly on Apple Neural Engine across ALL Apple Silicon (M1+).hanzo-appHanzo App is an AI-powered developer platform that serves as both a web-based development environment (hanzo.app) and a macOS desktop assistant.hanzo-authorizenetAuthorizeNet-Go is a Go client library for the Authorize.net XML/JSON API.hanzo-baseHanzo Base is an open source Go backend that provides a complete application backend in a single binary.hanzo-billingHanzo Billing is a multi-org billing portal for managing subscriptions, payments, credits, invoices, and usage across the Hanzo ecosystem.hanzo-botHanzo Bot (@hanzo/bot) is a TypeScript ESM multi-channel AI messaging gateway connecting AI agents to 50+ messaging platforms through a plugin/extension architecture.hanzo-brandBrand assets, color palette, typography, and guidelines for the Hanzo ecosystem.hanzo-candleHanzo Candle is a Rust-based machine learning framework — intended fork of HuggingFace candle for high-performance ML inference and training with GPU acceleration (CUDA + Metal).hanzo-chartsHanzo Charts is the official Helm chart repository for all Hanzo services and infrastructure.hanzo-chatAI chat interface with multi-model support, MCP integration, agents, and RAG.hanzo-checkoutCheckout.js is an embeddable checkout widget for taking payments and pre-orders on any website.hanzo-cliHanzo CLI is a hybrid Rust+Node+Python command-line tool — a single CLI that provides unified access to all Hanzo services.hanzo-cloudhanzoai/cloud is ONE Go binary that embeds every Hanzo-native subsystem — IAM, KMS, o11y, tasks, notify, pubsub, kafka, console, ai (the former LLM control plane), and the rest — behind a single plugin registry.hanzo-codeHanzo Code is an open-source AI-native code editor -- a fork of VS Code (microsoft/vscode) with integrated LLM chat, autocomplete, inline diffs, and agent tool use baked directly into the editor core.hanzo-commerceHanzo Commerce is the core product of Hanzo AI -- a multi-tenant e-commerce platform that powers billing, payments, subscriptions, storefronts, and API usage metering for the entire Hanzo ecosystem and external customers.hanzo-commerce-apiHanzo Commerce is a Go/Gin e-commerce API with SQLite storage, providing products, orders, subscriptions, invoices, usage metering, and multi-currency support (fiat + crypto).hanzo-computerHanzo Computer (hanzoai/computer) is an ecommerce web application for purchasing AI compute hardware.hanzo-consoleHanzo Console is the observability and prompt management layer for AI applications.hanzo-contractsHanzo Contracts is the smart contract repository for the Hanzo AI ecosystem.hanzo-coursework-fullstack-go-cloudThis coursework trains engineering teams migrating from slow, interpreted, memory-heavy environments (Python, Next.js, Node.js, Ruby on Rails) to Hanzo's high-performance native stack (Go, Rust, C++).hanzo-databaseHanzo Database covers PostgreSQL (with pgvector), Redis, MongoDB, and Hanzo S3 configurations used across the Hanzo ecosystem.hanzo-dataroomHanzo Dataroom is the open-source DocSend alternative -- a document sharing platform with built-in analytics, custom domains, and secure link-based access.hanzo-datastoreHanzo Datastore provides a unified vector database abstraction for AI applications — embedding storage, similarity search, and RAG retrieval.hanzo-deployHanzo deploys all services via Kubernetes manifests stored in the universe repo (hanzoai/universe).hanzo-desktopHanzo Desktop is a cross-platform desktop application for creating and managing AI agents without code.hanzo-devHanzo Dev is an AI-powered development platform -- a monorepo containing a Rust-native CLI (dev, dev-tui, dev-exec), a Node.js wrapper CLI (@hanzo/dev), a legacy TypeScript CLI (codex-cli), and supporting infrastructure including an app serhanzo-dnsHanzo DNS is a CoreDNS fork providing a programmable, plugin-based DNS server for Hanzo infrastructure.hanzo-docsHanzo Docs is a multi-brand documentation platform — fork of fumadocs with 27 packages and 15 apps.hanzo-documentdbDocDB is a MongoDB-compatible document database server.hanzo-edgeHanzo Edge is an on-device AI inference runtime for running Zen models and any GGUF model locally on macOS, Linux, Web (WASM), and embedded devices.hanzo-editorHanzo Editor (hanzoai/code) is an open-source AI-native code editor -- a VS Code fork (originally "Void Editor") with LLM chat, autocomplete, inline diffs, and agent tool use built directly into the editor core.hanzo-engineHanzo Engine is Hanzo AI's high-performance, Rust-native inference and embedding engine that powers the entire Hanzo ecosystem.hanzo-evmHanzo EVM is a Rust-based EVM execution engine — fork of paradigmxyz/reth v1.11.0, rebranded for the Hanzo ecosystem.hanzo-examples-native-cloudThis repository of code examples provides reference implementations for building, extending, and operating systems within the Hanzo ecosystem.hanzo-explorerHanzo Explorer is an EVM blockchain explorer for inspecting and analyzing transactions, accounts, smart contracts, and tokens on Lux Network and other EVM-compatible chains.hanzo-extensionHanzo Extensions is a monorepo of browser and IDE extensions providing AI-powered development and browsing tools.hanzo-extractHanzo Extract is a Rust crate for extracting clean text from web pages, PDFs, and Claude Code conversation logs.hanzo-faucetHanzo Faucet is a token distribution service for Hanzo Network (the AI Compute L1 blockchain).hanzo-flowVisual workflow builder for AI applications.hanzo-formForm.js is a lightweight browser library for automatic form validation and submission.hanzo-functionsHanzo Functions is a Kubernetes-native serverless platform for event-driven workloads with GPU support.hanzo-gatewayAPI gateway for all Hanzo services.hanzo-gochimpGoChimp3 is a Go client library for the MailChimp API v3.0.hanzo-guardHanzo Guard is a Rust-based LLM I/O sanitization library and toolkit that sits between applications and LLM providers.hanzo-gymZoo Gym is the unified training infrastructure for all ZenLM AI models, built on LLaMA Factory.hanzo-hipsHanzo Improvement Proposals (HIPs) are the primary mechanism for proposing new features, gathering community input, and documenting design decisions for the Hanzo AI ecosystem.hanzo-hkeHKE (Hanzo Kubernetes Engine) is a planned managed Kubernetes cluster service with built-in DevOps workflows.hanzo-iamHanzo IAM is the server-side identity and access management service for the Hanzo ecosystem.hanzo-idHanzo ID is the client-side identity story for every Hanzo/Lux/Zoo/Pars service: how an app authenticates a user against the shared IAM server and scopes data to the user's org.hanzo-identityHanzo Identity (hanzoai/identity) is a decentralized identity (DID) registration system with Solidity smart contracts and a Next.js frontend.hanzo-ingressHanzo Ingress is a Kubernetes-native L7 reverse proxy and load balancer that serves as the entry point for all Hanzo production traffic.hanzo-insightsHanzo Insights is a full product analytics platform with product analytics, feature flags, session recording, A/B testing, heatmaps, LLM analytics, error tracking, surveys, web analytics, and a custom query language (InsightsQL).hanzo-jinJin is a research-stage visual self-supervised learning framework implementing Joint Embedding Predictive Architectures (JEPA).hanzo-k8sHanzo runs all production services on DOKS (DigitalOcean Kubernetes Service) clusters.hanzo-kenshoKensho is a 17B parameter image generation foundation model using a Mixture of Experts (MoE) Diffusion Transformer architecture.hanzo-kmsHanzo KMS is a centralized secret management platform for the Hanzo ecosystem.hanzo-koeKoe is a 1.6B parameter text-to-speech model that directly generates realistic multi-speaker dialogue from text transcripts.hanzo-kvHanzo KV is a Redis-compatible in-memory key-value store used as the caching, streaming, and message broker layer across the Hanzo ecosystem.hanzo-kv-goGo client library for Hanzo KV (Redis/Valkey compatible).hanzo-ledgerHanzo Ledger is a programmable double-entry financial ledger written in Go.hanzo-liveHanzo Live provides real-time AI streaming infrastructure for building responsive, collaborative AI applications.hanzo-llm-gatewayHanzo LLM Gateway is a unified proxy that routes requests to 100+ LLM providers through a single OpenAI-compatible API.hanzo-logHanzo Log is a high-performance, zero-allocation structured logging library for Go.hanzo-logsHanzo Logs is a horizontally-scalable, multi-tenant log aggregation system for Hanzo infrastructure.hanzo-mcpHanzo MCP implements the Model Context Protocol -- an open standard for exposing tools, resources, and prompts to AI agents.hanzo-memoryHanzo Memory (@hanzo/memory) is a TypeScript AI memory service that stores, searches, and retrieves contextual memories using vector embeddings.hanzo-metricsHanzo Metrics is a fast, cost-effective time-series database for monitoring AI infrastructure.hanzo-mlHanzo ML is a Rust-based minimalist ML framework forked from HuggingFace Candle, optimized for edge AI, quantization, and multimodal inference.hanzo-mpcHanzo MPC is a threshold signing service for securely generating and managing cryptographic wallets across distributed nodes without ever exposing the full private key.hanzo-mugenMugen is a PyTorch framework for deep learning research on audio generation.hanzo-nchainNchain is a Kubernetes operator for deploying and scaling blockchain nodes.hanzo-networkHanzo Network enables distributed AI agent execution across heterogeneous devices (M1 MacBooks, NVIDIA GPUs, Linux servers, Raspberry Pis, etc.) with automatic peer discovery, device capability detection, and intelligent load balancing.hanzo-nodeHanzo Node is a Rust-based AI agent infrastructure node that lets you create AI agents without writing code.hanzo-numscriptNumscript is a domain-specific language for modeling complex financial transactions.hanzo-o11yHanzo O11y is the full-stack observability platform for logs, metrics, and traces.hanzo-openapiHanzo OpenAPI is the canonical OpenAPI 3.1.0 specification for all 26 Hanzo Cloud services.hanzo-operativeHanzo Operative (hanzo-operative) is an autonomous computer use agent that enables AI to control desktop environments via screenshots, mouse, keyboard, and bash commands.hanzo-operatorHanzo Operator is a unified Kubernetes operator that manages all Hanzo production infrastructure declaratively via 7 CRDs under the hanzo.ai/v1alpha1 API group.hanzo-ormHanzo ORM is a Go generics-based ORM with automatic serialization, KV caching, and zero code generation.hanzo-paymentsHanzo Payments is an open-source payment orchestration switch written in Rust.hanzo-platformHanzo Platform is a Kubernetes-native PaaS (Platform as a Service) for deploying AI applications, APIs, and services.hanzo-playgroundHanzo Playground is a Kubernetes-style control plane for AI bots.hanzo-pubsubHanzo PubSub is a high-performance messaging system for pub/sub, persistent streams, and exactly-once delivery.hanzo-pubsub-goGo client library for Hanzo PubSub (NATS compatible).hanzo-reconciliationHanzo Reconciliation is an automated transaction matching engine that compares ledger balances against payment provider data to verify financial consistency and identify discrepancies.hanzo-registryHanzo Registry is a private Docker container registry running Docker Distribution (registry:2) on hanzo-k8s, authenticated via Hanzo IAM token-based auth.hanzo-relayHanzo Relay (crate name: hanzo-relay, internally hanzo-tunnel) is a Rust library that connects any local Hanzo app (dev, node, desktop, bot, extension) to the cloud relay at api.hanzo.ai for remote management and multiplayer.hanzo-replHanzo REPL is a Python interactive environment for testing Hanzo MCP tools and AI integration.hanzo-sdkHanzo SDK is a unified multi-language SDK and CLI (@hanzo/cli) that wraps Python, TypeScript, Rust, and Go implementations into a single hanzo command.hanzo-searchHanzo Search is a high-performance search engine built as a Rust workspace with 22 crates.hanzo-search-goGo client library for Hanzo Search (Meilisearch compatible).hanzo-sentryHanzo Sentry is a self-hosted Sentry 24.2.0 deployment for error tracking and performance monitoring across all Hanzo, Lux, Zoo, and Pars services.hanzo-shoSho is a text diffusion engine that generates text using masked diffusion rather than autoregressive token prediction.hanzo-signHanzo Sign is an open-source DocuSign alternative for electronic document signing.hanzo-skillHanzo Skill (@hanzo/skill) is a TypeScript CLI tool for installing, managing, and distributing AI agent skills.hanzo-sqlHanzo SQL is a PostgreSQL fork with pre-built extensions for AI workloads: pgvector (vector similarity), pgcron (scheduled jobs), pgdocumentdb (MongoDB wire protocol), and PostGIS (geospatial).hanzo-stackHanzo Stack provides the complete integrated development environment for running all Hanzo services locally.hanzo-staticHanzo Static is a Traefik plugin that serves static files (SPAs, assets) directly from the ingress controller.hanzo-storageHanzo Storage is a high-performance, S3-compatible object storage server for AI workloads.hanzo-storeHanzo Store is a flatfile-based marketplace for discovering and installing AI agent tools and MCP servers.hanzo-streamHanzo Stream is a stateless Kafka wire protocol gateway that translates standard Kafka client requests into NATS JetStream operations against Hanzo PubSub.hanzo-studioHanzo Studio is a visual node-based AI workflow engine for building, testing, and deploying AI pipelines.hanzo-suiteHanzo Business Suite is a fork of Odoo 18.0 (Community Edition) providing a full-featured open-source ERP/CRM platform tightly integrated with Hanzo AI infrastructure.hanzo-teamHanzo Team is the collaboration platform at hanzo.team.hanzo-terraformThe Hanzo Terraform Provider is a generated Terraform SDK for managing Hanzo AI resources via Infrastructure as Code.hanzo-toolsHanzo Tools is a unified registry of 88 tools across 20 categories for all AI agent operations across the Hanzo and Zoo ecosystems.hanzo-treasuryHanzo Treasury is a programmable financial infrastructure