How each production AI project was built on Google Cloud https://formare.dev/articles 2026-06-01T00:00:00Z https://formare.dev/articles/production-multi-agent-systems-google-adk-vertex-ai 2026-06-01T00:00:00Z 2026-06-01T00:00:00Z Formare AI

The architecture patterns, failure modes, and operational trade-offs that separate agents that demo well from agents that run reliably in production at enterprise scale

https://formare.dev/articles/bigquery-gemini-api-latency-cost-optimization-enterprise 2026-05-20T00:00:00Z 2026-05-20T00:00:00Z Formare AI

Six architectural decisions that cut our Gemini API costs by 70% and reduced median BigQuery query latency from 4.2 seconds to under 800ms in a production retail environment

https://formare.dev/articles/eu-ai-act-gdpr-compliance-rag-systems-google-cloud 2026-05-05T00:00:00Z 2026-05-05T00:00:00Z Formare AI

The exact GCP architecture used to build AI systems that satisfy EU AI Act risk classification, GDPR data residency requirements, and NIS2 audit obligations — without slowing down development

https://formare.dev/articles/building-conflict-safe-ai-booking-platform-gemini-postgresql 2025-05-15T00:00:00Z 2025-05-15T00:00:00Z Formare AI

How we replaced a WhatsApp-based manual process with a production agentic system handling payments, calendar, flight tracking, and zero double-bookings

https://formare.dev/articles/webmcp-data-extraction-agent-chrome-cdp-gemini 2025-05-01T00:00:00Z 2025-05-01T00:00:00Z Formare AI

Using Chrome 146+ WebMCP flag, Chrome DevTools Protocol, and Gemini planning to extract structured data from websites that expose native AI tools — no CSS selectors

https://formare.dev/articles/multimodal-product-search-under-300ms-vertex-ai-vector-search 2025-04-20T00:00:00Z 2025-04-20T00:00:00Z Formare AI

Building image + text grocery search for a major retail platform: embedding pipeline, ANN index configuration, Ranking API integration, and Gemini Live voice layer

https://formare.dev/articles/personal-ai-assistant-bucharest-adk-mcp-ialoc 2025-04-12T00:00:00Z 2025-04-12T00:00:00Z Formare AI

A multi-agent personal assistant that finds Bucharest restaurants via Google Search grounding and completes reservations on ialoc.ro through a custom MCP server

https://formare.dev/articles/real-time-voice-ai-gemini-live-api-react-websocket 2025-04-05T00:00:00Z 2025-04-05T00:00:00Z Formare AI

How to build a browser voice assistant with Gemini Native Audio over WebSocket — and the exact bugs in PCM alignment, useRef sync, and React 19 ref callbacks that will stop you

https://formare.dev/articles/linkedin-content-agent-mcp-server-oauth-gemini 2025-03-25T00:00:00Z 2025-03-25T00:00:00Z Formare AI

Feed monitoring with engagement scoring, AI post generation, and a Model Context Protocol server that exposes LinkedIn actions to any MCP-compatible AI assistant

https://formare.dev/articles/multi-agent-retail-merchandiser-google-adk-vertex-ai 2025-03-10T00:00:00Z 2025-03-10T00:00:00Z Formare AI

How we orchestrated parallel vector search, re-ranking, and Feature Store enrichment into an AI system that makes merchandising decisions at catalog scale

https://formare.dev/articles/chrome-ai-extension-manifest-v3-gemini-context-detection 2025-02-28T00:00:00Z 2025-02-28T00:00:00Z Formare AI

How to detect selected text type (code, email, product, data), serve context-appropriate AI actions in a popup, and build a shopping variant with real-time price analysis

https://formare.dev/articles/self-hosted-bigquery-data-catalog-fastapi-gke-autopilot 2025-02-18T00:00:00Z 2025-02-18T00:00:00Z Formare AI

Replacing stale Confluence docs with a live FastAPI + React platform that syncs directly from BigQuery, generates AI column descriptions with Gemini, and visualizes data lineage

https://formare.dev/articles/bigquery-knowledge-graphs-neo4j-nl-cypher-gemini 2025-02-05T00:00:00Z 2025-02-05T00:00:00Z Formare AI

How to infer SUBSTITUTABLE_FOR, BOUGHT_TOGETHER, and SAME_BRAND edges from flat catalog data — and add a natural language Cypher agent on top

https://formare.dev/articles/natural-language-bigquery-multi-agent-adk-nl2sql 2025-01-25T00:00:00Z 2025-01-25T00:00:00Z Formare AI

Schema-aware NL-to-SQL that prevents hallucinated column names, chained with a sandboxed Pandas agent for statistical analysis — all in a single conversational turn

https://formare.dev/articles/automated-seo-blog-pipeline-gemini-craap-test-wordpress 2025-01-10T00:00:00Z 2025-01-10T00:00:00Z Formare AI

How we built a production content pipeline that researches, verifies sources, generates 1,500-word SEO articles, and publishes to WordPress — in 3–5 minutes, running daily on Cloud Scheduler

https://formare.dev/articles/automated-newsletter-ai-summarizer-gemini-search-grounding 2024-12-15T00:00:00Z 2024-12-15T00:00:00Z Formare AI

A configurable topic-based news pipeline that retrieves current articles, generates sourced summaries with bullish/bearish signals, and outputs newsletter-ready Markdown — on Cloud Scheduler

https://formare.dev/articles/ai-storytelling-platform-gemini-streamlit-panel-cloud-run 2024-11-20T00:00:00Z 2024-11-20T00:00:00Z Formare AI

Personalized story generation with consistent narrative arcs, multi-turn branching, age-appropriate content controls, and two UI variants deployed on Cloud Run

https://formare.dev/articles/youtube-analytics-comment-intelligence-streamlit-api-v3 2024-10-30T00:00:00Z 2024-10-30T00:00:00Z Formare AI

Building a channel analytics dashboard with full comment export, sentiment analysis, topic clustering, and engagement decay curves — including YouTube API quota management