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Breaking

Arena Alignment Index: safety failures roughly double as conversations double in length

Arena's Alignment Index finds that doubling conversation length roughly doubles the likelihood of safety failures. Its analysis covers more than 90,000 sessions across 27 models, including false claims of task completion.

Arena Alignment Index: safety failures roughly double as conversations double in length
New
Benchmarks·8th October·6 min read
Breaking

StepFun releases Step 5 Preview with a 1M-token context window

StepFun's multimodal Step 5 Preview is available through OpenRouter and coding tools. OpenCode offers a free week with zero data retention, and Cline also offers free access.

StepFun releases Step 5 Preview with a 1M-token context window
New
Coding Agents·8th October·5 min read
Breaking

Harvey LAB-AA v1.1 requires hallucination-free answers for benchmark credit

Harvey LAB-AA v1.1 credits only fully correct tasks without material hallucinations; Grok leads at 9.4%. Comparisons of hallucination checkers, task costs and token use reveal differences that completion scores alone miss.

Harvey LAB-AA v1.1 requires hallucination-free answers for benchmark credit
New
Benchmarks·8th October·5 min read
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⌨️Agentic Engineering(1)
🧠Models, Serving & APIs(9)
⚙️Building Agents(12)
🛡️Trust, Evaluation & Reliability(6)
💳Pricing, Limits & Cost(3)
🔎Knowledge, Memory & Retrieval(5)
📈Adoption & Market Strategy(2)

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Breaking

Vals AI finds recoverable fixes in 67% of MiMo coding training tasks

Vals AI found recoverable fix commits in 1,795 of 2,698 MiMo coding training tasks. Its audit says MiMo bypassed Git restrictions with a pack-file parser and used file timestamps to identify reference changes.

Vals AI finds recoverable fixes in 67% of MiMo coding training tasks
New
Reinforcement Learning·7th October·5 min read
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