stack providing a double-entry ledger, payment connectors, virtual wallets, reconciliation, and workflow orchestration.hanzo-trpc-openapi@hanzo/trpc-openapi is a TypeScript library that generates OpenAPI 3.x documents from tRPC v11 routers and provides HTTP adapters to serve tRPC procedures as REST endpoints.hanzo-tunnelHanzo Tunnel is a Rust library and Python agent bridge that connects local Hanzo app instances (dev machines, bots, nodes) to the cloud control plane at app.hanzo.bot.hanzo-tutorial-realtime-sse-backendIn this tutorial, you will build a production-grade, high-concurrency realtime backend in Go using Hanzo Base (github.com/hanzoai/base).hanzo-uiHanzo UI is a React component library forked from shadcn/ui, extended with 161+ components (3x upstream), two themes, multi-framework support, AI components, 3D components, and a visual page builder.hanzo-universeHanzo Universe (github.com/hanzoai/universe) is the single source of truth for all production infrastructure across the Hanzo ecosystem.hanzo-vaultHanzo Vault is a card tokenization service that runs as an isolated cardholder data environment (CDE).hanzo-vectorHanzo Vector is a high-performance vector search engine for the Hanzo AI platform.hanzo-vector-goGo client library for Hanzo Vector (Qdrant compatible).hanzo-vllmHanzo vLLM is a Rust LLM inference server with an OpenAI-compatible API, PagedAttention, continuous batching, and multi-GPU/multi-node support.hanzo-vmHanzo VM is an open-source cloud operating system and virtual machine management platform built with Go (Beego framework) and React.hanzo-web3Hanzo Web3 is the blockchain infrastructure layer of the Hanzo ecosystem.hanzo-web3-gatewayHanzo Web3 Gateway provides keyless blockchain access for autonomous AI agents.hanzo-websiteThe Hanzo AI corporate website at hanzo.ai.hanzo-zapZAP is THE Hanzo transport (HIP-0114): the zero-copy protocol every Hanzo service speaks — subsystem↔subsystem inside the cloud binary (ZAP-typed Go interfaces in-process), host↔plugin-VM over the wire (ZAP RPC, HIP-0116), and service↔databhanzo-zrokHanzo Zrok is a zero-trust sharing platform built on top of Hanzo ZT (OpenZiti).hanzo-ztHanzo ZT is the zero-trust network overlay fabric for Hanzo's secure networking.js-sdkHanzo JS SDK is a TypeScript-first client library for the Hanzo AI API.python-sdkHanzo Python SDK is a generated Python client library for the Hanzo AI API.rust-sdkHanzo Rust SDK is a full Rust infrastructure SDK — not just an API client.skillOnboarding manifest for an AI agent operating Hanzo — native code architecture (Go, Rust, C++), local-first cloud copy, backend migration with Hanzo Base realtime SSE, and working the AI cloud safely.zenlmZenLM is a groundbreaking collaboration between Hanzo AI(https://hanzo.ai) (Techstars-backed GenAI lab) and Zoo Labs Foundation(https://zoo.ngo) (501(c)(3) environmental non-profit), building AI models that run entirely on your device—no cl
core
academy-guideWhen a user asks a question about Claude, a Claude product, or a general "how do I use AI for X" question, check the Academy catalog (see "The catalog" below) for a strong match.algorithmic-artCreating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.anti-slopComprehensive toolkit for detecting and eliminating "AI slop" - generic, low-quality AI-generated patterns in natural language, code, and design. Use when reviewing or improving content quality, preventing generic AI patterns, cleaning up existing content, or enforcing quality standards in writing, code, or design work.apiAutomatically discover API design skills when working with REST APIs, GraphQL schemas, API authentication, OAuth, JWT, rate limiting, API versioning, error handling, or endpoint design. Activates for backend API development tasks.app-portPort an existing application onto the Hanzo stack — Hanzo Base and Hanzo Cloud OSS for the backend, ZAP for transport, @hanzo/ui and @hanzo/gui for the interface — and move its Python or JavaScript runtime into Go, Rust or C++. Use when adopting a Next.js, Node, Django, Flask, FastAPI, Rails or Spring app; when a service still speaks WebSockets; when a deployment still needs an interpreter beside the binary; or when asked to modernise, migrate or absorb an app somebody else's stack currently runs.brand-guidelinesApplies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.build-systemsAutomatically discover build system skills when working with build systems. Activates for build-systems development tasks.cachingAutomatically discover caching and performance skills when working with caching. Activates for caching development tasks.canvas-designCreate beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.cicdAutomatically discover CI/CD and automation skills when working with CI/CD. Activates for cicd development tasks.claude-apiThis skill helps you build LLM-powered applications with Claude.cloudAutomatically discover cloud computing and serverless skills when working with cloud. Activates for cloud development tasks.cloud-hostRun the Hanzo cloud on your own machine — the local API, the local cluster, ports, keys, and what already exists so you do not rebuild it. Use when self-hosting Hanzo, standing up a development environment, running the cloud from a source checkout, deciding between the local API and a local cluster, wiring KMS or IAM locally, or when someone has written their own launcher scripts because they could not find ours.cloud-kubernetes-deploymentDeploy and manage applications on Kubernetes with production best practicescollaborationAutomatically discover collaboration and teamwork skills when working with collaboration. Activates for collaboration development tasks.containersAutomatically discover container and Docker skills when working with Docker. Activates for containers development tasks.cryptographyAutomatically discover cryptography skills when working with encryption, TLS, certificates, PKI, and securitydataAutomatically discover data pipeline and ETL skills when working with ETL. Activates for data development tasks.databaseAutomatically discover database skills when working with SQL, PostgreSQL, MongoDB, Redis, database schema design, query optimization, migrations, connection pooling, ORMs, or database selection. Activates for database design, optimization, and implementation tasks.debuggingAutomatically discover debugging and profiling skills when working with debugging. Activates for debugging development tasks.deploymentAutomatically discover deployment and release skills when working with deployment. Activates for deployment development tasks.diagramsAutomatically discover diagram and visualization skills when working with flowcharts, sequence diagrams, architecture diagrams, ER diagrams, Gantt charts, mindmaps, or any visual documentation using Mermaid.js. Activates for documentation and visualization tasks.discernment-nudgePeople often take an AI answer at face value, especially when it's confidently written and well-structured.distributed-systemsAutomatically discover distributed systems skills when working with consensus, CRDTs, replication, partitioning, and distributed algorithmsebpfAutomatically discover eBPF and kernel skills when working with eBPF. Activates for ebpf development tasks.elegant-designCreate world-class, accessible, responsive interfaces with sophisticated interactive elements including chat, terminals, code display, and streaming content. Use when building user interfaces that need professional polish and developer-focused features.engineeringAutomatically discover software engineering practice skills when working with engineering practices. Activates for engineering development tasks.formalAutomatically discover formal methods and verification skills when working with formal methods. Activates for formal development tasks.frontendAutomatically discover frontend development skills when working with React, Next.js, UI components, state management, data fetching, forms, accessibility, performance optimization, or SEO. Activates for frontend web development tasks.frontend-designGuidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with aesthetic direction, typography, and making choices that don't read as templated defaults.hanzoAutomatically discover the Hanzo stack — local-first models, the MCP tooling, the SDKs and the cluster pieces — and which part answers a given need. Activates when a task names Hanzo, local AI, MCP or an agentic workflow.hanzo-apiAutomatically discover how to CALL Hanzo's own products over api.hanzo.ai — models, agents, sandboxes, secrets, billing, deployments, identity, telemetry. Activates when a task needs a Hanzo API rather than code written from scratch: o11y, ai, commerce, iam, git, project, admin, integration, agent, platform, marketing, visor, pricing, cloudflare, captable, provisioning, book, company, deploy, task, crm, team, framework, guide, tool, sandbox, automation, ingress.hanzo-cloud-architectureThe canonical Hanzo Cloud architecture — one Go binary on zip, ZAP-only transport, plugin registry, embedded console, three deployment modes. Read this before touching any hanzoai service.infrastructureAutomatically discover infrastructure and DevOps skills when working with infrastructure. Activates for infrastructure development tasks.internal-commsA set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).irAutomatically discover intermediate representation and compiler skills when working with intermediate representation. Activates for ir development tasks.mathAutomatically discover mathematics and algorithm skills when working with mathematics. Activates for math development tasks.mcp-builderGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).mlAutomatically discover machine learning and AI skills when working with machine learning. Activates for ml development tasks.mobileAutomatically discover mobile development skills when working with iOS. Activates for mobile development tasks.modalAutomatically discover Modal platform skills when working with Modal. Activates for modal development tasks.networkingAutomatically discover networking and connectivity skills when working with networking. Activates for networking development tasks.observabilityAutomatically discover observability and monitoring skills when working with monitoring. Activates for observability development tasks.pltAutomatically discover programming language theory skills when working with compilers. Activates for plt development tasks.productAutomatically discover product management skills when working with product management. Activates for product development tasks.protocolsAutomatically discover protocol skills when working with HTTP, TCP, UDP, QUIC, and network protocolsproxiesAutomatically discover proxy skills when working with forward/reverse proxies, nginx, traefik, envoy, caching, or NATS messagingrealtimeAutomatically discover realtime communication skills when working with realtime. Activates for realtime development tasks.researchGateway skill for research methodology - automatically loads relevant research skills based on task contextsecurityAutomatically discover security skills when working with authentication, authorization, input validation, security headers, vulnerability assessment, or secrets management. Activates for application security, OWASP, and security hardening tasks.skill-creationCreating new atomic skills for the skills systemskill-creatorCreate new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, 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.skill-prompt-discoveryUser makes a request involving specific technologies or frameworksskill-prompt-planningThis skill enables analyzing user prompts, requests, and conversation patterns to identify gaps in the skills catalog and plan creation of new skills that would be genuinely useful.skill-repo-discoveryStarting work on an unfamiliar repository or codebaseskill-repo-planningThis skill enables systematic analysis of codebases to identify skill gaps—domains, technologies, patterns, and workflows present in repositories that aren't covered by existing skills.slack-gif-creatorKnowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack.testingAutomatically discover testing skills when working with testing. Activates for testing development tasks.theme-factoryToolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.tuiAutomatically discover terminal UI skills when working with terminal user interfaces. Activates for tui development tasks.typed-holes-refactorRefactor codebases using Design by Typed Holes methodology - iterative, test-driven refactoring with formal hole resolution, constraint propagation, and continuous validation. Use when refactoring existing code, optimizing architecture, or consolidating technical debt through systematic hole-driven development.ui-portPort or migrate a UI from an old/reference implementation to a new system while preserving new-system functionality and achieving high visual parity. Use when comparing reference and target URLs, routes, repos/worktrees, Storybook stories, screenshots, PDFs, DOM/computed-style probes, or any combination; when asked to make a rewrite look like an older UI; when a visual regression is "close" but still reads as a different product; or when agents need a repeatable audit-fix-measure loop for screen-by-screen convergence.wasmAutomatically discover WebAssembly skills when working with WebAssembly. Activates for wasm development tasks.web-artifacts-builderSuite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.webapp-testingToolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.workflowAutomatically discover workflow and task management skills when working with Beads. Activates for workflow development tasks.zigAutomatically discover Zig programming skills when working with Zig. Activates for zig development tasks.zoo-gymThree training methods from Zoo Gym — Training-Free GRPO (RLHF with no value network), BitDelta per-user personalisation, and DeltaSoup Byzantine-robust community learning. Use when training or personalising a ZenLM model, or choosing an RLHF method.
