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 […]
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 […]
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 […]
Stop Treating AI Like an Employee: What the Meta Support Incident Teaches Us About AI Security
The Meta AI support incident isn’t really a story about insecure AI. It’s a story about teams putting AI inside the security boundary instead of in front of it. The fix is architectural: treat AI as an untrusted communication interface, and route every sensitive decision through a layered stack of verification, authorization, and execution systems […]
Microsoft’s AI Strategy Is Becoming Clear, And It’s Much Bigger Than Copilot
Microsoft’s Frontier announcements reveal a strategy much bigger than Copilot. Microsoft IQ stitches together Work IQ, Fabric IQ, and Foundry IQ into a permission-aware enterprise memory layer; Copilot Cowork turns Copilot from assistant into multi-step operator across Office; and Agent 365 wires governance into Entra, Purview, and Defender. The real bet is owning the full […]
The Best AI Subscription for Business in 2026
Frontier models have converged enough that leaderboard scores no longer settle the business AI subscription question. ChatGPT Plus is the strongest all-around platform today on breadth, tooling, and agent readiness. Claude has the best raw reasoning and writing but the worst token economics. Gemini Advanced wins on Google Workspace integration, Copilot Pro wins on Microsoft […]
Google Is Breaking the Internet
Google’s biggest Search change in 25 years quietly rewrites the economic contract of the web. AI Search no longer points users at sites, it absorbs them and answers in front of them, while pushing crawler load up and human visits down at the same time. Publishers lose pageviews, ad inventory, attribution, the reader relationship, and […]
AI Capex Is Becoming the New Arms Race
AI capex is starting to dwarf the rest of tech. SpaceX’s IPO disclosures suggest its AI infrastructure spending now exceeds its rocket spending, and the four U.S. hyperscalers are projected to spend roughly $725 billion on capex in 2026 alone. China is deploying tens of billions through industrial policy, the Middle East is funding sovereign […]
AI Leadership Increasingly Depends on Physical Infrastructure Control
AI leadership is shifting from a software contest to an infrastructure contest. SpaceX’s IPO filings describe a vertically integrated AI platform of launches, satellites, Starlink connectivity, compute, and even orbital data centres, a signal that energy, GPUs, connectivity, manufacturing, and distribution are becoming the real competitive moats. For countries like Canada, that means sovereign compute, […]