{
  "id": 5799195,
  "title": "Portal by Spotify cut my Claude Code token usage by 90%",
  "url": "https://urgent.news/2026/09/04/portal-by-spotify-cut-my-claude-code-token-usage-by-90",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-04T23:38:50.000Z",
  "source": {
    "name": "Hacker News Best",
    "slug": "hacker-news-best",
    "url": "https://engineering.atspotify.com/2026/9/portal-by-spotify-cut-my-claude-code-token-usage-by-90"
  },
  "original_language": "en",
  "account": "Spotify's Portal introduced a tool called AiKA Modes to help developers save on expensive AI coding token usage. By routing certain tasks to cheaper models, developers can keep using expensive frontier models only when truly needed. The solution involves creating two modes: a \"bulk-reader\" for reading multiple code files and a \"code-writer\" for generating output code. The bulk-reader mode specifically helps when Claude Code would otherwise need to read large files to answer a single question, significantly reducing token usage. By delegating I/O tasks to cheaper models, developers can save up to 90% on token costs while still getting accurate results.",
  "summary": "Article URL: https://engineering.atspotify.com/2026/9/portal-by-spotify-cut-my-claude-code-token-usage-by-90 Comments URL: https://news.ycombinator.com/item?id=49571465 Points: 205 # Comments: 111",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 2,
    "also_reported_by": [
      {
        "outlet": "Dev.to",
        "title": "I audited my own Claude Code logs and found real leaked credentials",
        "url": "https://urgent.news/2026/09/04/i-audited-my-own-claude-code-logs-and-found-real-leaked-credentials",
        "published": "2026-09-04T15:01:52.000Z"
      }
    ]
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}