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Tag: JSON compression

Jun 06
2026
0

Headroom: Cutting LLM Token Costs Without Cutting Answers

Posted by Rushi

Your agentic app just ran a search. The tool returned 500 results as JSON. Your agent appended all of it and fired off an API call — 45,000 tokens to answer a question that needed maybe 4,500. Tejas Manohar, a senior engineer at Netflix, hit this problem every day. He was running out of tokens […]

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tech agent architecture, agentic AI, Agno, AI costs, AI infrastructure, anthropic, BM25, CacheAligner, CCR, Claude Code, code compression, CodeAwareCompressor, compression, ContentRouter, context management, context optimization, Cost Optimization, cursor, deep dive, developer tools, Google, Headroom, headroom-ai, inference cost, IntelligentContext, JSON compression, KV Cache, LangChain, llm, log compression, LogCompressor, LRU cache, MCP, openai, Production AI, prompt caching, prompt engineering, proxy, Python, RAG, SDK, SmartCrusher, Strands, token compression, token reduction, tool calls, typescript, Vercel AI SDK

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ai AI agents AI coding agents angularjs anthropic artificial intelligence automation browser Chrome claude Claude Code code context window css cursor design developer productivity developer tools git Google html images java javascript js linux llm LLMs machine learning MCP nasa ollama open source productivity programming prompt engineering Python Research software engineering Spec-Driven Development typescript video videos Windows youtube

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