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News
AI Document Processing: What Production Systems Actually Need
2+ mon, 1+ week ago (1315+ words) Three weeks, two engineers, one prompt. They tested it on twenty invoices from their biggest vendor: 95% field accuracy, clean JSON, ready to ship. Six weeks later, the pipeline was silently dropping…...
Claude Fable 5 Is Back, and It Now Reroutes Some of Your Requests to Opus 4.8 Automatically
2+ mon, 1+ week ago (139+ words) After roughly three weeks offline, Claude Fable 5 is available again as of July 1, and the version that …...
Prompting, RAG, Fine-Tuning, ICL
2+ mon, 1+ week ago (31+ words) Most AI failures aren’t fixed by switching techniques — they’re fixed by identifying which layer actually failed. Most teams don’t solve LLM problems by …...
Why Cost Per Token Is the Wrong AI Metric
2+ mon, 1+ week ago (276+ words) Cost per token is an infrastructure metric. Cost per successful task is a business metric. Here’s the one equation that connects them — and why it flips …...
Paper Walkthrough — MACT: A Multi-Agent Collaboration Framework for Visual Document Understanding
2+ mon, 1+ week ago (124+ words) From one model doing everything to four specialists doing one thing well A financial report is not …...