Apr 14 · 11 min read · Why Google ADK Changes Multi-Agent Development For most of 2024 and early 2025, building a multi-agent AI system meant making a hard choice: LangGraph for complex graph-based workflows, CrewAI for role-based team coordination, or AutoGen for conversa...
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Apr 13 · 4 min read · You know the drill - you've got a mountain of call transcripts, chat logs, and emails sitting around, full of gold (invoice numbers, contact details, intent signals) buried under layers of "umm, let m
Join discussionApr 1 · 11 min read · There's a specific kind of pain that every infrastructure engineer knows. It's 2am. BGP is flapping on an edge router. You're SSH'd in, running show ip bgp summary manually, copy-pasting output into a
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Mar 25 · 7 min read · The Problem: Generic Orchestrator vs Business-Aligned Regional Manager I had Bob deployed as a basic multi-agent orchestrator on Vertex AI Agent Engine. But here's what was wrong: Before Fine-Tuning: Generic "master orchestrator" identity Vague rout...
Join discussionMar 20 · 5 min read · March 2026 shipped more agent toolkits in two weeks than the previous six months combined. Google released ADK (Agent Development Kit) for Python. Anthropic expanded Claude Code with channels and persistent sessions. Microsoft's APM (Agent Package Ma...
Join discussionFeb 25 · 6 min read · How a single piece of recruiter feedback sent me down a path of DevOps, cloud infrastructure, AI agents, and a lot of hard-won lessons. The Feedback That Started Everything There's a specific challeng
Join discussionFeb 4 · 19 min read · Your AI Agent Just Forgot Everything—Again Your AI agent worked brilliantly for exactly three user interactions. Then it crashed, forgot critical context, or hallucinated previous decisions. You've burned weeks engineering prompts, only to watch ever...
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Jan 22 · 13 min read · Ever stared at your AI agent wondering why on earth it gave that response? You're not alone. Debugging LLM-powered agents feels like shouting into a void—you send a prompt, something mysterious happens, and out comes... chaos. Here's the problem: mos...
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