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Token Trickery: Can Converting Text to Images Slash Your LLM API Costs?

Token Trickery: Can Converting Text to Images Slash Your LLM API Costs?

2 min read
A novel experiment reveals sending text as images to OpenAI's GPT-5 can reduce prompt tokens by 40%, but hidden trade-offs in completion tokens and latency make it impractical. This deep dive examines the data and why developers should prioritize efficiency elsewhere.
StructLM: Slash LLM Token Costs with a Lean Schema Language for Structured Output

StructLM: Slash LLM Token Costs with a Lean Schema Language for Structured Output

3 min read
StructLM introduces a token-efficient schema language that cuts LLM prompt overhead by up to 58% compared to JSON Schema while maintaining accuracy. This TypeScript-native library offers Zod-like validation and type safety for AI outputs, revolutionizing how developers extract structured data from language models.