AI Isn’t Replacing Workers. Companies That Implement It Well Are Hiring More.

A study of 21,559 U.S. companies from Ramp and Revelio Labs found that heavy AI spenders grew headcount about 10% over two years, with entry-level hiring up around 12%, while modest adopters saw no real change. The dividing line isn’t whether a company uses AI, it’s how deeply it implements it. Access to a capable […]

The AI Bottleneck Has Moved: Why Every Major AI Vendor Is Now Selling Implementation

The AI bottleneck has shifted from building models to implementing them. Microsoft’s $2.5 billion Frontier Company and AWS’s $1 billion Forward Deployed Engineers both bet that the next competitive advantage is helping organizations actually deploy AI and produce measurable outcomes, not shipping a better model. Foundation models are becoming commodities, while enterprise knowledge, governance, security, […]

2026 Is Becoming the Year of AI Efficiency

2026 won’t be remembered for GPT-5.5, Claude, or Gemini topping another benchmark. It will be remembered as the year AI efficiency became an engineering discipline. Optimization is now happening at every layer of the stack, from smarter models and context engineering to tool compression, persistent memory, retrieval, orchestration, and governance. The next AI leaders won’t […]

Ottawa’s Backboard Signals the Next AI Race: Better Systems, Not Bigger Models

The next AI race won’t be won by the biggest model. It will be won by the best systems built around the models we already have. Ottawa-based Backboard is betting on exactly that, shipping persistent memory, orchestration, and inference optimization instead of another foundation model. That same shift is why token efficiency is becoming its […]

Stop Talking to Strangers! Now Even Your Web Server Needs to Be Careful

The web has spent thirty years answering every knock at the door, while we teach kids never to talk to strangers. With bots and AI agents now dominating internet traffic, the CAPTCHA and fingerprinting arms race is a losing game. Cloudflare’s new Private Access Control Tokens, built with major browser vendors, point at a different […]

Your Laptop Is Becoming the Next AI Datacenter

The next major AI shift is not a bigger model. It is where the model runs. Frontier capability is compressing fast enough that a MacBook Pro, Mac Studio, Copilot+ PC, or RTX workstation can already do real work offline, and the next wave is persistent on-device assistants that know you, internal company models that keep […]

The Knowledge Manager Is Coming Back. AI Made the Job Necessary Again.

Search solved discovery, not trust. Twenty years of digitization left most enterprises with conflicting policies, stale documents, and undocumented tribal knowledge that human employees navigated by judgment. AI assistants don’t navigate by judgment. They treat every document as a candidate for truth, and they confidently surface the wrong one. Most AI rollouts stall on the […]

App Releases Are Soaring, App Usage Is Flat. AI Just Hit Its Dot-Com Moment.

A new MIT and Wharton paper, Writing Code vs. Shipping Code, finds that agentic AI coding tools have driven a sharp jump in commits, projects, and app releases, but the gains shrink as work moves through delivery and iOS app usage has barely moved. It looks like a replay of the dot-com era. Producing software […]

Apple Just Showed Why AI Governance Is the New Battleground

Apple’s WWDC 2026 announcement of a new Siri running on Apple and Google Gemini models is being held back from EU iPhone and iPad users over regulatory concerns. The signal is bigger than the launch delay. The hard part of AI has shifted from building it to governing it, especially when the company that owns […]

Google Broke the Search Contract. Are Subscriptions the Fix?

AI search broke the traffic deal that funded twenty years of publishing. Google’s new Subscribed label inside AI Overviews and AI Mode is the first real signal that the company is rebuilding around relationships, not just rankings. A paid subscription is a stronger trust signal than backlinks, clicks, or engagement, and it points toward a […]

AI-Powered Worms Are Coming: What CleverHans’s Research Means for Defenders

CleverHans’s prototype AI-powered worm replaces a hard-coded exploit with an autonomous agent that reasons about each target, finds an opening, and keeps moving, closer to an automated penetration tester than a traditional worm. NotPetya did billions of dollars in damage in 2017 without any of that intelligence; an objective-driven successor would be materially harder to […]

LinkedIn Just Created the Rotten Tomatoes of AI

LinkedIn’s Crosscheck is a crowdsourced AI leaderboard where professionals rate model responses, scored by industry, function, and seniority. Rotten Tomatoes for language models, with real career context attached to every rating. The interesting move isn’t the feature; it’s who is doing the ranking. Whoever owns the leaderboards may end up shaping AI adoption more than […]

Scoring My Canada AI Strategy Predictions: Plus the Sixth Pillar I Missed

Scoring my five-prediction post on Canada’s next AI strategy a few days later: sovereign compute (9/10) and standards over regulation (9/10) look strongest, Canadian AI champions and Trusted AI positioning both hold up, and the agents-and-MCP call was right in direction but too specific in language. The sixth pillar I missed is data sovereignty and […]

Prediction: Canada’s Next AI Strategy Will Be About Compute, Sovereignty, and Trust

Canada’s 2017 Pan-Canadian AI Strategy was a research strategy, and it worked, the next one will be industrial policy. Expect sovereign compute as national infrastructure, harder pressure for Canadian AI champions, governance through standards instead of sweeping regulation, an agent-and-MCP focus rather than chatbots, and Canada positioning itself as the “Trusted AI” country. The question […]