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⚡ AI Lessons
Dev.to · Iteration Layer
🛠️ AI Tools & Apps
⚡ AI Lesson
3mo ago
Document Provenance for API-First Workflows
You can build useful provenance with citations, schema versions, approved values, and generated artifact lineage before adding a full review UI.
Dev.to · Iteration Layer
🛠️ AI Tools & Apps
⚡ AI Lesson
3mo ago
Why n8n Workflows Break When Every Step Uses a Different Vendor
Why multi-vendor n8n workflows fail in production: credentials, billing, retries, data shapes, binary files, and operational ownership.
Dev.to · Iteration Layer
🛠️ AI Tools & Apps
⚡ AI Lesson
3mo ago
How to Route Low-Confidence Document Fields to Human Review in n8n
Build an n8n review branch for low-confidence document fields so uncertain values get checked before they update downstream systems.
Dev.to · Iteration Layer
🛠️ AI Tools & Apps
⚡ AI Lesson
4mo ago
Process Images From Your Coding Session — Smart Crop, Convert, Compress via MCP
Use MCP to resize, smart crop, convert, and compress images directly from Claude Code or Cursor. Chain 24 operations without leaving your editor.
Dev.to · Iteration Layer
🛠️ AI Tools & Apps
⚡ AI Lesson
4mo ago
Parse Documents Inside Claude and Cursor with MCP — No Code Required
Use MCP to parse invoices, contracts, and receipts directly from Claude Desktop or Cursor. No code, no server, no pipeline.
Dev.to · Iteration Layer
🛠️ AI Tools & Apps
⚡ AI Lesson
4mo ago
Process Invoices in n8n Without Burning LLM Credits on Every Document
Most n8n invoice workflows chain OCR and LLM services that bill per token. Iteration Layer extracts structured invoice data at a fixed credit cost per document.
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