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Artificial Intelligence.

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  1. Artificial Intelligence7 min read

    Can Kimi K3.1 Pro replace Claude Opus 5.5 in your coding agent?

    Yes for test-checked agent runs: Kimi K3.1 Pro ties Opus 5.5 on Terminal-Bench and costs about a third per task. Opus keeps strict specs.

  2. Artificial Intelligence8 min read

    When should you clear your coding agent's context?

    Clear it on a new task, after two failed corrections, or when it circles. Fresh contexts beat one long agent run by 66% in an October study.

  3. Artificial Intelligence9 min read

    Can MiniMax M3.1 Flash fix a real bug for free?

    MiniMax M3.1 Flash fixed a real bug in 3 of 3 runs for $0, in about 4 minutes each. DeepSeek V4.1 Flash took 27 s for 1.4¢.

  4. Artificial Intelligence8 min read

    DeepSeek V4.1 Flash test: 3 of 3 runs green, under 2 cents

    Can DeepSeek V4.1 Flash fix a real bug? 3 of 3 runs passed 18 failing time-zone tests, in about 90 s and under 2 cents each.

  5. Artificial Intelligence11 min read

    Too many MCP tools? 130 tools for half the context tokens

    Too many MCP tools? On SharpOS, 130 tools cost about 32,000 tokens up front, half a strict mirror, with one registry and lazy schemas.