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Cut LLM prompt tokens on structured data — losslessly

BACKGROUND
1 SIGNALFIRST DETECTED 27 June 2026
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27 Mar
I Built a Token Compressor That Cuts LLM Context Size by 60%

<p>Every token you send to an LLM costs money and eats into your context window. If you're stuffing structured data - JSON arrays, database records, API responses - into your

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30 Apr
Fix Your Prompt Structure Before You Touch Your Infrastructure

<h1> Fix Your Prompt Structure Before You Touch Your Infrastructure </h1> <p>Most engineering teams treat LLM inference costs as an infrastructure problem. They evaluate model

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15 Sept
How I Cut 45,000 Next.js Error Tokens to 118 in <0.2ms Using a Rust MCP Server

<p>If you use Cursor, Claude Desktop, or Cline daily,<br /> you have probably watched your rate limits evaporate<br /> because of a single runtime crash.</p> <div class="highlight

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12 Sept
Stop Wasting LLM Tokens! I Built a Rust CLI to Prune JS/TS Codebases by 80% 🦀🚀

<div class="highlight js-code-highlight"> <pre class="highlight plaintext"><code>┌─────────────────────────────────────────────────────────────────────────────┐ │ THE "INFINITE

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23 Aug
Building a Reliable Multi-Agent Pipeline with the Claude API: Orchestration Patterns That Hold Up in Production

<p>Most "multi-agent" demos fall apart the moment you put them in front of real data. One agent's hallucination becomes the next agent's input, costs balloon because every step

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