claude-api
agent-designThis file covers decision heuristics for building agents on the Claude API: which primitives to reach for, how to design your tool surface, and how to manage context and cost over long runs.anthropic-cliThe ant CLI exposes every Claude API resource as a shell subcommand.batchesThe Batches API (POST /v1/messages/batches) processes Messages API requests asynchronously at 50% of standard prices.claude-platform-on-awsAnthropic-operated access to the Claude Developer Platform through AWS infrastructure — SigV4 authentication, AWS IAM access control, and AWS Marketplace billing.error-codesThis file documents HTTP error codes returned by the Claude API, their common causes, and how to handle them.examplesUse these examples when the user needs raw HTTP requests or is working in a language without an official SDK.files-apiUnder client.Beta.Files.live-sourcesThis file contains WebFetch URLs for fetching current information from platform.claude.com and Agent SDK repositories.managed-agentsUse these examples when the user needs raw HTTP requests or is working without an SDK.managed-agents-api-referenceAll endpoints require x-api-key and anthropic-version: 2023-06-01 headers.managed-agents-client-patternsPatterns you'll write on the client side when driving a Managed Agent session, grounded in working SDK examples.managed-agents-coreManaged Agents is built around four core concepts:managed-agents-environmentsCreating a session requires an environmentid.managed-agents-eventsSend events to a session via POST /v1/sessions/{id}/events.managed-agents-memorySessions are ephemeral by default — when one ends, anything the agent learned is gone.managed-agents-multiagentA coordinator agent can delegate to other agents within one session.managed-agents-onboardingClaude Managed Agents is a hosted agent: Anthropic runs the agent loop and provisions a sandboxed container per session where the agent's tools execute (or your own worker, with a selfhosted environment — see shared/managed-agents-self-hostmanaged-agents-outcomesAn outcome elevates a session from conversation to work: you state what "done" looks like, and the harness runs an iterate → grade → revise loop until the artifact meets the rubric, hits maxiterations, or is interrupted.managed-agents-overviewManaged Agents provisions a container per session as the agent's workspace.managed-agents-scheduled-deploymentsA scheduled deployment runs an agent on a recurring cron schedule — each firing creates a session autonomously.managed-agents-self-hosted-sandboxesWith config.type: "selfhosted", the agent loop stays on Anthropic's orchestration layer but tool execution moves to infrastructure you control — bash, file ops, and code run inside your container, so filesystem contents and network egress nmanaged-agents-toolsRecommendation: Enable all prebuilt tools via agenttoolset20260401, then disable individually as needed.managed-agents-webhooksAnthropic can POST to your HTTPS endpoint when a Managed Agents resource changes state — an alternative to holding an SSE stream or polling.model-migrationHow to move existing code to newer Claude models.modelsOnly use exact model IDs listed in this file.platform-availabilityWhich features work on which provider platform.prompt-auditPrompts, skills, and tool descriptions accumulate instructions tuned to older models: emphasis added because an old model under-triggered, step-by-step scripts added because an old model planned poorly, format scaffolds written before the Aprompt-cachingThis file covers how to design prompt-building code for effective caching.sdk-upgradeanthropic 1.x is deliberately a small step from the last 0.x release: no method was restructured and no new pattern is required.streamingfor stream.Next() { event := stream.Current() switch eventVariant := event.AsAny().(type) { case anthropic.ContentBlockDeltaEvent: switch deltaVariant := eventVariant.Delta.AsAny().(type) { case anthropic.TextDelta: fmt.Print(deltaVariant.Ttoken-countingUse the counttokens endpoint (POST /v1/messages/counttokens) for accurate token counts against Claude models.tool-useFor conceptual overview (tool definitions, tool choice, tips), see shared/tool-use-concepts.md(../../shared/tool-use-concepts.md).tool-use-conceptsThis file covers the conceptual foundations of tool use with the Claude API.
engineering
blameless-postmortemDate: 2025-10-27 Incident Commander: Alice Smith (@alice) Severity: Sev2 Duration: 45 minutes (14:23 - 15:08 UTC) Impact: ~15,000 users experienced errors (10% of active users) Error Budget Impact: 15% of monthly budget consumeddatabase-connection-pool-exhaustedService: API Service Component: Database Layer Owner: Database Team (@database-team) Last Updated: 2025-10-27 Severity: Usually SEV-2, can escalate to SEV-1engineering-capacity-planningComprehensive capacity planning including forecasting, resource modeling, load testing, scaling strategies, cost optimization, and disaster recovery planning for production systemsengineering-ci-cd-pipelinesComprehensive CI/CD pipeline design covering build, test, security, deployment automation, artifact management, and multi-platform implementation (GitHub Actions, GitLab CI, Jenkins, CircleCI)engineering-code-qualityCode quality metrics, maintainability principles, SOLID design, code smells detection, and quality measurementengineering-code-reviewCode review practices, PR etiquette, constructive feedback, automation tools, and effective review workflowsengineering-continuous-integrationCI/CD pipeline design, automated testing, deployment strategies, and continuous delivery best practicesengineering-deployment-strategiesProduction deployment strategies including blue-green, canary, rolling updates, zero-downtime deployments, and database migrationsengineering-design-patternsGang of Four design patterns, when to use each pattern, implementation examples, and anti-patternsengineering-domain-driven-designDomain-Driven Design patterns, bounded contexts, aggregates, entities, value objects, and strategic designengineering-functional-programmingFunctional programming principles, immutability, pure functions, higher-order functions, and FP patternsengineering-incident-responseComprehensive incident response practices including lifecycle management, severity classification, war rooms, runbooks, blameless postmortems, and SRE metrics (MTTR, MTTD, MTTA, MTBF)engineering-monitoring-alertsProduction-ready monitoring and alerting strategiesengineering-pair-programmingPair programming techniques, driver-navigator roles, mob programming, remote pairing tools and best practicesengineering-refactoring-patternsRefactoring techniques, when to refactor, safe refactoring strategies, and code improvement patternsengineering-rfc-consensus-buildingStakeholder identification, feedback collection, consensus building, and approval processes for RFCsengineering-rfc-decision-documentationArchitecture Decision Records (ADRs), decision rationale, status tracking, and post-implementation reviewengineering-rfc-structure-formatRFC document structure, templates, formatting conventions, and versioning for technical design documentsengineering-rfc-technical-designArchitecture proposals, technical diagrams, API design, trade-off analysis, and migration strategies for RFCsengineering-technical-debtIdentifying, measuring, tracking, and managing technical debt strategically and systematicallyengineering-test-driven-developmentTest-Driven Development methodology, red-green-refactor cycle, unit testing best practices, and mocking strategieserror-budget-policyService: Payment API Owner: Payments Team Last Updated: 2025-10-27 Version: 2.0flag_retirement_workflowProduction-ready workflow for safely retiring feature flags with checklists, timelines, and automation.high-memory-usageThis alert fires when memory usage exceeds 90% for more than 5 minutes on any node.on-call-runbookQuick reference for on-call engineers supporting the Payment API.performance-reviewUse this checklist when reviewing code for performance issues and optimization opportunities.pull_request_template- Bug fix (non-breaking change fixing an issue) - New feature (non-breaking change adding functionality) - Breaking change (fix or feature that breaks existing functionality) - Refactoring (no functional changes, just code restructusecurity-reviewUse this checklist when reviewing code for security concerns.sev1-incident-templateThis template provides a structured approach for managing critical (SEV-1) incidents.sev1-response-workflowThis document provides a complete walkthrough of responding to a SEV-1 (critical) incident from detection to postmortem.tdd-workflowComplete guide to practicing Test-Driven Development from project setup through delivery.templateBrief description of what this alert means and why it exists.
ml
dspy-assertionsAdding constraints and validation to DSPy programs with assertions and suggestionsdspy-evaluationEvaluating DSPy programs with metrics, Evaluate class, and performance analysisdspy-modulesBuilding composable prediction modules with Predict, ChainOfThought, ReAct, and custom modulesdspy-optimizersOptimizing DSPy programs with teleprompters, BootstrapFewShot, MIPROv2, and compilationdspy-ragBuilding Retrieval-Augmented Generation pipelines with DSPy and vector databasesdspy-setupInstallation, configuration, and language model setup for DSPy framework including Modal and HuggingFacedspy-signaturesDefining input/output signatures for DSPy modules and language model tasksgraph-ragGraph-based retrieval-augmented generation with entity extraction, community detection, and multihop reasoninghierarchical-ragMulti-level retrieval with recursive summarization and parent-child document structures for improved context selectionhybrid-search-ragCombining vector search with BM25 sparse retrieval using fusion algorithms for improved RAG accuracyml-custom-llm-evaluationDomain-specific LLM evaluation including custom metrics, RLHF evaluation, adversarial testing, bias detection, Arize Phoenix integration, and continuous evaluation patterns for production systemsml-diffusion-finetuningFine-tuning diffusion models for custom styles or subjectsml-diffusion-model-basicsUnderstanding diffusion model theory and mechanics (forward/reverse process)ml-huggingface-autotrainNeed quick fine-tuning without writing training codeml-huggingface-datasetsLoading, processing, and managing datasets with HuggingFace datasets libraryml-huggingface-hubManaging models, datasets, and Spaces on HuggingFace Hubml-huggingface-spacesDeploying Gradio and Streamlit apps on HuggingFace Spacesml-huggingface-transformersLoading models, pipelines, inference, and tokenization with transformers libraryml-llm-as-judgeComprehensive guide to LLM-as-judge evaluation patterns including Prometheus 2 models, G-Eval framework, pairwise/pointwise/reference-guided methods, bias mitigation, and uncertainty quantificationml-llm-benchmarks-evaluationComprehensive guide to evaluating LLMs using standard benchmarks including MMLU, HellaSwag, BBH, HumanEval, TruthfulQA, and GSM8K, with practical implementation using LightEval and lm-evaluation-harnessml-llm-dataset-preparationPreparing training data for LLM fine-tuningml-llm-evaluation-frameworksProduction-grade LLM evaluation using Arize Phoenix (OpenTelemetry tracing, self-hosted evals), Braintrust (86x faster search), LangSmith, and Langfuse with cost tracking and observability integrationml-llm-model-routingIntelligent LLM routing with RouteLLM, semantic routing, and cost optimizationml-llm-model-selectionChoosing the right LLM based on capabilities, benchmarks, pricing, and use casesml-lora-peft-techniquesFine-tuning large models with limited GPU memoryml-multi-model-orchestrationCoordinating multiple LLMs in pipelines, ensembles, and cascading workflowsml-rag-evaluation-metricsComprehensive guide to RAG evaluation using RAGAS (Faithfulness, Answer Relevancy, Context Precision/Recall), LLM-as-judge patterns, synthetic datasets, and integration with Arize Phoenix and Langfuseml-stable-diffusion-deploymentDeploying Stable Diffusion models to production environmentsml-unsloth-finetuningFine-tuning LLMs (Llama, Mistral, Qwen) efficientlyrag-reranking-techniquesMulti-stage retrieval pipelines with cross-encoder and LLM-based reranking for improved RAG precision
math
abstract-algebraAbstract algebra including groups, rings, fields, Galois theory, and algebraic structuresadvanced-graph-algorithmsSpecialized graph algorithms including graph decomposition, vertex coloring, matching algorithms, and 2024 research advancescategory-theory-foundationsCategory theory foundations including categories, functors, natural transformations, limits, and adjunctionsdifferential-equationsDifferential equations including ODEs, PDEs, analytical methods, numerical solutionsgraph-data-structuresEfficient graph representations including adjacency matrices, adjacency lists, edge lists, and specialized structures with space-time tradeoffsgraph-theory-applicationsReal-world applications of graph algorithms including social networks, routing, dependency resolution, recommendation systems, and network analysisgraph-theory-fundamentalsCore concepts, terminology, and mathematical foundations of graph theory including graph types, properties, and fundamental theoremsgraph-traversal-algorithmsBreadth-first search, depth-first search, topological sort, strongly connected components, and traversal-based graph analysismath-linear-algebra-computationSolving systems of linear equations (Ax = b)math-numerical-methodsSolving ordinary differential equations (ODEs)math-optimization-algorithmsMachine learning model training (gradient descent, Adam, SGD)math-probability-statisticsStatistical hypothesis testing (t-test, chi-square, ANOVA)minimum-spanning-tree-algorithmsKruskal and Prim algorithms for finding minimum spanning trees in weighted undirected graphs with union-find and priority queue optimizationsnetwork-flow-algorithmsMaximum flow, minimum cut, Ford-Fulkerson, Edmonds-Karp, and flow-based algorithms for capacity-constrained network optimizationnumber-theoryNumber theory including primes, modular arithmetic, Diophantine equations, and cryptographic applicationsset-theorySet theory including ZFC axioms, ordinals, cardinals, axiom of choice, and forcingshortest-path-algorithmsDijkstra, Bellman-Ford, Floyd-Warshall, and A* algorithms for finding shortest paths in weighted graphs with various constraintstopology-algebraicAlgebraic topology including fundamental groups, homology, homotopy theory, and computational topologytopology-point-setPoint-set topology, metric spaces, open/closed sets, continuity, compactness, separation axioms
distributed-systems
