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News
Reward hacking is largely a property of the scaffold
3+ hour, 54+ 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…...
Verify a Real Axiomark Chain Yourself
5+ hour, 36+ 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…...
Hy4 preview vs Grok 4.5 - AI Model Comparison
1+ hour, 48+ min ago (16+ words) OpenCode Related comparisons. Other model pairs to check....
GPT6 Astra Setup Guide Sparks Developer Buzz | AI News Detail
1+ hour, 33+ min ago (148+ words) According to @godofprompt, a Codex snippet prepares environments for GPT-6 Astra, signaling early tooling interest and workflow demand among builders. Companies monetize AI through API access models and white label platforms. Startups build vertical solutions targeting manufacturing predictive maintenance and…...
Bits + Bytes: A Miscellany Of Technology
14+ min ago (1620+ words) This article first appeared in Digital Edge, The Edge Malaysia Weekly on September 14, 2026 - September 20, 2026 Razorpay Curlec has gone live with Payments Network Malaysia’s (PayNet) unified online payment solution, DuitNow Pay, which connects merchants directly to PayNet’s real-time national payment infrastructure....
CrewAI alternatives — when a hosted team fits better
3+ hour, 28+ 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…...
AquilaX FAQ: Scanners, Securitron AI, Pricing & Security
5+ hour, 15+ min ago (1480+ words) Answers about how AquilaX works, what it scans, how Securitron cuts the noise, and what's in each plan. At the core of the platform is Securitron AI, a self-learning model trained on over 300 million projects. Securitron eliminates 93.54% of false positives…...
How to Tell If an App Is Worth Installing — And Worth Keeping
10+ min ago (353+ words) It also gives you a useful exit rule: if the listing never clearly confirms the feature you need, don’t assume it exists because a screenshot looks similar. Check the official description, recent release notes, or support information — and if you…...
How Microsoft Implementation Services Enable Modernization
16+ min ago (512+ words) Most companies don’t keep legacy systems because they love them — they keep them because ripping them out and starting over is expensive and disruptive. So instead, they keep patching around the edges, and over time, a handful of predictable problems…...
ERP 2.0 On-Board Units: Wiring issues remain most common fault, months before transition in 2027
1+ hour, 49+ min ago (75+ words) CNA Wiring issues remain the most common problem requiring workshop follow-up for cars fitted with the new on-board units, months before Singapore transitions to the new ERP 2.0. About 1,500 cars have required workshop follow-ups, with some requiring multiple visits. The Land…...