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Original rewrites on React, Node.js, TypeScript and AI — practical notes from the same engineering practice behind our operator software. Article bodies are in English.
Tagged: google-cloud
Agentic Engineering and the Outer Loop: Where Antigravity and Agents CLI Fit
Specs, evals and guardrails define agentic engineering. A look at Google's Agents CLI, its GCP production layer, and how Antigravity differs from other coding tools.
8 min readA Five-Agent Support Desk on Gemini 3.1 and ADK: Triage, Research, Action, QA and Orchestrator
Build a multi-agent customer support system with Google ADK and Gemini 3.1: typed handoffs, QA correction loops, Agent Engine or Cloud Run, sessions and costs.
19 min readTracing LangGraph Agents on Vertex AI Agent Engine With OpenTelemetry
Agent Engine doesn't trace LangGraph agents by default. Add OpenTelemetry at startup, redact credentials, decorate key functions and send spans to Cloud Trace.
6 min readDual-Engine RAG Support Assistant on Google Cloud: Public Docs, Private Runbooks
Build a support assistant that queries Vertex AI Search and the Developer Knowledge API together, then lets Gemini reconcile advice with a customer's own rules.
13 min readRAG Without a Vector Database: A Pipeline in BigQuery SQL and Where It Breaks
Build retrieval-augmented generation entirely in BigQuery SQL, from embeddings to grounded answers, then see the costs, quotas and prompt-versioning limits.
11 min readFrom Prototype to Production With Agents CLI: An Expense Approval Agent
Scaffold, test, evaluate and deploy an ADK agent to Cloud Run using Agents CLI, with tracing, BigQuery logging, CI/CD and RAG extensions covered along the way.
12 min readDebugging Serverless Apache Spark with Gemini, MCP and Agent Skills
Debugging serverless Apache Spark with Gemini: from pasting tracebacks into chat to an agent that reads batch logs via an MCP server and fixes PySpark.
6 min readBuilding Autonomous ColdFusion AI Agents and MCP (Part 5)
ColdFusion AI agents with Gemini tool calling, an MCP server endpoint and AlloyDB secure views for NL2SQL, shown in a brewery ops demo on Google Cloud.
6 min read
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