distributed-systems-cap-theoremCAP theorem fundamentals, consistency vs availability trade-offs, and practical implications for distributed system designdistributed-systems-conflict-resolutionConflict resolution strategies including Last-Write-Wins, multi-value, semantic resolution, and application-specific merge functionsdistributed-systems-consensus-paxosPaxos consensus algorithm including Basic Paxos, Multi-Paxos, roles, phases, and practical implementationsdistributed-systems-consensus-raftRAFT consensus algorithm including leader election, log replication, safety guarantees, and implementation patternsdistributed-systems-crdt-fundamentalsConflict-free Replicated Data Types (CRDTs) fundamentals including convergence, commutativity, and basic CRDT operationsdistributed-systems-crdt-typesSpecific CRDT implementations including LWW-Register, OR-Set, RGA, and collaborative text editing CRDTsdistributed-systems-distributed-locksDistributed locking patterns including Redis Redlock, ZooKeeper locks, lease-based locking, and fencing tokensdistributed-systems-dotted-version-vectorsDotted version vectors for efficient sibling management, compact causality tracking, reducing metadata overhead compared to pure vector clocksdistributed-systems-event-sourcingEvent sourcing architecture, event design, CQRS, aggregates, projections, snapshots, and production implementationsdistributed-systems-eventual-consistencyEventual consistency models, consistency levels, read/write quorums, and practical trade-offs in distributed systemsdistributed-systems-gossip-protocolsGossip protocols for disseminating information, failure detection, and eventual consistency in large-scale distributed systemsdistributed-systems-interval-tree-clocksInterval tree clocks for dynamic systems, scalable causality tracking, fork/join operations, avoiding process ID exhaustiondistributed-systems-leader-electionLeader election algorithms including bully algorithm, ring algorithm, and consensus-based election with RAFT/Paxosdistributed-systems-logical-clocksLamport logical clocks for establishing happened-before ordering in distributed systems without synchronized physical clocksdistributed-systems-partitioning-shardingData partitioning and sharding strategies including hash-based, range-based, consistent hashing, and rebalancingdistributed-systems-probabilistic-data-structuresProbabilistic data structures including Bloom filters, HyperLogLog, Count-Min Sketch for space-efficient approximationsdistributed-systems-replication-strategiesData replication strategies including primary-backup, multi-primary, chain replication, and quorum-based replicationdistributed-systems-vector-clocksVector clocks for tracking causality in distributed systems, detecting concurrent events, and resolving conflicts
debugging
debugging-browser-devtoolsComprehensive guide to browser developer tools for debugging web applications. Covers Chrome/Firefox/Safari DevTools including Sources panel, breakpoints, performance profiling, memory analysis, network debugging, Console API, React/Vue debugging, and Lighthouse/Core Web Vitals.debugging-concurrency-debuggingRace condition detection, deadlock debugging, and data race analysis using ThreadSanitizer and specialized toolsdebugging-container-debuggingDebugging applications inside containers using docker exec, kubectl debug, ephemeral containers, and distroless debugging techniquesdebugging-core-dump-analysisCore dump generation, GDB/LLDB analysis, crash reporting, and post-mortem debugging across platformsdebugging-crash-debuggingSignal handling, crash reproduction, fuzzing for crash discovery, telemetry aggregation, and post-mortem workflowsdebugging-distributed-systems-debuggingDebugging distributed systems with trace correlation, cross-service workflows, request replay, clock skew handling, and chaos engineeringdebugging-gdb-fundamentalsComprehensive guide to GNU Debugger (GDB) for debugging C/C++/Rust programs. Covers breakpoints, stack traces, variable inspection, TUI mode, .gdbinit customization, Python scripting, remote debugging, and core file analysis.debugging-lldb-macos-debuggingComprehensive guide to LLDB debugger for macOS/iOS development. Covers LLDB vs GDB differences, Swift/Objective-C debugging, Xcode integration, command-line usage, breakpoint expressions, watchpoints, Python scripting, and performance improvements (50x faster step-over in 2025).debugging-memory-leak-debuggingComprehensive memory leak detection and debugging using heap profiling tools across multiple languagesdebugging-network-debuggingNetwork debugging with tcpdump, Wireshark, curl, DNS tools, SSL/TLS inspection, and network tracing utilitiesdebugging-performance-profilingPerformance profiling with CPU profilers (perf, pprof, py-spy), flame graphs, memory profiling (heaptrack, Valgrind), and profile-guided optimizationdebugging-production-debuggingNon-intrusive debugging in production environments with feature flags, dynamic logging, and observability correlationdebugging-python-debuggingComprehensive guide to Python debugging tools and techniques. Covers pdb (built-in debugger), ipdb (IPython integration), VSCode debugger, PyCharm debugger, pytest debugging, remote debugging with debugpy, and performance profiling with cProfile.debugging-remote-debuggingComprehensive guide to remote debugging techniques for production and development environments. Covers SSH port forwarding, VSCode Remote Development, JetBrains Gateway, container debugging (Docker), Kubernetes debugging, production-safe debugging, debug symbols, and source maps.
cloud
cloud-aws-api-gatewayAWS API Gateway REST APIs, HTTP APIs, WebSocket APIs, authorization, and integration patternscloud-aws-databasesAWS database services - RDS, DynamoDB, ElastiCache, Aurora, migration, backup, and optimizationcloud-aws-ec2-computeAWS EC2 instances, Auto Scaling, Load Balancing, AMIs, and instance lifecycle managementcloud-aws-iam-securityAWS IAM policies, roles, Cognito authentication, Secrets Manager, KMS encryption, and security best practicescloud-aws-lambda-functionsAWS Lambda function development, runtime configuration, triggers, and optimizationcloud-aws-networkingAWS networking - VPC, subnets, security groups, NACLs, Route53, CloudFront, Transit Gatewaycloud-aws-storageAWS storage services - S3, EBS, EFS, Glacier, lifecycle policies, encryption, and data transfercloud-gcp-computeGoogle Cloud compute services including Compute Engine, Cloud Run, and GKEcloud-gcp-databasesGoogle Cloud managed database services including Cloud SQL, Firestore, Bigtable, and Spannercloud-gcp-iam-securityGoogle Cloud IAM, service accounts, Secret Manager, and Cloud KMS security practicescloud-gcp-networkingGoogle Cloud networking including VPC, firewall, DNS, CDN, and load balancingcloud-gcp-serverlessGoogle Cloud serverless services including Cloud Functions, Cloud Run, and App Enginecloud-gcp-storageGoogle Cloud storage services including Cloud Storage, Persistent Disk, and Filestore
database
apache-icebergBuilding data lakes with ACID transaction support and schema evolutiondatabase-database-connection-poolingConfiguring database connections for applicationsdatabase-database-selectionStarting new projects and choosing database technologydatabase-elasticsearch-searchFull-text search and relevance optimization with Elasticsearchdatabase-mongodb-document-designDesigning MongoDB schemasdatabase-orm-patternsWorking with ORMs (SQLAlchemy, Prisma, GORM, Diesel)database-postgres-migrationsCreating database migrations for schema changesdatabase-postgres-query-optimizationDebugging slow queries in PostgreSQLdatabase-postgres-schema-designDesigning new database schemasdatabase-redis-data-structuresImplementing caching layersduckdb-analyticsSkill: duckdb-analytics Category: Data/Analytics Related: Python, SQL, Parquet, data pipelinesredpanda-streaming**Redpanda deployments**: Setting up Kafka-compatible streaming infrastructurereferenceScope: Comprehensive guide to database migrations, schema versioning, zero-downtime deployments, and migration tooling Lines: ~1800 Last Updated: 2025-10-27
elegant-design
anti-patterns❌ Building custom components when design systems have them - Always check shadcn/ui, daisyUI, HeroUI first - Don't reinvent the wheelchat-and-messagingChat is a conversation, not a document.colors-and-spacingCreate semantic color tokens, not just raw colors.components-and-accessibilityBuild from small to large: - Atoms: Buttons, inputs, labels - Molecules: Search bar (input + button), form field (label + input + error) - Organisms: Header, card, form - Templates: Page layouts - Pages: Specific instancesdesign-systemsWhen to use: Most projects, especially with Tailwind CSSdiffs-and-logsVersion control UIs and log viewers need clarity and scannability.layout-patternsStandard for complex layouts:performanceFast interfaces feel better.streaming-and-loadingContent that appears instantly feels fast.terminals-and-codeTerminals and code blocks need to be readable, beautiful, and functional.testing-and-qa- Mobile (320px, 375px, 414px widths) - Tablet (768px, 1024px widths) - Desktop (1280px, 1920px widths) - Both light and dark modes - Different font sizes (browser zoom 100%, 125%, 150%) - Slow 3G network simulationtools-and-librariesPrototyping: - Figma (https://figma.com) - Sketch (https://sketch.com) - Adobe XDtypographyElegant, modern typography sets the foundation for professional interfaces.
plt
curry-howardCurry-Howard correspondence relating proofs and programs, propositions and typesdependent-typesDependent types including Π-types, Σ-types, indexed families, and proof assistantshazelnut-calculusHazelnut structure editor calculus - bidirectionally typed lambda calculus with holes and cursor, edit actions preserving static meaning, zipper structureslambda-calculusLambda calculus including untyped, simply typed, Church encodings, and reduction strategieslive-programming-holesLive programming with typed holes - Hazel environment, continuous feedback, live evaluation with indeterminate results, incremental bidirectional typing (OOPSLA 2025), collaborative editing (Grove)operational-semanticsOperational semantics including small-step, big-step, evaluation strategies, and reduction systemsprogram-verificationProgram verification including Hoare logic, SMT-based verification, refinement types, and proof-carrying codestructure-editorsStructure editor design patterns - projectional editing, syntax-directed editing, edit actions, cursor management, rendering, text workflow integrationtype-systemsType systems including type checking, inference, polymorphism, subtyping, and soundnesstyped-holes-foundationsTyped holes fundamentals - incomplete programs with static/dynamic meaning, connection to gradual typing, bidirectional type checking, and theoretical foundationstyped-holes-interactionIDE integration with typed holes - goal-directed programming, hole refinement, case splitting, proof search, tactics, elaborator reflection (Agda, Idris, Lean models)typed-holes-llmLLM integration with typed holes (OOPSLA 2024) - static context for code synthesis, type-driven prompting, validation, ranking, combining language servers with LLMstyped-holes-semanticsAdvanced typed holes semantics - hole closures, pattern matching with holes, type error localization, polymorphism, gradual guarantees, blame tracking
cryptography
07_emergency_rotation_runbookPurpose: Emergency rotation procedure for compromised secrets SLA: Complete rotation within 1 hour of detection Scope: All production secrets (databases, API keys, certificates, tokens)cryptography-certificate-managementCertificate lifecycle management including rotation, renewal, monitoring, automation with Let's Encrypt and ACMEcryptography-crypto-best-practicesCryptography best practices, common mistakes, security patterns, and anti-patterns to avoidcryptography-cryptography-basicsCryptography fundamentals including symmetric/asymmetric encryption, hashing, signing, key exchange, and common algorithmscryptography-encryption-at-restProtecting stored data with encryption at restcryptography-key-managementComprehensive cryptographic key lifecycle management, KMS integration, and compliancecryptography-pki-fundamentalsPKI fundamentals including certificate authorities, chains of trust, X.509 certificates, and certificate lifecyclecryptography-signing-verificationDigital signature creation, verification, and chain of trust for documents, code, and artifactscryptography-sni-routingServer Name Indication (SNI) for multi-domain TLS hosting, routing, and configuration patternscryptography-ssl-legacyLegacy SSL/TLS protocols (SSL 2.0/3.0, TLS 1.0/1.1), vulnerabilities, deprecation, and migration strategiescryptography-tls-configurationTLS/SSL configuration including TLS 1.2/1.3 setup, cipher suites, security best practices, and server configuration
formal
formal-backtracking-searchImplementing CSP solvers with systematic searchformal-constraint-propagationPruning search space before backtracking searchformal-csp-modelingModeling scheduling problems (meetings, courses, jobs)formal-lean-mathlib4Formalizing mathematics using existing resultsformal-lean-proof-basicsLearning Lean 4 from scratchformal-lean-tacticsOptimizing proof efficiencyformal-lean-theorem-provingFormalizing complex mathematicsformal-sat-solving-strategiesOut of Scope: - SMT theories (see z3-solver-basics.md) - Theorem proving (see lean-theorem-proving.md) - Constraint programming (see csp-modeling.md) - Solver implementation (focus on usage)formal-smt-theory-applicationsOut of Scope: - Pure SAT solving (see sat-solving-strategies.md) - Z3 API basics (see z3-solver-basics.md) - Interactive theorem proving (see lean-theorem-proving.md) - Constraint programming (see csp-modeling.md)formal-z3-solver-basicsOut of Scope: - Low-level C++ API (use Python bindings) - Custom theory development - Advanced proof engineering (see lean-theorem-proving.md) - SAT-only solving (see sat-solving-strategies.md)
frontend
frontend-browser-concurrencyService Workers, SharedWorkers, Worklets, and multi-threading patterns for advanced browser concurrencyfrontend-frontend-performanceOptimizing application performancefrontend-nextjs-app-routerBuilding Next.js 13+ applicationsfrontend-nextjs-seoImplementing SEO for Next.js applicationsfrontend-react-component-patternsDesigning component architecturefrontend-react-data-fetchingScope: SWR, React Query, Server Actions, caching strategies, optimistic updates Lines: ~310 Last Updated: 2025-10-18frontend-react-form-handlingScope: React Hook Form, Zod validation, Server Actions, multi-step forms, form patterns Lines: ~290 Last Updated: 2025-10-18frontend-react-state-managementChoosing state management solutionfrontend-web-accessibilityBuilding accessible web applicationsfrontend-web-workersOffloading computation with Web Workers API, SharedArrayBuffer, and message passing patterns
mobile
ios-networkingBuilding network layers for iOS/macOS appsios-testingWriting unit tests for iOS/macOS appsmobile-react-native-native-modulesAccessing iOS-specific APIs not available in React Nativemobile-react-native-navigationImplementing multi-screen navigation in React Native appsmobile-react-native-performanceApp animations are dropping frames (not 60fps)mobile-react-native-setupStarting a new React Native project for iOS developmentswift-concurrencyWorking with async/await in Swiftswiftdata-persistenceBuilding iOS/macOS apps with local persistenceswiftui-architectureBuilding iOS/macOS apps with SwiftUIswiftui-navigationImplementing navigation in iOS 17+ apps
theme-factory
arctic-frostA cool and crisp winter-inspired theme that conveys clarity, precision, and professionalism.botanical-gardenA fresh and organic theme featuring vibrant garden-inspired colors for lively presentations.desert-roseA soft and sophisticated theme with dusty, muted tones perfect for elegant presentations.forest-canopyA natural and grounded theme featuring earth tones inspired by dense forest environments.golden-hourA rich and warm autumnal palette that creates an inviting and sophisticated atmosphere.midnight-galaxyA dramatic and cosmic theme with deep purples and mystical tones for impactful presentations.modern-minimalistA clean and contemporary theme with a sophisticated grayscale palette for maximum versatility.ocean-depthsA professional and calming maritime theme that evokes the serenity of deep ocean waters.sunset-boulevardA warm and vibrant theme inspired by golden hour sunsets, perfect for energetic and creative presentations.tech-innovationA bold and modern theme with high-contrast colors perfect for cutting-edge technology presentations.
