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Featured image for article: Why Bigger Context Windows Won't Save Your AI—And What Actually Will
Oct 17, 2025 developer copilot with receipts version aware knowledge graph context copilot for GitHub Slack Notion and PDFs provenance backed answers for engineers RAG for technical PDFs and docs IDE Slack MCP CLI web integrations reduce onboarding time and repetitive questions

Why Bigger Context Windows Won't Save Your AI—And What Actually Will

Modern AI models advertise million-token context windows like they're breakthrough features. But research shows performance collapses as context grows. Here's why curated context and precise retrieval beat raw token capacity—and how we've already solved it.