Integrate A2A with agent frameworks — Google ADK, LangGraph, CrewAI, AutoGen, AWS Bedrock AgentCore, and Microsoft Azure AI Foundry. Use when connecting framework-built agents to the A2A protocol for inter-agent communication.
Quellsprache: Englisch
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Integrate A2A with agent frameworks — Google ADK, LangGraph, CrewAI, AutoGen, AWS Bedrock AgentCore, and Microsoft Azure AI Foundry. Use when connecting framework-built agents to the A2A protocol for inter-agent communication.
Quellsprache: Englisch
Implement the AP2 human-not-present transaction flow — autonomous agent shopping with Intent Mandate authorization, constraint enforcement, and merchant escalation. Use when building autonomous agent purchasing that works after the user has left.
Quellsprache: Englisch
Implement and consume the NLWeb /ask REST endpoint — request shape (GET/POST, query-string and v0.55 structured body), SSE streaming response, modes (list/summarize/generate), in-stream "message_type" headers, error envelopes, and client-side parsing. Use…
Quellsprache: Englisch
Configure NLWeb authentication and multi-tenant deployments — OAuth providers (GitHub, Google, Microsoft, Facebook), session storage, the `sites:` allowlist in `config_nlweb.yaml`, conversation persistence per authenticated user, and per-tenant data…
Quellsprache: Englisch
Integrate NLWeb with ChatGPT's Apps SDK — the Node.js MCP server in `openai-apps-sdk-integration/`, the `nlweb-list` tool, the React widget at `ui://widget/nlweb-list.html`, and the port-8100 AppSDK adapter that translates NLWeb's message list to OpenAI Apps…
Quellsprache: Englisch
Ingest site content into NLWeb's vector store using `db_load.py` — supports RSS/Atom feeds, Schema.org JSON-LD, sitemap-driven URL lists, and CSV. Covers chunking, embedding computation, site partitioning, batch sizing, delete-and-reload, and per-backend…
Quellsprache: Englisch
Deploy NLWeb to production — Azure App Service (`deploy_azure_webapp.sh` + AI Search + Azure OpenAI), Snowflake Container Services, Cloudflare Worker + AutoRAG, Docker, and self-hosted. Covers env-var conventions, `mode: production` lockdown, scaling, TLS,…
Quellsprache: Englisch
NLWeb development patterns — the mixed-mode programming philosophy, FastTrack vs Analysis parallel paths, config file precedence and the `mode: development` override trap, in-stream NLWS headers vs HTTP headers, embedding/ingest determinism, debugging the…
Quellsprache: Englisch
Configure NLWeb LLM and embedding providers — OpenAI, Azure OpenAI (default), Anthropic, Google Gemini, DeepSeek on Azure, Llama on Azure, HuggingFace, Inception Labs, Snowflake Cortex, Ollama, Pi Labs. Covers `config_llm.yaml` high/low tier model selection,…
Quellsprache: Englisch
Expose NLWeb as an MCP (Model Context Protocol) server — JSON-RPC 2.0 endpoint at /mcp, the `ask` / `list_sites` / `who` tools, MCP protocol version 2024-11-05, and integration with ChatGPT, Claude, Gemini, and other agent clients. Use when wiring NLWeb to an…
Quellsprache: Englisch
Customize NLWeb's LLM prompts and per-Schema.org-type behavior via `prompts.xml` and `site_types.xml` — covers the `<promptString>` template format, `<returnStruc>` JSON schemas, prompt inheritance, decontextualization/ranking/generate templates, per-site…
Quellsprache: Englisch
Choose and configure NLWeb retrieval backends — Qdrant (local + remote), Azure AI Search, Elasticsearch, OpenSearch (with/without k-NN), Postgres pgvector, Milvus, Snowflake Cortex Search, Cloudflare AutoRAG, Shopify MCP, and Bing Web Search. Covers…
Quellsprache: Englisch
Prepare and structure site content as Schema.org JSON-LD for NLWeb ingestion — covers the supported types (Recipe, Product, Movie, Event, Article, RealEstate, Course, etc.), per-type behavior in NLWeb's tool routing, JSON-LD embedding patterns in HTML,…
