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Open-Source AI New metric reveals AI agents behave inconsistently

New metric reveals AI agents behave inconsistently

A new arXiv metric shows AI agents can pass tasks yet behave unpredictably across them, exposing a reliability gap that success-rate scores…

Jinultimate · Aug 17, 2026
Open-Source AI AI coding ability jumped 6x a year as costs fell

AI coding ability jumped 6x a year as costs fell

An arXiv review follows AI from BERT in 2018 to frontier agents in 2026, finding coding ability up sixfold a year while…

Jinultimate · Aug 17, 2026
Open-Source AI One INT8 kernel swap changes every vLLM output

One INT8 kernel swap changes every vLLM output

A new arXiv preprint swaps CUTLASS for Triton inside vLLM and finds no matching sequences, tracing the drift to scale rounding, not…

Jinultimate · Aug 17, 2026
Open-Source AI Agentao lets hosts veto every AI agent action before it runs

Agentao lets hosts veto every AI agent action before it runs

Agentao proposes a local-first runtime that splits an LLM's action proposals from host-authorized execution, adding permissions, replay, and audit trails.

Jinultimate · Aug 17, 2026
Open-Source AI arXiv paper scores AI harnesses without labels

arXiv paper scores AI harnesses without labels

New arXiv framework judges if an LLM-with-memory agent improves by measuring how fast a student converges to a stronger teacher, no labeled…

Jinultimate · Aug 17, 2026
Open-Source AI New Transformer swaps global attention for block memory

New Transformer swaps global attention for block memory

An arXiv paper shows BCMT matching dense Transformer quality on long context while raising training throughput and lowering memory use.

Jinultimate · Aug 17, 2026
Open-Source AI Batch pruning keeps reasoning models fast at scale

Batch pruning keeps reasoning models fast at scale

A training-free pruning method lets reasoning models keep accuracy and speed under batched inference, beating prior art by 39.7 points at 50%…

Jinultimate · Aug 17, 2026
Open-Source AI Microsoft patches 10 .NET flaws in August 2026 update

Microsoft patches 10 .NET flaws in August 2026 update

Microsoft's August 2026 .NET servicing update fixes 10 CVEs across .NET 8, 9, and 10, including remote code execution and privilege flaws.…

Jinultimate · Aug 16, 2026
Open-Source AI arXiv agent-memory model bars stale, retracted data

arXiv agent-memory model bars stale, retracted data

Researchers propose Governed Persistent Memory, an auditable model that blocks agents from releasing claims built on retracted, deleted, or stale records.

Jinultimate · Aug 16, 2026
AI OpenAI opens its cyber models to 16 security firms

OpenAI opens its cyber models to 16 security firms

Accenture, IBM, Cloudflare and 13 other partners can now run OpenAI's controlled-access cyber models inside the security services their clients already buy.

Jinultimate · Aug 16, 2026
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