Camilo Valderruten — BlogArticles on AI platforms, cloud infrastructure, and developer productivity.https://camilovalderruten.com/Why We Deliberately Sunset Our First Production AI Agenthttps://camilovalderruten.com/blog/retiring-our-first-ai-agent/https://camilovalderruten.com/blog/retiring-our-first-ai-agent/Architectural post-mortem of Jarvis: supervisor routing pitfalls, multi-agent chaining, dual memory with vector DBs, and retiring bespoke bots for enterprise platforms.Mon, 15 Jun 2026 00:00:00 GMTScaling Multi-Account AWS Architecture: Eliminating 2,926 Peering Connectionshttps://camilovalderruten.com/blog/scaling-multi-account-aws-tgw/https://camilovalderruten.com/blog/scaling-multi-account-aws-tgw/How Transit Gateway, automated IPAM, and a multi-account cloud paradigm unlocked engineering autonomy across 77 accounts.Tue, 20 Jan 2026 00:00:00 GMTStateless JWE Authentication for Serverless MCP Servershttps://camilovalderruten.com/blog/stateless-jwe-mcp-lambda/https://camilovalderruten.com/blog/stateless-jwe-mcp-lambda/How moving from stateful container sessions to JSON Web Encryption unlocks scale-to-zero Lambda for Model Context Protocol tools.Fri, 10 Apr 2026 00:00:00 GMTBeyond RAG and Flat Memory Files: Architecting Long-Term Memory for AI Agentshttps://camilovalderruten.com/blog/using-hindsight-over-rag-and-memory-files/https://camilovalderruten.com/blog/using-hindsight-over-rag-and-memory-files/Why production agents need structured memory banks, background fact consolidation, and temporal invalidation instead of naive vector chunking or bloated markdown files.Fri, 10 Jul 2026 00:00:00 GMTReverse-Engineering a Smart Cat Litter Box for Home Assistanthttps://camilovalderruten.com/blog/reverse-engineering-furrytail-litter-box-home-assistant/https://camilovalderruten.com/blog/reverse-engineering-furrytail-litter-box-home-assistant/How I used mitmproxy to intercept mobile IoT traffic, reverse-engineered the Furrytail cloud API, and automated our robot vacuum after every 3 cat visits.Sat, 15 Aug 2026 00:00:00 GMTGrounding Financial Claims: Building an Editorial Fact-Checking Pipeline with Gemini and LangGraphhttps://camilovalderruten.com/blog/grounding-editorial-claims-gemini-langgraph/https://camilovalderruten.com/blog/grounding-editorial-claims-gemini-langgraph/Designing a human-in-the-loop verification pipeline using LangGraph, Vertex AI Search Grounding, and parallel claim evaluation.Fri, 20 Mar 2026 00:00:00 GMTUnsupervised Defect Telemetry: Clustering 26,000 Support Tickets with Embeddings and DBSCANhttps://camilovalderruten.com/blog/clustering-support-tickets-dbscan-embeddings/https://camilovalderruten.com/blog/clustering-support-tickets-dbscan-embeddings/How we used dense vector embeddings, cosine distance thresholds, and LLM-powered deep research to catch silent production bugs months before traditional alerts.Fri, 15 May 2026 00:00:00 GMTDesigning an Enterprise Agent Skills Repo: Preventing Tool Sprawl with Embedding CIhttps://camilovalderruten.com/blog/designing-enterprise-agent-skills-repo-embedding-ci/https://camilovalderruten.com/blog/designing-enterprise-agent-skills-repo-embedding-ci/How we structured an org-wide skills repository across 500+ engineers with team-scoped CODEOWNERS, dynamic GitHub MCP retrieval, and automated embedding similarity checks.Fri, 10 Jul 2026 00:00:00 GMTAutomating Infrastructure Support Triage: Building a Multi-Skill Intake Agent in Cursorhttps://camilovalderruten.com/blog/automating-infrastructure-triage-cursor-agent/https://camilovalderruten.com/blog/automating-infrastructure-triage-cursor-agent/How we built an event-driven Cursor Cloud Agent triggered by issue webhooks and Slack to classify infrastructure tickets, search historical precedents, and auto-tag business units.Sat, 15 Aug 2026 00:00:00 GMT