Agents
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Open Source
Strix turns AI agents into autonomous pentesters, but its 96% benchmark needs context
Strix uses autonomous AI agents to validate vulnerabilities with PoCs. Aipolix examines its architecture, coding-agent integration and 96% XBEN claim.
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Open Source
User Scanner gives AI agents recursive OSINT, making scope control the real governance problem
User Scanner v1.5.1 adds MCP to recursive OSINT cross-scanning. Aipolix examines why agent permissions need investigation-scope lineage.
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Business
Meta’s AI-native overhaul hit the limits of agent productivity
Reuters’ Project OT investigation shows how Meta’s AI-native workforce plan ran into productivity, reliability, security and organizational constraints.
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Agents
Google turns agent spending limits into runtime controls
Google Cloud adds pooled quotas, pay-as-you-go billing and project spend caps for Gemini Enterprise, Antigravity and other agent workloads.
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AI Governance
OpenAI’s Hugging Face postmortem exposes agent control failures
OpenAI’s August 26 postmortem details warning signs, delayed detection, agent coordination and new containment controls after the Hugging Face breach.
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Agents
OpenAI gives ChatGPT and Codex a structured WebMCP path into websites
OpenAI adds WebMCP-based Site tools to ChatGPT and Codex, letting browser agents invoke structured website actions inside live authenticated sessions.
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Research
AdaptRubric gives GUI agents task-specific rules for judging success
AdaptRubric builds task-adaptive rubrics for GUI-agent evaluation, with reported gains in reward-model F1 and reinforcement-learning task success.
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New Products
Perplexity moves its Computer agent onto local NVIDIA hardware
Perplexity Portable Computer runs agent models, orchestration, local search and sandboxed tools on NVIDIA DGX Spark with optional cloud escalation.
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Research
Recuris improves long-horizon agents by evolving memory, not model weights
Recuris keeps the base LLM frozen while evolving working and experiential memory, with reported gains across long-horizon agent benchmarks.
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Agents
Google packages Gemini agents for legal and financial workflows
Google Cloud launches Gemini Enterprise for Legal and Financial Services with MCP connectors, A2A APIs, managed agents and governed enterprise controls.
