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AI Coding + Observability

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Perplexity Isn't Shutting Down. Its Citation Corpus Might Shrink

No, Perplexity is not down. The lawsuits threaten which sources it can read, so plan for a thinner citation set inside a healthy 200, and detect it in code.

Meta AnalysisAI CodingAPI DesignMonitoringObservabilityTypeScriptDeveloper Tools1 min read · Jul 25, 2026

AI Agents in Production: What Actually Works After 6 Months

Most AI agent projects die between demo and production. After 6 months running agents at scale, these are the patterns that survived: model routing, trace-based debugging, loop detection, and hard cost ceilings.

GuidesAI CodingDeveloper ToolsMonitoringObservability1 min read · Apr 10, 2026