data
data-batch-processingOrchestrating complex data pipelines with dependenciesdata-data-validationValidating data schema before processingdata-dataflow-coordinationCoordination patterns for distributed dataflow systems including barriers, epochs, and distributed snapshotsdata-differential-dataflowDifferential computation for incremental updates, maintaining indexed collections and efficient joinsdata-etl-patternsDesigning data extraction from multiple sources (databases, APIs, files)data-pipeline-orchestrationCoordinating complex multi-step data workflowsdata-stream-processingProcessing real-time event streams (clicks, IoT, logs)data-streaming-aggregationsWindowing, sessionization, time-series aggregation, and late data handling for streaming systemsdata-timely-dataflowTimely dataflow framework for low-latency, high-throughput streaming computation with progress tracking
observability
observability-alerting-strategySetting up production monitoring and on-call rotationobservability-cost-optimizationOptimizing observability costs through sampling, cardinality management, and retention strategiesobservability-dashboard-designBuilding Grafana dashboards for service monitoringobservability-distributed-tracingDebugging latency issues in microservicesobservability-metrics-instrumentationInstrumenting applications for observabilityobservability-opentelemetry-integrationIntegrating OpenTelemetry for unified observability (traces, metrics, logs)observability-production-incident-debuggingDebugging production incidents using observability data (logs, metrics, traces)observability-prometheus-monitoringProduction-ready Prometheus monitoring and alertingobservability-structured-loggingSetting up application logging infrastructure
build-systems
build-systems-bazel-monoreposBazel BUILD files, WORKSPACE/MODULE.bazel, hermetic builds, remote caching, build rules, Starlark custom rules, and monorepo best practices for polyglot projects.build-systems-build-optimizationIncremental builds, dependency tracking, build caching (ccache, sccache, Bazel), parallel builds, build time profiling, and CI/CD optimization strategies.build-systems-build-system-selectionDecision matrix for choosing between Make, CMake, Gradle, Maven, Bazel, and other build systems based on project requirements, language, and scale.build-systems-cmake-patternsModern CMake target-based approach, find_package, FetchContent, generator expressions, cross-platform configuration, and installation rules for C/C++ projects.build-systems-cross-platform-buildsPlatform detection, conditional compilation, preprocessor macros, CMake cross-compilation, Zig cross-compilation, toolchain configuration, and multi-platform testing strategies.build-systems-gradle-jvm-buildsGradle Kotlin DSL and Groovy DSL, dependency management, version catalogs, build lifecycle, task configuration, multi-project builds, and performance optimization for Java/Kotlin projects.build-systems-make-fundamentalsMakefile syntax, targets, dependencies, pattern rules, and best practices for building C/C++ and multi-language projects with Make.build-systems-maven-configurationMaven POM structure, dependency management, plugin configuration, lifecycle phases, multi-module projects, profiles, and repository management for Java projects.
diagrams
mermaid-architecture-diagramsCreate C4 and block architecture diagrams with Mermaid for system design and infrastructure visualizationmermaid-chartsCreate data visualization charts with Mermaid including pie, XY, quadrant, and radar charts for metrics and analyticsmermaid-class-state-diagramsCreate UML class diagrams and state machines with Mermaid for object-oriented design and state modelingmermaid-er-diagramsCreate entity-relationship diagrams with Mermaid for database schema design and data modelingmermaid-flowchartsCreate process flow diagrams with Mermaid using nodes, arrows, decisions, and subgraphs for visual documentationmermaid-project-diagramsCreate Gantt charts and timeline diagrams with Mermaid for project planning and chronological visualizationmermaid-sequence-diagramsCreate interaction and message flow diagrams with Mermaid showing communication between actors, services, and components over timemermaid-specializedCreate specialized diagrams with Mermaid including Git graphs, Sankey flows, mindmaps, and other advanced visualization types
modal
modal-functions-basicsBuilding serverless functions on Modal.commodal-gpu-workloadsRunning ML/AI inference on Modalmodal-image-buildingConfiguring Modal runtime environmentsmodal-modal-common-errorsEncountering Modal deployment or runtime errorsmodal-modal-performance-debuggingModal functions running slower than expectedmodal-schedulingRunning periodic tasks on Modalmodal-volumes-secretsPersisting data across function invocationsmodal-web-endpointsCreating HTTP APIs on Modal
protocols
migration_guideComprehensive guide for migrating Protocol Buffer schemas safely while maintaining backward/forward compatibility.protocols-amqp-rabbitmqRabbitMQ and AMQP 0-9-1 message broker implementationprotocols-grpc-implementationImplementing gRPC APIs with Protocol Buffersprotocols-http2-multiplexingHTTP/2 protocol with multiplexing, server push, header compression, and stream prioritizationprotocols-kafka-streamsApache Kafka stream processing and event streaming platformprotocols-mqtt-messagingMQTT pub-sub messaging for IoT and real-time applicationsprotocols-protobuf-schemasProtocol Buffers schema design, evolution, and code generationprotocols-websocket-protocolsWebSocket protocol implementation, scaling, and production deployment
api
api-api-authenticationImplementing API authentication for new servicesapi-api-authorizationImplementing authorization logic in APIsapi-api-error-handlingDesigning error responses for REST APIsapi-api-rate-limitingImplementing rate limiting for APIsapi-api-versioningPlanning API changes and deciding on versioning approachapi-graphql-schema-designDesigning GraphQL APIs from scratchapi-rest-api-designDesigning RESTful APIs from scratch
caching
caching-cache-invalidation-strategiesCache invalidation patterns and techniques - time-based, event-based, key-based, and version-based invalidation for maintaining cache consistency.caching-cache-performance-monitoringMeasuring and optimizing cache performance - metrics, monitoring tools, alerts, load testing, and instrumentation for cache hit rates and latency.caching-caching-fundamentalsCore caching concepts, patterns, eviction policies, and cache design principles for optimizing application performancecaching-cdn-edge-cachingCDN and edge cache optimization with Cloudflare, Fastly, and CloudFront for global performance and reduced origin loadcaching-http-cachingBrowser and HTTP cache layer optimization using cache headers, conditional requests, and validation strategiescaching-redis-caching-patternsApplication-level caching with Redis - patterns, distributed caching, cache stampede prevention, and integration strategies for high-performance applications.caching-service-worker-cachingProgressive Web App (PWA) caching with Service Workers - offline-first architecture, caching strategies, Workbox patterns, and modern browser caching.
proxies
proxies-cache-controlHTTP caching strategies including cache headers, CDN patterns, cache invalidation, stale-while-revalidate, and edge caching optimizationproxies-envoy-proxyEnvoy proxy architecture including filters, clusters, listeners, service mesh patterns, observability, and advanced load balancingproxies-forward-proxyForward proxy fundamentals including HTTP CONNECT, SOCKS protocols, authentication, and use cases for privacy, security, and access controlproxies-nats-messagingNATS messaging patterns including pub/sub, request-reply, queue groups, JetStream persistence, clustering, and high-performance messagingproxies-nginx-configurationNginx configuration including server blocks, locations, upstreams, caching, SSL/TLS, security headers, and performance optimizationproxies-reverse-proxyReverse proxy patterns including load balancing, SSL termination, request routing, health checks, and high availability configurationsproxies-traefik-configurationTraefik configuration including dynamic service discovery, middleware chains, automatic Let's Encrypt, Docker/Kubernetes integration, and cloud-native routing
research
research-data-analysisMaster data analysis techniques including coding, statistical tests, visualization, interpretation, and reporting findingsresearch-data-collectionMaster data collection methods including survey design, interview protocols, observation techniques, and measurement instrumentsresearch-qualitative-methodsMaster qualitative research methods including interviews, ethnography, case studies, grounded theory, and thematic analysisresearch-quantitative-methodsMaster quantitative research methods including statistical analysis, surveys, experiments, and hypothesis testingresearch-research-designMaster research study design including hypothesis formation, validity, sampling strategies, and experimental controlresearch-research-writingMaster academic and research writing including structure, citations, reporting standards, and peer review processesresearch-synthesisMaster information synthesis, literature review, meta-analysis, and knowledge integration across sources
security
security-authenticationAuthentication patterns including JWT, OAuth2, sessions, and multi-factor authentication for secure user identity verificationsecurity-authorizationAuthorization models including RBAC, ABAC, policy engines, and access control patterns for securing resourcessecurity-input-validationInput validation and sanitization patterns to prevent SQL injection, XSS, command injection, and other input-based attackssecurity-oauth2-implementationOAuth 2.0 implementation including authorization code, client credentials, PKCE, refresh tokens, and security best practicessecurity-secrets-managementSecrets management patterns including vaults, environment variables, key rotation, and secure credential handling for applicationssecurity-security-headersHTTP security headers including CSP, HSTS, X-Frame-Options, CORS, and other protective headers for web application securitysecurity-vulnerability-assessmentSecurity testing methodologies, OWASP Top 10, vulnerability scanning tools, and penetration testing practices
ui-port
acceptanceChoose states appropriate to the app.exchange-exampleThis example captures a common failure mode: the shell is close, but the new system still reads as a different product because screen topology, typography, control geometry and information hierarchy diverge.ledgerUse one row per independently actionable issue.modesUse browser capture, DOM/style probes, source inspection, and automatic target edits.probe-contractUse this when live DOM access is available.report-template- Reference: - Target: - Viewport / DPR: - Browser: - Theme: - Fixture/state:screen-convergenceCreate one section per route and state.
