Make AI Coding Agents Do What You Want: Spec-Driven Development with GitHub Spec-Kit

Make AI Coding Agents Do What You Actually Want — GitHub Spec‑Kit and Spec‑Driven Development TL;DR: Spec‑Driven Development (SDD) turns living product specs into machine‑readable plans for AI coding agents, reducing guesswork and rework. GitHub Spec‑Kit (Specify CLI + extensions) provides a repeatable pipeline that generates plans, ordered tasks, and validated implementations so teams can […]
Oracle’s Mass Layoffs: Forfeited RSUs, Limited Severance, WARN Act Risks and What Leaders Should Do

When Severance Isn’t Enough: Oracle’s Layoffs, Lost RSUs, and What Leaders Should Do Executive summary (TL;DR) Oracle cut an estimated 20,000–30,000 roles on March 31 (reported). Severance: four weeks’ pay for the first year + one week per year of service (capped at 26 weeks) and one month of COBRA (health coverage). Oracle chose not […]
American Airlines Power Bank Rules (May 1): What Business Travelers Need to Know

American Airlines power bank rules (May 1): What business travelers must know You can be stopped at the gate over a power bank. As of May 1, American Airlines tightened how travelers carry and use portable chargers: you can bring up to two power banks, each must be 100 Wh or less, and recharging them […]
Canvas LMS Extortion & Data Breach by ShinyHunters: Immediate Steps for Students and Schools

Canvas Data Breach Explained: What the ShinyHunters LMS Extortion Means for Students and Schools TL;DR: ShinyHunters claims to have stolen roughly 275 million student records from Canvas (Instructure). That number comes from the attacker and remains unverified. Immediate steps for students: change passwords, enable multi‑factor authentication (MFA), watch for phishing, and monitor breach-checking services like […]
Claude Mythos and the New Vulnerability Era: 180-Day Playbook for CIOs and CISOs

Why Anthropic’s Claude Mythos changed the vulnerability game — and what businesses must do next TL;DR Anthropic’s Claude Mythos demonstrated that modern AI agents can find software vulnerabilities at scale, prompting a limited release to partners. Other models—including OpenAI’s GPT-5.5 and smaller open models—can produce similar outcomes, so this capability is already broadly available. Short […]
Why Human Translators Still Matter in the Age of AI Translation for Business

Being human helps: why Europe’s translators still matter in the age of AI translation When French literary translator Yoann Gentric ran the same passage through DeepL in 2022 and again in 2025, the later output read smoother but still chose phrasing a human wouldn’t. That small difference — a single word or rhythm that changes […]
How AI Voice Agents and Document Intelligence Solve Specialty Referral Intake Bottlenecks

Referral Automation: How AI Voice Agents and Document Intelligence Fix Specialty Intake Delayed specialist callbacks aren’t usually the result of clinician indifference — they’re the product of broken administrative plumbing. When referrals still arrive by fax, small intake teams juggle mountains of paperwork, and scheduling depends on manual outreach, patients wait longer for care and […]
White House AI Pivot: Business Playbook for Model Review, Political Churn, and Health Shocks

When the White House Signals an AI Pivot: A Business Playbook for AI Oversight, Political Churn, and Health Shocks On May 7, 2026, three headlines intersected around a single operational question: can institutions keep pace with fast, distributed risks? A reported executive order to create federal review of AI models, the firing—and subsequent congressional run—of […]
How to Secure Short-Term GPU Capacity for ML: On-Demand, Spot, EC2 Capacity Blocks & SageMaker

How to secure short-term GPU capacity for ML: on‑demand, Spot, EC2 Capacity Blocks for ML, and SageMaker training plans TL;DR: Try on‑demand for immediate experiments. Use Spot GPU instances for cost‑sensitive, interruptible jobs. When launch dates are fixed, reserve short‑term capacity with EC2 Capacity Blocks for ML (if you manage infrastructure) or SageMaker training plans […]
ReMarkable Paper Pure vs Kindle Scribe — Which E‑Ink Tablet for Note‑Taking & AI Features?

ReMarkable Paper Pure vs Kindle Scribe — which E Ink tablet for digital note‑taking and AI features? Quick decision snapshot Choose Kindle Scribe if your day is mostly reading, annotating PDFs and e‑books, and you want backlit Paperwhite convenience plus Amazon’s content ecosystem. Choose ReMarkable Paper Pure if you need a distraction‑free digital paper tablet […]