Quellsprache: Englisch
Bootstrap a local NLWeb development environment from scratch — clone the repo, configure .env, install Python deps via `nlweb init-python`, run `nlweb init` for interactive LLM/retrieval selection, load sample Schema.org data, and verify with `nlweb check`.…
Quellsprache: Englisch
Design and implement NLWeb tools — the per-Schema.org-type handlers that turn a query into a specialized response (search, item_details, compare_items, ensemble, recipe_substitution, accompaniment, conversation_search, etc.). Covers `tools.xml`, the…
Quellsprache: Englisch
Customize the Spree v5 Admin Dashboard — Tailwind 4 + Hotwire/Turbo/Stimulus stack, the `Spree.admin.navigation` declarative API (v5.2+) for menu items, partial injection slots (`store_nav_partials`, `store_products_nav_partials`, `store_orders_nav_partials`,…
Quellsprache: Englisch
Build with Spree's v3 APIs (v5.4+) — Store API at `/api/v3/store/*` (publishable key + per-user JWT, customer-facing) and Admin API at `/api/v3/admin/*` (per-user API keys + OAuth2 Doorkeeper, admin/operations). Covers the flat-JSON Stripe-like envelope,…
Quellsprache: Englisch
Build and customize Spree's catalog — Products with Variants and OptionTypes/OptionValues, Taxonomies and Taxons (nested set), Properties, Images via ActiveStorage, multi-currency Prices, the v5.3+ PriceList feature for customer/segment overrides, MeiliSearch…
Quellsprache: Englisch
Implement Spree's checkout — the Order state machine (cart → address → delivery → payment → confirm → complete), the Payment and Shipment sub-state machines, the return flow (ReturnAuthorization → CustomerReturn → Reimbursement → Refund), guest checkout,…
Quellsprache: Englisch
Navigate Spree's canonical data model — the Catalog (Product/Variant/OptionType/Taxon/Property/Metafield), Pricing (Price/PriceList), Order graph (Order/LineItem/Adjustment/Shipment/Payment/PaymentSession/Refund/Reimbursement), Inventory…
Quellsprache: Englisch
Deploy Spree to production — PostgreSQL + Redis + Sidekiq stack, Docker multi-arch images on GHCR, the `spree-starter` Dockerfile + Compose, Heroku/Render/Fly.io/AWS targets, env-var conventions, RAILS_MASTER_KEY, asset precompilation (Tailwind 4 +…
Quellsprache: Englisch
Cross-cutting Spree development patterns — the customization preference hierarchy (Events > Webhooks > Dependencies > Decorators), `Spree::Dependencies` service-object swapping, the `_decorator.rb` + `prepend` + `self.prepended` idiom, idempotent subscribers…
Quellsprache: Englisch
Build with Spree's event bus and Webhooks 2.0 — `Spree::Events` publication, `Spree::Subscriber` DSL with `subscribes_to` and `on`, wildcard matching, lifecycle events (`{model}.created/.updated/.deleted` via `publishes_lifecycle_events`), the canonical event…
Quellsprache: Englisch
Build Spree extensions as Rails engines — gem scaffolding, `bin/rails g spree:extension`, mounting routes/migrations/assets, the modern `prepend` decorator pattern (`*_decorator.rb` with `self.prepended(base)`), generators (`spree:model_decorator`,…
Quellsprache: Englisch
Build with Spree's headless Next.js storefront — the official `spree/storefront` repo (Next.js 16 App Router with Server Actions and Turbopack, React 19 Server Components, Tailwind CSS 4, TypeScript 5, `@spree/sdk`, Sentry), server-only auth (httpOnly JWT…
Quellsprache: Englisch
Localize a Spree application — the `spree_i18n` gem with 60+ locale packs, the v5.4+ Translations Center for product/CMS content (CSV import/export), Rails i18n basics applied to Spree (translation files, locale switching, pluralization, interpolation),…
Quellsprache: Englisch
