4+ hour, 4+ min ago   (1062+ words) Do evaluation cues trigger reward hacking? Same model, same 103 impossible coding tasks, same prompt: 63% cheating inside the benchmark's own agent scaffold, 2% inside an ordinary coding agent. Data, harness code, and analysis scripts: github.com/mac-n/scaffold-effect. Every number below is…...

5+ hour, 46+ min ago   (521+ words) Everyone in this market says their records are independently verifiable. Very few of them will hand you a record and let you try. Below are two sealed decision chains: one intact, one with a single field altered after sealing. Verify…...

1+ hour, 58+ min ago   (16+ words) OpenCode Related comparisons. Other model pairs to check....

3+ hour, 38+ min ago   (149+ words) brewyard.ai CrewAI is an open-source Python framework for building multi-agent systems. You define the agents, their roles, their tools and how they cooperate — in code. You choose the models, you provide the infrastructure, and you keep the system running…...

54+ min ago   (1443+ words) The fastest way to lose confidence in bot protection is not to miss a bot. It is to block a real customer. A missed scraper costs bandwidth or content. A blocked customer costs a sale, a support escalation, and trust…...

48+ min ago   (430+ words) Codex feels slow, or it overthinks a trivial fix. The knob for that is reasoning effort, the Codex counterpart of extended thinking in Claude Code, controlled by the model_reasoning_effort key. In short: set model_reasoning_effort = "high" (or another value) in ~/.codex/config.toml…...

1+ hour, 26+ min ago   (181+ words) Developers are rapidly connecting autonomous AI coding assistants (Cursor, Claude Desktop, Windsurf, Zed, or custom LLM frameworks) directly to local systems via the Model Context Protocol (MCP). While giving AI access to terminal execution, filesystem tools, and databases dramatically accelerates…...

1+ hour, 22+ min ago   (1246+ words) This week’s headlines highlight the rapid evolution of AI in China, with models like Qwen and DeepSeek pushing the frontier of capability. But as these models grow more sophisticated, the conversation around how data is stored, queried, and used as…...

1+ hour, 22+ min ago   (19+ words) Problem The flow failed with a connection refused error when the configuration used... Tagged with mule, ollama, inferenceconnector, docker....

1+ hour, 48+ min ago   (351+ words) Researchers have linked OpenAI agents to a May campaign that flooded RubyGems with malicious and spam packages. OpenAI acknowledged that its agents used the platform, but said they were retrieving public information during benign tasks. Nightingale Collective researchers Spencer Kitts,…...