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    Portrait of Hana Ishikawa

    Hana Ishikawa

    Evaluations Editor

    Tokyo, Japan · Joined 2025

    Hana edits AgentCrunch's benchmark coverage, digging into what evaluation numbers actually mean — and when they don't mean much at all.

    She has a soft spot for reproducibility, unglamorous methodology notes, and any benchmark that punishes a model for confidently making things up.

    LLM evaluationReasoning benchmarksReproducible science

    Stories by Hana

    01
    Benchmarks

    GPT-6 Astra: OpenAI's New AI Changes Everything

    Explore the groundbreaking capabilities of OpenAI's GPT-6 Astra, a new AI model set to redefine industry benchmarks with advanced reasoning and multimodal understanding. Compare its performance.

    12 Minutes · Sep 12, 2026

    02
    Benchmarks

    Grok 4.6 Scores 61 on New AI Index

    Grok 4.6 scores 61 on the new Artificial Analysis Intelligence Index. Our hands-on review breaks down its performance, compares it to alternatives, and explores its practical applications and limitations.

    8 Minutes · Aug 31, 2026

    03
    Benchmarks

    Grok 4.6: Benchmarking the Future of AI Advancement

    Explore hypothetical Grok 4.6 advancements and benchmarks. Examine text-to-video models, on-device AI, coding agents, and the competitive AI development landscape.

    12 Minutes · Aug 22, 2026

    04
    Benchmarks

    Needle2: 14MB Agentic LLM for Phones, Wearables, and Robots

    Discover Needle2, the revolutionary 14MB agentic LLM enabling AI on phones, wearables, and robots. Explore its impact on edge computing and the future of intelligent devices.

    9 Minutes · Aug 12, 2026

    05
    Benchmarks

    Can AI Be a Senior Engineer? New Benchmark Says Yes

    The Senior SWE-Bench, a new open-source benchmark, rigorously assesses AI agents' capabilities as senior software engineers, evaluating complex coding, system design, and debugging skills beyond simple task completion.

    8 Minutes · Jul 26, 2026

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