A user banned by OpenAI for 'Cyber Abuse' used the Codex AI to analyze the reason and write an appeal, which was approved by another AI within minutes.
User banned for 'Cyber Abuse' without clear reason
Pasted ban notice into Codex; AI identified possible trigger (requesting API key for own server)
A tweet about AI's impact on companies, highlighting how AI is gradually infiltrating business operations, potentially leading to automation and job displacement.
We build an autonomous data science agent around DeepAnalyze-8B and run it end to end. We prepare a stable Colab runtime, install the machine-learning dependencies, and load the tokenizer and model in 4-bit mode to fit limited GPU memory. We add a sandboxed execution environment that lets the model generate Python, run it safely, observe results, and continue in an agentic loop. We then hand the agent a multi-file e-commerce workspace and let it clean, join, analyze, visualize, and summarize the data as an analyst-grade report.
Set up Colab runtime and install dependencies, load DeepAnalyze-8B in 4-bit mode for T4 compatibility.
Build a sandboxed code executor to run model-generated Python code safely and capture outputs.
Acxiom's Chief Cloud and Data Modernization Officer Ankur Jain explains how migrating from legacy infrastructure to Databricks' cloud-native architecture enables agentic marketing workflows, reducing months of work to hours, and emphasizes that a solid data foundation is a prerequisite.
Acxiom migrated from on-premises Hadoop to Databricks, achieving 80-90% performance improvements and reducing multi-day workloads to 2-3 hours.
The agentic marketing value chain spans identity resolution, audience planning, media buying, campaign activation, and performance analytics, all automated via AI.
The author shares insights from the AI Engineering conference, highlighting a split between 85% enterprise users learning to leverage AI and 15% cutting-edge practitioners. Critiques the trend of skill sprawl and the overuse of evals in different contexts. Discusses how AI is adopted differently in tech vs. non-tech industries, and advocates for cloud agents over local ones.
85% of AI Engineering conference attendees were enterprise users, only 15% were on the bleeding edge.
Skill sprawl is a growing problem; many teams generate skills without verifying their usefulness.
A technical retrospective covering the rapid maturation of generative spatial AI from May 2025 to June 2026, highlighting key milestones from text-to-mesh and cinematic video to interactive world models, camera-controllable generation, local production pipelines, and AI-native CAD.
Early 2025 saw production-quality 3D assets and video foundations with tools like Meta AssetGen 2.0 and Google Veo 2.
August 2025 marked a shift with Google DeepMind's Genie 3, enabling interactive world generation.
Northwestern researchers developed a cerebellum-inspired memtransistor that consumes very little energy and detects novelties almost instantly. In tests, it identified abnormal heart rhythms within one-fifth of a heartbeat with over 98% accuracy, using 10,000 times fewer computer operations than conventional AI.
New memtransistor mimics cerebellum to ignore routine inputs and react only to unexpected events
Detected arrhythmias in milliseconds with 98% accuracy, using minimal energy
A report by the Cambridge Programme on AI Science & Policy examines how Boko Haram leverages advanced AI for propaganda, recruitment, and attack planning.
The report details AI use in automated propaganda, targeted recruitment, and planning.
It highlights security risks and the need for policy responses.
Willow Voice is a free AI-powered dictation tool for Mac, Windows, and iPhone that lets you type by speaking. It offers smart formatting, speed, style-matching, and works across all apps. Features include 100+ languages, offline mode, and enterprise-grade security. Trusted by over 100,000 professionals.
Free AI dictation tool for Mac, Windows, and iPhone
Works in any app: place cursor, press hotkey, speak, and get perfect text
The AI chip boom just produced its biggest Wall Street moment yet. SK Hynix, a South Korean memory chip giant, said Friday it has raised $26.5 billion in its US market debut, the largest-ever US debut by a non-American company, topping Alibaba’s $25 billion IPO in 2014. Now SK Hynix and Samsung are being asked to build US factories.
SK Hynix raises $26.5 billion in largest foreign IPO in US history.
Nilay Patel argues on The Vergecast that making augmented reality glasses requires a camera next to the eyes continuously recording, with no chip powerful and efficient enough to fit in the stem, forcing cloud data processing or a bulky device like Vision Pro, leading to inevitable privacy invasion that may be too costly for society.
AR glasses need a continuously recording camera near the eyes.
No chip exists that is both powerful and power-efficient enough for real-time processing in the glasses frame.
Cohere proposes Dynamic Speculative Decoding (DSD) that adaptively adjusts the number of draft tokens based on hardware constraints to accelerate LLM inference. It addresses the performance degradation of fixed-k speculative decoding at high batch sizes, validated on dense and MoE models, and is compatible with vLLM's async scheduling and CUDA Graph optimizations.
DSD dynamically adjusts draft tokens based on batch size to optimize compute and memory bandwidth utilization.
Optimal K decreases monotonically for dense models but is non-monotonic for MoE models, peaking at mid batch sizes.
OpenWiki Brains turns sources like Gmail, Notion, Git, X, Hacker News, and web search into a local wiki that agents can use as fresh, proactive memory.
OpenWiki Brains turns external sources into a local wiki for agents to use as proactive memory.
Two modes: Personal Brain for general context and Code Brain for code documentation.
aeovim is a Rust TUI that multiplexes LLM coding agents with a Neovim-like interface, currently wrapping Claude Code and offering features like multi-chat sessions, streaming, and persistence.
aeovim provides a keyboard-native TUI for managing multiple AI coding agents simultaneously.
It reuses Claude Code's infrastructure and supports live multi-turn sessions with streaming output.
This week, Christina Stathopoulos covers AI hardware breakthroughs (IBM sub-1nm chips, OpenAI/Broadcom Jalapeño, NVIDIA liquid cooling), expanding government oversight (Anthropic model access restored, OpenAI equity stake proposal), workforce evolution (forward-deployed engineers, SAP external hiring vs IKEA retraining), and a hopeful story about AI-powered earthquake alerts.
IBM unveils 0.7nm chip technology with 50% performance boost and 70% lower power consumption.
OpenAI and Broadcom launch Jalapeño, a chip designed specifically for LLM inference.