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This article dives into the importance of the "harness" in autonomous red teaming, arguing that it’s not just the raw power of a language model that matters, but how it’s orchestrated. The author, Ken Huang, points out that many organizations are misled by the allure of cutting-edge models, often leading to failures in offensive security tasks. When these models are directly tasked with penetration testing without a proper harness, they can easily get lost in context, hallucinate vulnerabilities, or trigger refusal filters, which can derail an entire operation. Ridge Security's research highlights the pitfalls of heavily aligned models, which, while designed to prevent misuse, can hinder legitimate security research by over-refusing requests. The article emphasizes finding a balance, or a "Goldilocks Zone," where a good enough model paired with a specialized harness can outperform even the most advanced models. Ridge Security’s benchmarks show that models like DeepSeek v3.2 can match or exceed the performance of frontier models when used with the right tools, demonstrating that effective orchestration is key to successful offensive security. The findings also reveal significant cost differences in running these models, with some open-source options proving more efficient in terms of both token consumption and overall costs. This insight could reshape how organizations approach their security strategies, focusing on the orchestration of capabilities rather than just the models themselves.
storyflo · tech·18 min…Yao on their new model, and the world awaits the release of GPT-5.6 Sol Ultra, people are racing to find the limits of Fable 5 before the subscription subsidy ends tomorrow. Thariq had been working on…
…de, then blind-tests Sonnet 5 against Sonnet 4.6, Opus 4.8, GPT-5.5, and Gemini 3 Pro across PRDs, prototypes, agentic tasks, and agent personality. She breaks down what won, what failed, and how buil…