collaboration
codetour-guided-walkthroughsCreating and following CodeTour walkthroughs for codebase understandingcollaboration-github-actions-workflowsSetting up CI/CD pipelines with GitHub Actionscollaboration-github-issues-projectsIssue management, templates, labels, milestones, GitHub Projects, and issue linking workflowscollaboration-github-pull-requestsPull request workflow, code review, merge strategies, PR checks, and collaboration best practicescollaboration-github-repository-managementRepository creation, configuration, branch protection, tags, releases, and GitHub CLI operationscollaboration-github-security-featuresDependabot, code scanning, secret scanning, SBOM generation, security advisories, and security best practices
containers
comparisonThis directory contains examples showing the impact of Docker optimization techniques.containers-container-networkingConfiguring container network connectivitycontainers-container-registry-managementChoosing a container registry (ECR/GCR/Harbor/Docker Hub)containers-container-securityHardening container images for productioncontainers-docker-compose-developmentSetting up local development environmentscontainers-dockerfile-optimizationWriting Dockerfiles for production applications
deployment
deployment-heroku-addonsAdding databases (Postgres, MySQL, MongoDB) to Heroku appsdeployment-heroku-deploymentDeploying web applications, APIs, or worker processes to Herokudeployment-heroku-troubleshootingApplication crashes on Heroku with H10, H12, H13, H14 errorsdeployment-netlify-deploymentDeploying static sites, JAMstack apps, or frontend frameworks to Netlifydeployment-netlify-functionsBuilding API endpoints for JAMstack applicationsdeployment-netlify-optimizationImproving site load times and Core Web Vitals
infrastructure
infrastructure-aws-serverlessBuilding serverless APIs and backendsinfrastructure-cloudflare-workersBuilding serverless APIs at the edge (low latency globally)infrastructure-cost-optimizationCloud costs are growing unexpectedlyinfrastructure-infrastructure-securitySetting up IAM roles and policiesinfrastructure-kubernetes-basicsDeploying containerized applications at scaleinfrastructure-terraform-patternsProvisioning cloud infrastructure (AWS, GCP, Azure, Cloudflare)
testing
testing-e2e-testingTest complete user workflows from UI to backendtesting-integration-testingTest interactions between multiple components or servicestesting-performance-testingMeasure system performance under load (response time, throughput)testing-test-coverage-strategyDetermine what code needs testing vs what to skiptesting-test-driven-developmentDesign APIs and interfaces through teststesting-unit-testing-patternsWrite isolated tests for individual functions, classes, or modules
zig
zig-build-systemUse this skill when: - Configuring build.zig - Adding dependencies - Cross-compiling projects - Creating build steps - Managing build optionszig-c-interopCalling C libraries from Zigzig-memory-managementUse this skill when: - Managing memory in Zig - Using allocators correctly - Implementing defer/errdefer - Avoiding memory leaks - Understanding Zig's explicit allocationzig-package-managementAdding dependencies to Zig projectszig-project-setupInitializing new Zig projectszig-testingWriting unit tests in Zig
ir
ir-query-understandingQuery expansion, spell correction, semantic search, query classification, entity recognition, and autocompleteir-ranking-rerankingLearning to rank, cross-encoder reranking, ranking features, and evaluation metrics (nDCG, MAP, MRR)ir-recommendation-systemsCollaborative filtering, content-based filtering, hybrid recommenders, matrix factorization, and cold start solutionsir-search-fundamentalsCore information retrieval concepts including TF-IDF, BM25, inverted indexes, and Elasticsearchir-vector-searchDense retrieval using embeddings, vector databases, approximate nearest neighbors, and hybrid search
networking
mosh-resilient-sshConnecting over unreliable networks (mobile, WiFi)mtls-implementationImplementing mutual TLS authenticationnat-traversalBuilding peer-to-peer applicationsnetwork-resilience-patternsBuilding robust network applicationstailscale-vpnCreating secure private networks (mesh VPN)
tui
bubbletea-architectureBuilding terminal UIs in Gobubbletea-componentsBuilding UIs with pre-made componentsratatui-architectureBuilding terminal UIs in Rustratatui-widgetsUsing Ratatui's built-in widgetstui-best-practicesDesigning terminal user interfaces
workflow
beads-context-strategiesUse this skill when: Managing Claude Code context while working with Beads, preventing context bloat, or preserving critical workflow state across sessionsbeads-dependency-managementUse this skill when: Creating relationships between issues, managing blockers, or organizing work hierarchiesbeads-multi-session-patternsUse this skill when: Working on complex tasks spanning multiple sessions, managing long-horizon work chains, or coordinating parallel work streamsbeads-workflowUse this skill when: Starting a new session with Beads, running bd commands, or managing issue workflow stateworkflow-project-synthesisSynthesize scattered project artifacts (plans, docs, tests, logs) into unified roadmap. Use when projects have accumulated sprawl across multiple planning documents, inconsistent naming, orphaned tests, or Beads issues out of sync with reality. Creates coherent execution plan while preserving research and maintaining referential integrity.
anti-slop
claude_md_updatesThis document contains proposed updates to CLAUDE.md to integrate anti-slop awareness and prevention into Claude's core behavior.code-patternsReference guide for detecting AI slop patterns in code including generic variable names, obvious comments, and unnecessary abstractions. Use as reference when reviewing code quality.design-patternsReference guide for detecting AI slop patterns in visual and UX design including generic gradients, cookie-cutter layouts, and buzzword-heavy copy. Use as reference when reviewing design quality.text-patternsReference guide for detecting AI slop patterns in natural language text including overused phrases, buzzwords, and meta-commentary. Use as reference when reviewing text content for quality.
cicd
cicd-cd-deployment-patternsImplementing zero-downtime deployment strategiescicd-ci-optimizationCI pipelines are taking too long (>10 minutes for feedback)cicd-ci-securityManaging secrets and credentials in CI/CD pipelinescicd-ci-testing-strategyDesigning test execution strategies for CI pipelines
ebpf
ebpf-fundamentalseBPF basics including program types, verifier, maps, BCC vs libbpf toolchains, and loading programsebpf-networkingFast packet processing with XDP, TC filtering, socket programs, load balancing, and Cilium networkingebpf-security-monitoringSecurity monitoring with eBPF including syscall tracking, file/network monitoring, Falco, Tetragon, and threat detectionebpf-tracing-observabilityUsing eBPF for tracing with bpftrace, kprobes, uprobes, tracepoints, and performance analysis
internal-comms
3p-updates3Ps can cover a team of any size, ranging all the way up to the entire company.company-newsletterIdeally it includes the following attributes: - Lots of links: pulling documents from Google Drive that are very relevant, linking to prominent Slack messages in announce channels and from executives, perhgaps referencing emails that went cfaq-answers- Find questions that are big sources of confusion for lots of employees at the company, generally about things that affect a large portion of the employee base - Attempt to give a nice summarized answer to that question in order to minimizgeneral-commsBefore proceeding: 1.
mcp-builder
evaluationThis document provides guidance on creating comprehensive evaluations for MCP servers.mcp_best_practicesFollow these standardized naming patterns:node_mcp_serverThis document provides Node/TypeScript-specific best practices and examples for implementing MCP servers using the MCP TypeScript SDK.python_mcp_serverThis document provides Python-specific best practices and examples for implementing MCP servers using the MCP Python SDK.
product
product-prd-requirements-gatheringResearch methods, stakeholder interviews, prioritization frameworks, and requirements synthesis for PRDsproduct-prd-structure-templatesPRD document structure, templates, and best practices for product requirements documentationproduct-prd-technical-specificationsAPI specifications, data models, architecture diagrams, and technical constraints for product requirementsproduct-prd-user-stories-acceptanceWriting effective user stories, epics, acceptance criteria, and story mapping for product requirements
realtime
realtime-pubsub-patternsScope: Publish/subscribe architecture, Redis Pub/Sub, message queues, and fan-out patterns Lines: 372 Last Updated: 2025-10-18realtime-realtime-syncScope: Conflict resolution, CRDTs, operational transformation, and eventual consistency patterns Lines: 398 Last Updated: 2025-10-18realtime-server-sent-eventsScope: SSE protocol, event streams, automatic reconnection, and fallback strategies Lines: 343 Last Updated: 2025-10-18realtime-websocket-implementationScope: WebSocket protocol, connection management, reconnection strategies, and heartbeat patterns Lines: 387 Last Updated: 2025-10-18
skill-creator
analyzerAnalyze blind comparison results to understand WHY the winner won and generate improvement suggestions.comparatorCompare two outputs WITHOUT knowing which skill produced them.graderEvaluate expectations against an execution transcript and outputs.schemasThis document defines the JSON schemas used by skill-creator.
typed-holes-refactor
constraint-rulesReference guide for constraint propagation rules in typed holes refactoring including dependency tracking and solution space narrowing. Use as reference when propagating constraints between resolved holes.hole-typesReference taxonomy of refactoring hole types including current state holes, architecture holes, and implementation holes. Use as reference during typed holes refactoring for identifying and categorizing unknowns.typed-holes-examplesComplete worked examples of typed holes refactoring including simple file reorganization and complex API consolidation scenarios with full test suites and constraint validation.validation-patternsReference guide for test patterns to validate hole resolutions including characterization tests, property tests, and integration tests. Use as reference when validating refactoring steps.
wasm
wasm-browser-integrationLoading WebAssembly modules in browsers with JavaScript interop, DOM access, WebGL, and performance optimizationwasm-fundamentalsWebAssembly basics including binary format, modules, linear memory, WASI, and core toolingwasm-rust-toolchainRust to WebAssembly compilation using wasm-pack, wasm-bindgen, optimization, and JavaScript interopwasm-server-sideServer-side WebAssembly execution with Wasmtime, WASI support, edge computing, and plugin systems
hanzo-api
hanzo-api-aiHanzo AI — the model API on /v1 (/v1/chat/completions, /v1/messages, /v1/models and the rest of hanzoai/ai's surface) — mounted into a cloud binary with the money, ingest and telemetry callbacks…hanzo-api-kmsSecret custody: your org's secrets sealed at rest, plus threshold signing.hanzo-api-sandboxThe ONE compute primitive: a sandbox is a gVisor pod that runs somebody else's code, and every lifetime is the same object.
zoo-gym
bitdeltaBitDelta enables millions of personalized model variants for individual users WITHOUT LoRA.deltasoupDeltaSoup enables community-driven model improvement through Byzantine-robust aggregation of personalized model deltas.training-free-grpoTraining-Free GRPO (Group Relative Policy Optimization) is Zoo Gym's default RLHF method that eliminates value networks entirely, achieving 40-60% memory reduction and 2× speedup compared to PPO.
Standards: Core AI & Models
hip-0000HIP-0: Hanzo AI Architecture & Framework. Status Living. Hanzo architectural specification.hip-0001HIP-1: AI Token - Hanzo's Native Currency. Status Final. Hanzo architectural specification.hip-0002HIP-2: Hamiltonian Large Language Models (HLLMs) Specification. Status Final. Hanzo architectural specification.hip-0003HIP-3: Jin Multimodal AI Architecture. Status Draft. Hanzo architectural specification.hip-0006HIP-6: Personalized Model Tuning Architecture. Status Final. Hanzo architectural specification.hip-0007HIP-7: Active Inference Integration for Hamiltonian LLMs. Status Final. Hanzo architectural specification.hip-0008HIP-8: HMM (Hanzo Market Maker) - Native DEX for AI Compute Resources. Status Final. Hanzo architectural specification.hip-0009HIP-9: Agent SDK — Multiagent Orchestration Framework. Status Final. Hanzo architectural specification.hip-0019HIP-19: Tensor Operations Standard. Status Final. Hanzo architectural specification.hip-0020HIP-20: Blockchain Node Standard. Status Final. Hanzo architectural specification.hip-0024HIP-24: Hanzo Sovereign L1 Chain Architecture. Status Final. Hanzo architectural specification.hip-0025HIP-25: Bot Agent Wallet & RPC Billing Protocol. Status Final. Hanzo architectural specification.hip-0039HIP-39: Zen Model Architecture. Status Final. Hanzo architectural specification.hip-0043HIP-43: Hanzo Engine — LLM Inference Engine Standard. Status Final. Hanzo architectural specification.hip-0095HIP-95: QoS Challenge System. Status Draft. Hanzo architectural specification.hip-0096HIP-96: AI Compute Contribution Rewards. Status Final. Hanzo architectural specification.hip-0097HIP-97: Node Identity and the did:hanzo: DID Method. Status Final. Hanzo architectural specification.hip-0113HIP-113: Cognitive Sidecar & Hanzo Engine Provider Runtime for Thinking Chains. Status Final. Hanzo architectural specification.hip-0114HIP-114: ZAP — Cognitive Transport for Thinking Chains. Status Draft. Hanzo architectural specification.hip-0120HIP-120: ZAP Native Transport and gRPC Elimination. Status Final. Hanzo architectural specification.hip-0121HIP-121: BYO Compute Fleet & Metered Billing. Status Final. Hanzo architectural specification.hip-0127HIP-127: V8 · Open Edition — Architecture, Distribution & the Language Seam. Status Final. Hanzo architectural specification.hip-0128HIP-128: Resource Surface Standard — Generated REST over ZAP. Status Final. Hanzo architectural specification.hip-0130HIP-130: Open Core Split — Tenancy Line and Composition Root. Status Final. Hanzo architectural specification.hip-0133HIP-133: Entity Groups — Placement, Durability, Splitting and Promotion. Status Final. Hanzo architectural specification.hip-0134HIP-134: One Process, One Socket, One Identity. Status Final. Hanzo architectural specification.hip-0135HIP-135: What Is Public. Status Living. Hanzo architectural specification.hip-0137HIP-137: One License. Status Living. Hanzo architectural specification.hip-0140HIP-140: Proposing a Capability. Status Living. Hanzo architectural specification.hip-0141HIP-141: Substitution. Status Final. Hanzo architectural specification.hip-0301HIP-301: Agent Runtime Protocols and Cross Platform Parity. Status Final. Hanzo architectural specification.hip-0303HIP-303: Hanzo adopts LP-0010: Brand Sovereignty and Federation Discovery. Status Living. Hanzo architectural specification.hip-0510HIP-510: Enso — Learned Model Routing and Flywheel. Status Final. Hanzo architectural specification.hip-0516HIP-516: Translate — One Endpoint, Two Tiers, Permissive Weights. Status Final. Hanzo architectural specification.hip-0517HIP-517: Branch Naming — main is the Trunk, Everywhere. Status Living. Hanzo architectural specification.hip-0522HIP-522: The Context Graph — Edges, Decisions and Derivation as One Noun. Status Final. Hanzo architectural specification.hip-0523HIP-523: Rooms — One Store, Two Views, Many Bridges. Status Final. Hanzo architectural specification.hip-0524HIP-524: The Personal Agent — What It May Send Without You. Status Final. Hanzo architectural specification.hip-0525HIP-525: Rendezvous — When Every Participant Is a Machine. Status Draft. Hanzo architectural specification.hip-0526HIP-526: Semantic Memory — The Substrate Under the Graph. Status Draft. Hanzo architectural specification.hip-0901HIP-901: Proof of AI — Native Execution Proofs and Governance. Status Draft. Hanzo architectural specification.hip-0902HIP-902: Proof of Code — Consensus over Git Refs. Status Final. Hanzo architectural specification.hip-0903HIP-903: The Agentic Company — Autonomous Firms on Hanzo. Status Final. Hanzo architectural specification.hip-1126HIP-1126: Framework — The DocType Engine. Status Final. Hanzo architectural specification.hip-1161HIP-1161: Wallet — Custody of Key Material. Status Final. Hanzo architectural specification.hip-1163HIP-1163: x402 — Pay Per Request. Status Final. Hanzo architectural specification.hip-1164HIP-1164: Provisioning — Stores on Demand. Status Final. Hanzo architectural specification.hip-1165HIP-1165: S3 — Buckets and Objects. Status Final. Hanzo architectural specification.hip-1167HIP-1167: Dataset — An Immutable Snapshot. Status Final. Hanzo architectural specification.hip-1180HIP-1180: Link — A Record of Provider Accounts. Status Final. Hanzo architectural specification.hip-1181HIP-1181: Plan — The Tier Catalog. Status Final. Hanzo architectural specification.hip-1189HIP-1189: Web3 — Chain Access. Status Final. Hanzo architectural specification.hip-1190HIP-1190: Event — The Product Analytics Plane. Status Final. Hanzo architectural specification.hip-1195HIP-1195: Market — Rate Oracles and Exchange Pools. Status Final. Hanzo architectural specification.hip-1327HIP-1327: Public Channels — Finding a Room in Another Org. Status Draft. Hanzo architectural specification.
