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InsightsIs MCP enough for shared context between AI agents?No. In specification revision 2025-11-25, an MCP Resource declares nine fields and not one of them records which source is authoritative, which version is current, or which of two contradictory resources wins. A ride-sharing marketplace found out what that absence costs when an agent filtered on a valid word and returned nothing.Jul 13, 2026 · 12 min readInsightsHow to accelerate with AI when your company is starting lateStarting late is an advantage only if you skip stages: organize data, processes, and communication first, build a culture of working with AI, then adopt only AI that compounds. Late starters who skip the foundation replay the industry's mistakes in order and buy point acceleration that never reaches delivery.Jul 11, 2026 · 11 min readInsightsWhy is AI making your software delivery slower?Because AI accelerates the local work of producing code, specs, and tickets, while the work that gates delivery, agreeing on what is true, still runs at human speed. The fix is reconciliation at machine speed, not a smarter model.Jul 9, 2026 · 9 min read