Claude Code Leads: Why 75% of Developers Prefer Its Repo-Aware Edits Over Codex
“It reads the whole repo before it edits.” That sentence explains why 75% of respondents in my survey reported using Claude Code One clear signal came from 138 self‑selected replies to a single question: “Do you use Claude Code or OpenAI Codex? If so, which did you choose, and why?” The answers were practical and […]
AI agents in cyber attacks: Taiwan incident and practical CISO playbook
Three executive takeaways Incident reported: Taiwan’s Ministry of Digital Affairs detected an “abnormal attack” beginning 20 July, investigators say it combined manual operations with AI‑agent assistance. Single‑source claims matter: An Israeli firm, Dream, told the Financial Times the intrusion used open‑source AI agents and claimed at least 85 government accounts and more than 2, 500 […]
Grok 4.6: 500,000‑Token Context — implications for long‑running agents, caching, and pilots
TL;DR: Grok 4.6 provides a 500, 000-token single-session context, which helps with long debugging, knowledge work, and long-running agents. SpaceXAI reports improved multi-step self-checking, but those behavioral claims are vendor-published and not yet independently reproduced. Cost, routing, and transparency trade-offs mean pilots are essential. What Grok 4.6 actually is (short) SpaceXAI describes Grok 4.6 as […]
Open weights and gatekeepers: an executive playbook for provenance, risk, and layered openness
Open weights, gatekeepers, and the responsibility of engineers and executives If your company uses or buys AI, the dispute over openness vs. control isn’t academic, it changes risk profiles, vendor bargaining power, and even geopolitical exposure. At the Ai4 conference in Las Vegas, framed the debate in clear, divergent ways: Geoffrey Hinton, Fei‑Fei Li, and […]
Amazon Bedrock cost attribution with Amazon Athena and CUDOS using CUR 2.0 IAM principal data
Part 2: Amazon Bedrock cost attribution with Amazon Athena and CUDOS A single model call can cost anywhere from fractions of a cent to several dollars depending on the model and token counts. That makes knowing who made each call essential for cost control. AWS now includes per-request caller identity in the Cost and Usage […]
Aptoide on Google Play: Partial ‘Aptoide Games’ Listing Raises IT and Security Concerns
Aptoide on Google Play: a partial arrival that raises real questions for businesses and IT Spotting Aptoide listed in the U.S. Google Play Store looked like a legacy player showing up to a meeting with only half its deck. After litigation from Epic Games forced Google to allow certified third-party Android app stores, Aptoide appears […]
AI capex is tightening crypto liquidity: a testable market hypothesis and executive playbook
When big AI capex meets thin crypto order books Walk any major crypto market and you’ll notice it: fewer large bids, wider spreads, and less activity overall. Spencer Hallarn, Head of Markets at GSR, calls it “a slow market.” He offers a clear hypothesis, that large AI infrastructure spending is pulling capital and institutional attention […]
PROVE: Xiaomi’s No‑Reference Perceptual Metrics (RC‑S, RC‑T) and PROVE‑Bench for Object Removal
PROVE: Xiaomi’s Perceptual Evaluation Suite for Object Removal (RC‑S, RC‑T + PROVE‑Bench) Removing an object from a photo or video rarely has a single pixel‑perfect answer. Many different fills can look fine to a human viewer even though they diverge at the pixel level. Because of that one‑to‑many nature, Xiaomi’s MiLM Plus team built PROVE, […]
AI Flyers: Practical Rules, Prompts, and Export Checklist for Readable, On-Brand Designs
How to make AI flyers people won’t hate (and actually read) Your event flyer lands in an inbox like a confession: twelve fonts, three competing photos, and the RSVP buried in a footnote. That’s the signature of a rushed AI-generated job, fast and serviceable, but forgettable. Many AI-generated flyers show the same avoidable sins: too […]
Shortlisting ML vendors in 2026: platforms, services and contract SLAs for production
How to shortlist ML vendors in 2026, platforms, services and the contract items that separate pilots from products Vendor roundups are plentiful. Procurement-ready guidance is not. If your goal is models that survive contact with the real world, including retraining cadence, monitoring, on-call ownership and integration into a system of record, you need a different […]