Machine Learning Algorithms & Natural Language Processing
Jul 8, 2026 · Artificial Intelligence
How pxpipe Cuts Fable 5 Token Costs by Up to 70%
A clever hack called pxpipe renders large text contexts as dense PNG images, lets Claude’s vision channel read them, and reduces Fable 5 token usage by 59‑70%, with benchmark numbers, limitations on exact string reading, and links to related research such as CLIPPO and DeepSeek‑OCR.
ClaudeFable 5LLM cost saving
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