Standards: Cloud & Native Infrastructure
hip-0014HIP-14: Application Deployment Standard. Status Final. Hanzo architectural specification.hip-0033HIP-33: Container Registry Standard. Status Final. Hanzo architectural specification.hip-0036HIP-36: CI/CD Build System Standard. Status Final. Hanzo architectural specification.hip-0049HIP-49: DNS Service Standard. Status Final. Hanzo architectural specification.hip-0050HIP-50: Hanzo Edge — Edge AI Runtime Standard. Status Final. Hanzo architectural specification.hip-0053HIP-53: Visor Monitoring & Supervision Standard. Status Draft. Hanzo architectural specification.hip-0060HIP-60: Serverless Functions (FaaS) Standard. Status Final. Hanzo architectural specification.hip-0065HIP-65: Backup & Disaster Recovery Standard. Status Final. Hanzo architectural specification.hip-0068HIP-68: Ingress Standard. Status Final. Hanzo architectural specification.hip-0069HIP-69: Service Discovery and Automated Bridge. Status Final. Hanzo architectural specification.hip-0074HIP-74: Software Bill of Materials & Git Stamp Standard. Status Final. Hanzo architectural specification.hip-0077HIP-77: Mesh Identity, Gossip & Payments (PQ). Status Final. Hanzo architectural specification.hip-0078HIP-78: Z-Chain — Post Quantum Identity and Attestation Rollup. Status Draft. Hanzo architectural specification.hip-0079HIP-79: Q-Chain — Quasar Finality Block Standard. Status Final. Hanzo architectural specification.hip-0101HIP-101: Hanzo Lux Bridge Protocol Integration. Status Final. Hanzo architectural specification.hip-0102HIP-102: Omnichain Bridge Integration. Status Draft. Hanzo architectural specification.hip-0103HIP-103: Bridge Post Quantum Profile. Status Final. Hanzo architectural specification.hip-0104HIP-104: Contract Auth via Z-Chain Proof. Status Final. Hanzo architectural specification.hip-0105HIP-105: In Process Extension Runtime Standard. Status Final. Hanzo architectural specification.hip-0106HIP-106: The Hanzo Plugin Contract. Status Final. Hanzo architectural specification.hip-0107HIP-107: Streaming Replication over VFS. Status Final. Hanzo architectural specification.hip-0108HIP-108: On Demand Subsystem Supervisor and Warm Pool. Status Final. Hanzo architectural specification.hip-0109HIP-109: Hanzo ML Cloud Toolkit. Status Final. Hanzo architectural specification.hip-0115HIP-115: Hanzo Frontend Delivery. Status Draft. Hanzo architectural specification.hip-0117HIP-117: Cloud in a Box — One Binary Three Modes. Status Final. Hanzo architectural specification.hip-0119HIP-119: Hanzo Service Conventions. Status Final. Hanzo architectural specification.hip-0122HIP-122: zip — The ZAP Native Application Server Core. Status Final. Hanzo architectural specification.hip-0123HIP-123: Visor — Fleet & Fabric Autoscaling Across Any Provider. Status Final. Hanzo architectural specification.hip-0125HIP-125: Consensus Plugin Placement Platform. Status Final. Hanzo architectural specification.hip-0129HIP-129: Eval — A Score Over Model Output. Status Final. Hanzo architectural specification.hip-0132HIP-132: One Telemetry Plane — One Endpoint, One Schema, Many Lenses. Status Final. Hanzo architectural specification.hip-0136HIP-136: One Secret, One Path. Status Final. Hanzo architectural specification.hip-0139HIP-139: Capability. Status Final. Hanzo architectural specification.hip-0142HIP-142: One Manifest, Five Kinds. Status Draft. Hanzo architectural specification.hip-0144HIP-144: Where State Lives. Status Final. Hanzo architectural specification.hip-0200HIP-200: Responsible AI Principles and Commitments. Status Living. Hanzo architectural specification.hip-0201HIP-201: Model Risk Management. Status Living. Hanzo architectural specification.hip-0210HIP-210: Safety Evaluation Framework. Status Living. Hanzo architectural specification.hip-0220HIP-220: Bias Detection & Mitigation. Status Living. Hanzo architectural specification.hip-0230HIP-230: AI Transparency & Explainability. Status Living. Hanzo architectural specification.hip-0240HIP-240: AI Incident Response. Status Living. Hanzo architectural specification.hip-0250HIP-250: Sustainability Standards Alignment Matrix. Status Living. Hanzo architectural specification.hip-0251HIP-251: AI Compute Carbon Footprint. Status Living. Hanzo architectural specification.hip-0260HIP-260: Efficient Model Practices. Status Living. Hanzo architectural specification.hip-0270HIP-270: AI Supply Chain Responsibility. Status Living. Hanzo architectural specification.hip-0302HIP-302: Hanzo Replicate: Encrypted SQLite Durability for Base Services. Status Final. Hanzo architectural specification.hip-0305HIP-305: esign — Shared Database Tenancy. Status Final. Hanzo architectural specification.hip-0306HIP-306: AML Transaction Monitoring, Screening and Case Management. Status Final. Hanzo architectural specification.hip-0512HIP-512: Experiment — The Evidence Plane. Status Final. Hanzo architectural specification.hip-0519HIP-519: One Identity Boundary. Status Final. Hanzo architectural specification.hip-0520HIP-520: Serving Topology — Three Tiers, Horizontally Scalable, Pinned Per Entity. Status Final. Hanzo architectural specification.hip-1049HIP-1049: Validator — A Token Redeemed for a Node. Status Final. Hanzo architectural specification.hip-1060HIP-1060: Pubsub — The Tenant Endpoint on the Bus. Status Final. Hanzo architectural specification.hip-1061HIP-1061: MQ — Queues and Streams. Status Final. Hanzo architectural specification.hip-1062HIP-1062: Tasks — The Durable Run. Status Final. Hanzo architectural specification.hip-1100HIP-1100: Ad — Paid Placement Under a Campaign. Status Final. Hanzo architectural specification.hip-1101HIP-1101: Allowance — The Free Lane's Ceiling. Status Final. Hanzo architectural specification.hip-1103HIP-1103: Audit — Tamper Evident Trail. Status Final. Hanzo architectural specification.hip-1104HIP-1104: Base — The Hosted Backend. Status Final. Hanzo architectural specification.hip-1105HIP-1105: Benchmark — The Measurement Arena. Status Final. Hanzo architectural specification.hip-1107HIP-1107: Bot — A Run on a Surface. Status Final. Hanzo architectural specification.hip-1113HIP-1113: Cloudflare — Edge Network Integration. Status Final. Hanzo architectural specification.hip-1114HIP-1114: Code — Search and Symbols. Status Final. Hanzo architectural specification.hip-1117HIP-1117: Crawl — A Page as Markdown. Status Final. Hanzo architectural specification.hip-1122HIP-1122: Deploy — The GitOps Plane. Status Final. Hanzo architectural specification.hip-1123HIP-1123: Domain — Name Registration. Status Final. Hanzo architectural specification.hip-1124HIP-1124: Engine — The Serving Runtime Lens. Status Final. Hanzo architectural specification.hip-1127HIP-1127: Gateway — Live Edge Policy. Status Final. Hanzo architectural specification.hip-1132HIP-1132: Index — Full Text Search. Status Final. Hanzo architectural specification.hip-1133HIP-1133: Ingress — The Embedded Edge. Status Final. Hanzo architectural specification.hip-1134HIP-1134: KMS — Secret Custody. Status Final. Hanzo architectural specification.hip-1140HIP-1140: ML — Model Serving. Status Final. Hanzo architectural specification.hip-1144HIP-1144: Registry — The Artifact Control Plane. Status Final. Hanzo architectural specification.hip-1145HIP-1145: Research — The Experiment Record. Status Final. Hanzo architectural specification.hip-1146HIP-1146: Sandbox — A Lease on Isolated Compute. Status Final. Hanzo architectural specification.hip-1151HIP-1151: Settings — Product Configuration. Status Final. Hanzo architectural specification.hip-1152HIP-1152: Share — A Public URL for a Local Service. Status Final. Hanzo architectural specification.hip-1154HIP-1154: Sync — Two Endpoints Kept in Step. Status Final. Hanzo architectural specification.hip-1172HIP-1172: Compute — Rented Virtual Hardware. Status Final. Hanzo architectural specification.hip-1173HIP-1173: Network — Zero Trust Network Overlay. Status Final. Hanzo architectural specification.hip-1191HIP-1191: Billing — Invoicing and Metered Usage. Status Final. Hanzo architectural specification.hip-1192HIP-1192: Space — Drives Folders and File Storage. Status Final. Hanzo architectural specification.hip-1198HIP-1198: Graph — The Assertion Plane. Status Final. Hanzo architectural specification.hip-1211HIP-1211: AI — The Model API. Status Final. Hanzo architectural specification.hip-1212HIP-1212: Exec — The Code Interpreter. Status Final. Hanzo architectural specification.hip-1213HIP-1213: Tool — Tool Execution Plane. Status Final. Hanzo architectural specification.hip-1230HIP-1230: Platform — The Container Plane. Status Final. Hanzo architectural specification.hip-1232HIP-1232: Git — Repository Hosting. Status Final. Hanzo architectural specification.hip-1240HIP-1240: O11y — The Observability Plane. Status Final. Hanzo architectural specification.hip-1241HIP-1241: Metrics — One Native Store, Three Signals. Status Final. Hanzo architectural specification.hip-1250HIP-1250: Integration — Connection Registry. Status Final. Hanzo architectural specification.hip-1251HIP-1251: Websearch — The Live Web. Status Final. Hanzo architectural specification.hip-1252HIP-1252: Meet — The Join Decision. Status Final. Hanzo architectural specification.hip-1253HIP-1253: Explorer — Chain Data. Status Final. Hanzo architectural specification.hip-1310HIP-1310: Webhook — Delivery to an Endpoint You Own. Status Final. Hanzo architectural specification.hip-1313HIP-1313: Usage — The Metered Record. Status Final. Hanzo architectural specification.hip-1320HIP-1320: Admin — The Operator Console. Status Final. Hanzo architectural specification.hip-1321HIP-1321: DNS — Zones and Records. Status Final. Hanzo architectural specification.hip-1323HIP-1323: Kafka — A Wire Onto the One Bus. Status Final. Hanzo architectural specification.hip-1324HIP-1324: KV — Buckets of Versioned Values. Status Final. Hanzo architectural specification.hip-1325HIP-1325: Node — A Machine an Org Owns. Status Final. Hanzo architectural specification.hip-1326HIP-1326: AMQP — Exchanges, Queues and Bindings Onto the One Bus. Status Final. Hanzo architectural specification.hip-1328HIP-1328: Forge — The Meta Code Host. Status Draft. Hanzo architectural specification.hip-1329HIP-1329: Plugins — Dynamic Process and Host Control. Status Final. Hanzo architectural specification.
