Agents on Start AI Tools - Presented by Intent Solutionshttps://startaitools.com/tags/agents/Recent content in Agents on Start AI Tools - Presented by Intent SolutionsHugoen-USIntent Solutions. All rights reserved.Thu, 09 Apr 2026 20:56:12 -0500Perception Agent System: Zero to MCP Server and Dashboard in One Dayhttps://startaitools.com/posts/perception-agent-system-zero-to-mcp-dashboard/Fri, 14 Nov 2025 10:00:00 -0600https://startaitools.com/posts/perception-agent-system-zero-to-mcp-dashboard/<h2 id="the-problem">The Problem</h2> <p>I wanted a system that could monitor news feeds, detect emerging trends, and surface relevant articles without manual curation. Not a feed reader — a multi-agent intelligence platform where specialized agents handle different aspects of the news pipeline: ingestion, deduplication, relevance scoring, topic classification, trending detection, summarization, alerting, and archival.</p> <p>The project name: Perception. GCP project: <code>perception-with-intent</code>.</p> <p>The constraint: build the entire system — agents, MCP service, dashboard, infrastructure — in one day.</p>