Muhammad Sabir — Writinghttps://msabir.dev/Personal notes on platform engineering, data engineering, and AI. Building Datapipelines with a platform mindset.en-USPipelines, Part 2: Drafts, Audit Trails, and the Interfaces Around Themhttps://msabir.dev/blog/pipelines-part-2/https://msabir.dev/blog/pipelines-part-2/Sun, 08 Nov 2026 00:00:00 -0500Inside Datapipelines: how pipelines are versioned as drafts and releases, how agent changes are tracked, and how REST, SSE, MCP, dashboards, and published endpoints reach the same pipeline.Platform EngineeringData EngineeringAIdatapipelines.coCascading Dashboard Parameters, Resolved on the Serverhttps://msabir.dev/blog/cascading-dashboard-parameters/https://msabir.dev/blog/cascading-dashboard-parameters/Tue, 13 Oct 2026 00:00:00 -0400Inside Datapipelines: how a server-side parameter engine resolves cascading filters, resets stale selections, and keeps dashboard client code reusable.Platform EngineeringData Engineeringdatapipelines.coA Semantic Layer for AI Agents: Inside Datapipelineshttps://msabir.dev/blog/semantic-layer-ai-agents/https://msabir.dev/blog/semantic-layer-ai-agents/Fri, 02 Oct 2026 00:00:00 -0400How Datapipelines gives AI agents a semantic layer with evidence-backed facts, inline metadata, reusable business definitions, and explicit review boundaries.Data EngineeringAIPlatform Engineeringdatapipelines.coPipelines, Part 1: The Contract Before the Codehttps://msabir.dev/blog/pipelines-part-1/https://msabir.dev/blog/pipelines-part-1/Wed, 05 Aug 2026 00:00:00 -0400Inside Datapipelines: how we specified pipelines before writing code. The pipeline contract, its type system, REST, SSE and MCP interfaces, version history, and the planning discipline behind them.Platform EngineeringData EngineeringAIdatapipelines.co