Standards: Interfaces & Realtime Protocols
hip-0004HIP-4: LLM Gateway - Unified AI Provider Interface. Status Final. Hanzo architectural specification.hip-0010HIP-10: Model Context Protocol (MCP) Integration Standards. Status Final. Hanzo architectural specification.hip-0015HIP-15: Computer Control Standard. Status Final. Hanzo architectural specification.hip-0018HIP-18: Payment Processing Standard. Status Draft. Hanzo architectural specification.hip-0038HIP-38: Admin Console Standard. Status Draft. Hanzo architectural specification.hip-0040HIP-40: Multilanguage SDK Standard. Status Final. Hanzo architectural specification.hip-0041HIP-41: The Hanzo CLI — a Projection of the Served API. Status Final. Hanzo architectural specification.hip-0044HIP-44: Answer — Budget, Policy, Audit, Search, KB and Graph in Three SDKs. Status Draft. Hanzo architectural specification.hip-0045HIP-45: Documentation Framework Standard. Status Final. Hanzo architectural specification.hip-0061HIP-61: Notification & Messaging Service Standard. Status Draft. Hanzo architectural specification.hip-0063HIP-63: Feature Flags Standard. Status Final. Hanzo architectural specification.hip-0126HIP-126: Integrations, Connectors & the Extension Runtime — One Registry, One Way. Status Final. Hanzo architectural specification.hip-0300HIP-300: Unified MCP — one endpoint, and local servers that forward to it. Status Final. Hanzo architectural specification.hip-0504HIP-504: Unified Cross Platform Design System. Status Final. Hanzo architectural specification.hip-0518HIP-518: AML — The Obligation Plane. Status Final. Hanzo architectural specification.hip-1020HIP-1020: Chain Registry. Status Final. Hanzo architectural specification.hip-1021HIP-1021: Chain RPC Endpoint. Status Final. Hanzo architectural specification.hip-1022HIP-1022: Native Balance Reads. Status Final. Hanzo architectural specification.hip-1030HIP-1030: OpenAPI — The Served Contract. Status Final. Hanzo architectural specification.hip-1032HIP-1032: Errors — The Fault Lens. Status Final. Hanzo architectural specification.hip-1040HIP-1040: Appearance. Status Final. Hanzo architectural specification.hip-1042HIP-1042: Avatar. Status Final. Hanzo architectural specification.hip-1063HIP-1063: Auto — Flows That Run Themselves. Status Final. Hanzo architectural specification.hip-1064HIP-1064: Flow — The Canvas Plane. Status Final. Hanzo architectural specification.hip-1066HIP-1066: Channel — Unified Inbox. Status Final. Hanzo architectural specification.hip-1067HIP-1067: Destination — An Event Translated to a Sink. Status Final. Hanzo architectural specification.hip-1069HIP-1069: Tel — Numbers, Calls and Messages. Status Final. Hanzo architectural specification.hip-1102HIP-1102: Ask — The Grounded Answer. Status Final. Hanzo architectural specification.hip-1106HIP-1106: Blueprint — The Priced Stack. Status Final. Hanzo architectural specification.hip-1110HIP-1110: Campaign — One Push Across Channels. Status Final. Hanzo architectural specification.hip-1111HIP-1111: Captable — Who Owns What. Status Final. Hanzo architectural specification.hip-1112HIP-1112: Catalog — Service Discovery. Status Final. Hanzo architectural specification.hip-1115HIP-1115: Compliance — Verification of Record. Status Final. Hanzo architectural specification.hip-1116HIP-1116: Content — The Marketing Loop. Status Final. Hanzo architectural specification.hip-1120HIP-1120: CRM — The Sales Pipeline. Status Final. Hanzo architectural specification.hip-1121HIP-1121: Dataroom — Documents Shared by Link. Status Final. Hanzo architectural specification.hip-1125HIP-1125: Esign — Documents Out for Signature. Status Final. Hanzo architectural specification.hip-1130HIP-1130: Guide — The Launch Journey. Status Final. Hanzo architectural specification.hip-1131HIP-1131: Help — The Support Desk. Status Final. Hanzo architectural specification.hip-1135HIP-1135: Legal — Documents Drafted, Signed and Filed. Status Final. Hanzo architectural specification.hip-1136HIP-1136: Marketing — Lifecycle Email. Status Final. Hanzo architectural specification.hip-1137HIP-1137: Marketplace — Listings and Installs. Status Final. Hanzo architectural specification.hip-1141HIP-1141: Pref — One Document Per Person. Status Final. Hanzo architectural specification.hip-1142HIP-1142: Prompt — A Named, Versioned Value. Status Final. Hanzo architectural specification.hip-1143HIP-1143: Referral — An Edge From Referrer to Referee. Status Final. Hanzo architectural specification.hip-1147HIP-1147: Search — Hybrid Retrieval. Status Final. Hanzo architectural specification.hip-1150HIP-1150: SEO — Search Visibility as Data. Status Final. Hanzo architectural specification.hip-1153HIP-1153: Social — Publishing to Connected Channels. Status Final. Hanzo architectural specification.hip-1155HIP-1155: Taxonomy — The Catalogue's Shape. Status Final. Hanzo architectural specification.hip-1156HIP-1156: Template — A Deploy Cut From a Catalog. Status Final. Hanzo architectural specification.hip-1311HIP-1311: Experiment — Arms, Assignment, a Verdict. Status Final. Hanzo architectural specification.hip-1322HIP-1322: Skills — The Discovery Catalogue. Status Final. Hanzo architectural specification.
Standards: Security, IAM & Cryptography
hip-0005HIP-5: Post Quantum Security for AI Infrastructure. Status Final. Hanzo architectural specification.hip-0026HIP-26: Identity & Access Management Standard. Status Draft. Hanzo architectural specification.hip-0027HIP-27: Secrets Management Standard. Status Draft. Hanzo architectural specification.hip-0054HIP-54: Zero Trust Architecture Standard. Status Draft. Hanzo architectural specification.hip-0084HIP-84: Pulsar-M — Threshold ML-DSA DKG & Signing. Status Final. Hanzo architectural specification.hip-0085HIP-85: Wallet PQ Account Type (ML-DSA-65 native, 48-byte AccountID). Status Final. Hanzo architectural specification.hip-0086HIP-86: TxAuthEnvelope (typed PQ transaction signing). Status Final. Hanzo architectural specification.hip-0087HIP-87: PQ Permit (replaces EIP-2612). Status Final. Hanzo architectural specification.hip-0088HIP-88: Session KEM (ML-KEM-768/1024 for P2P). Status Final. Hanzo architectural specification.hip-0089HIP-89: DRBG / Randomness Beacon (SP 800-90A/B). Status Final. Hanzo architectural specification.hip-0098HIP-98: Governance / Upgrade Keys (ML-DSA-87 / SLH-DSA cold roots). Status Final. Hanzo architectural specification.hip-0111HIP-111: Hanzo IAM Authentication Standard. Status Final. Hanzo architectural specification.hip-0118HIP-118: SuperAdmin & Tenant Isolation Model. Status Final. Hanzo architectural specification.hip-0143HIP-143: Egress — The Outbound Trust Boundary. Status Final. Hanzo architectural specification.hip-0521HIP-521: Org Hierarchy. Status Final. Hanzo architectural specification.hip-1004HIP-1004: Licensing — Signed Tokens for Paid Binaries. Status Final. Hanzo architectural specification.hip-1041HIP-1041: Authz. Status Final. Hanzo architectural specification.hip-1043HIP-1043: CSRF. Status Final. Hanzo architectural specification.hip-1044HIP-1044: Org Settings. Status Final. Hanzo architectural specification.hip-1045HIP-1045: Orgs. Status Final. Hanzo architectural specification.hip-1047HIP-1047: Security Scanning. Status Final. Hanzo architectural specification.hip-1065HIP-1065: Connectors — A User's Own Credentials. Status Final. Hanzo architectural specification.hip-1194HIP-1194: Trust — Trust Center and Evidence Controls. Status Final. Hanzo architectural specification.
Standards: Platform & Applications
hip-0124HIP-124: Bring Your Own Provider and AI — Unified Usage. Status Final. Hanzo architectural specification.hip-0400HIP-400: Service CRD. Status Final. Hanzo architectural specification.hip-0401HIP-401: Datastore CRD. Status Final. Hanzo architectural specification.hip-0402HIP-402: SQL CRD. Status Final. Hanzo architectural specification.hip-0403HIP-403: KV CRD. Status Final. Hanzo architectural specification.hip-0404HIP-404: DocDB CRD. Status Final. Hanzo architectural specification.hip-0405HIP-405: S3 CRD. Status Final. Hanzo architectural specification.hip-0406HIP-406: DNS CRD. Status Final. Hanzo architectural specification.hip-0407HIP-407: Base CRD. Status Final. Hanzo architectural specification.hip-0408HIP-408: IAM CRD. Status Final. Hanzo architectural specification.hip-0409HIP-409: KMS CRD. Status Final. Hanzo architectural specification.hip-0410HIP-410: LLM CRD. Status Final. Hanzo architectural specification.hip-0411HIP-411: Ingress CRD. Status Final. Hanzo architectural specification.hip-0412HIP-412: Gateway CRD. Status Final. Hanzo architectural specification.hip-0413HIP-413: MPC CRD. Status Final. Hanzo architectural specification.hip-0414HIP-414: Network CRD. Status Final. Hanzo architectural specification.hip-0418HIP-418: Indexer CRD. Status Final. Hanzo architectural specification.hip-0419HIP-419: Explorer CRD. Status Final. Hanzo architectural specification.hip-0449HIP-449: Hanzo Login. Status Final. Hanzo architectural specification.hip-0506HIP-506: Hanzo Studio — Agentic Multimodal Creative Runtime. Status Final. Hanzo architectural specification.hip-1000HIP-1000: Author — A Royalty Bound to a Repository. Status Final. Hanzo architectural specification.hip-1001HIP-1001: Books — Double Entry Ledger. Status Final. Hanzo architectural specification.hip-1046HIP-1046: Risk. Status Final. Hanzo architectural specification.hip-1048HIP-1048: Team. Status Final. Hanzo architectural specification.hip-1160HIP-1160: Todo — The Work Item Board. Status Final. Hanzo architectural specification.hip-1162HIP-1162: World — The News Feed. Status Final. Hanzo architectural specification.hip-1193HIP-1193: Standing — Entity Upkeep and Annual Filings. Status Final. Hanzo architectural specification.hip-1200HIP-1200: Account — The Caller's Own Surface. Status Final. Hanzo architectural specification.hip-1201HIP-1201: Admission — Launch Control. Status Final. Hanzo architectural specification.hip-1202HIP-1202: Entitlement — What an Org May Run. Status Final. Hanzo architectural specification.hip-1203HIP-1203: Affiliate — Commission on Referred Spend. Status Final. Hanzo architectural specification.hip-1210HIP-1210: Agent — Define and Run Agents. Status Final. Hanzo architectural specification.hip-1214HIP-1214: LSP — Live Code Intelligence. Status Final. Hanzo architectural specification.hip-1220HIP-1220: Commerce — The Merchant Half. Status Final. Hanzo architectural specification.hip-1221HIP-1221: Treasury — The Reserve Fund. Status Final. Hanzo architectural specification.hip-1222HIP-1222: Pricing — The Price List and Who May See It. Status Final. Hanzo architectural specification.hip-1231HIP-1231: Project — Static Site Store. Status Final. Hanzo architectural specification.hip-1242HIP-1242: Leaderboard — Who Uses AI Most. Status Final. Hanzo architectural specification.hip-1260HIP-1260: Knowledge — Wiki and Agent Memory. Status Final. Hanzo architectural specification.hip-1261HIP-1261: Label — Ground Truth. Status Final. Hanzo architectural specification.hip-1262HIP-1262: Reference — Lookup Sets. Status Final. Hanzo architectural specification.hip-1312HIP-1312: Company — The Formation Machine. Status Final. Hanzo architectural specification.