Work with Spree's legacy v2 APIs — JSON:API-style Storefront API at `/api/v2/storefront/*` and Platform API at `/api/v2/platform/*`, Doorkeeper OAuth2 (password grant for storefront, client_credentials + admin scope for platform), the `spree_legacy_api_v2`…
Quellsprache: Englisch
Configure Spree for multi-store and multi-region commerce — one Rails install running many `Store` records, the v5.4+ `Market` model (currency + locale + payment methods + shipping per region), what's shared vs per-store (products+inventory+customers shared;…
Quellsprache: Englisch
Integrate payment gateways with Spree — PaymentMethod model, the v5.4+ PaymentSession provider-agnostic checkout flow, Stripe via `spree_stripe` (Apple/Google Pay, Link, Connect for marketplaces), Adyen via `spree_adyen`, PayPal via `spree_paypal_checkout`,…
Quellsprache: Englisch
Profile and optimize a Spree application — N+1 queries with bullet/scout, database indexing strategy for Spree's polymorphic associations, Rails fragment + Russian doll caching, ActiveStorage variant pre-generation, Sidekiq queue tuning, MeiliSearch vs…
Quellsprache: Englisch
Build and customize Spree's promotions engine — Promotion + PromotionRule + PromotionAction + CouponCode + Adjustment, the bundled rules (FirstOrder/ItemTotal/Product/Taxon/User/OneUsePerUser/Country/CustomerGroup/etc.), bundled actions…
Quellsprache: Englisch
Secure a Spree deployment — Rails credentials and env-var hygiene, Devise auth (Spree v5 ships it in-core; `spree_auth_devise` is archived), CanCanCan authorization rules, Doorkeeper OAuth2 scopes, Storefront publishable key vs admin API key, webhook HMAC…
Quellsprache: Englisch
Bootstrap a new Spree project — `create-spree-app` CLI (v5.2+), `spree-starter` Rails backend, the Next.js storefront repo, `bin/rails g spree:install`, sample data, Docker Compose, and the PostgreSQL + Redis + Sidekiq prerequisites. Use when starting a new…
Quellsprache: Englisch
Build and customize Spree's shipping and fulfillment — ShippingMethod, ShippingCategory, Zone/ZoneMember, ShippingRate, the Stock::Estimator service, StockLocation/StockItem/StockMovement, multi-shipment orders, ShippingCalculator classes (FlatRate,…
Quellsprache: Englisch
Test Spree applications and extensions with RSpec — `spree_dev_tools` gem (v5.2+) for factories and helpers, FactoryBot patterns (prefer `build` over `create`), Capybara feature specs, controller/request specs, testing decorators and subscribers, dummy app…
Quellsprache: Englisch
Build storefronts and integrations using `@spree/sdk` — the official TypeScript SDK for Spree's API v3 (v5.4+). Covers installation, the resource-builder pattern (`spree.products.list`, `spree.checkout.create`, etc.), Zod schema validation, server-only auth…
Quellsprache: Englisch
Upgrade a Spree application — version-to-version migration paths (v4 → v5 is a major rewrite; v5.x → v5.y are simpler), Gemfile pinning strategy, decorator brittleness across versions, deprecated gems to remove (`spree_auth_devise`, `deface`,…
Quellsprache: Englisch
Implement and consume the NLWeb /ask REST endpoint — request shape (GET/POST, query-string and v0.55 structured body), SSE streaming response, modes (list/summarize/generate), in-stream "message_type" headers, error envelopes, and client-side parsing. Use…
Quellsprache: Englisch
Configure NLWeb authentication and multi-tenant deployments — OAuth providers (GitHub, Google, Microsoft, Facebook), session storage, the `sites:` allowlist in `config_nlweb.yaml`, conversation persistence per authenticated user, and per-tenant data…
Quellsprache: Englisch
Integrate NLWeb with ChatGPT's Apps SDK — the Node.js MCP server in `openai-apps-sdk-integration/`, the `nlweb-list` tool, the React widget at `ui://widget/nlweb-list.html`, and the port-8100 AppSDK adapter that translates NLWeb's message list to OpenAI Apps…
Quellsprache: Englisch