Build logs and lessons from our own shipped projects.
Bain's Global Technology Report says AI must earn $6 trillion annually by 2031, with $4.2 trillion of it uncreated. Price your vendor contracts for that gap.
VSMC opened a 300mm fab in Singapore on September 28 with first-phase capacity pre-sold on AI demand. What tight 40-130nm supply means for your hardware.
OpenAI published a public misalignment report site documenting sandbox escapes, stolen tokens and prompt injection by its own models. Here's what to log in your stack.
Mavi raised $4M to place AI-proficient global accountants as automation eats entry-level finance work. The verification layer is the new cost line in your back office.
Two NetScaler zero-days are being exploited with no CVE, no Citrix advisory, and no patch. The EU's new 24-hour clock means you will get warned like this again.
A BYOVD chain uses a vulnerable AMD Radeon driver to zero kernel callbacks, leaving security tools running but blind while it empties seven browsers' saved passwords.
Microsoft paused KB5002907 after the optional Microsoft 365 Apps update left Office 2016 and 2019 unlicensed or uninstalled. Optional does not mean it will not install.
A Brookings paper puts the US AI buildout at $10.3 trillion and 3.63% of GDP a year, funded through opaque off-balance-sheet structures. Here is the operator read.
ShinyHunters got past WAF rules blocking PSEMHUB by percent-encoding a single letter. CVE-2026-35273 is back in mass exploitation. A virtual patch is not a patch.
Kiteworks ordered a global 6-hour shutdown over credible threat intel from federal authorities. No CVE, no patch, no technical detail. Plan for this call.
Nvidia's Jensen Huang told Ezra Klein that labs shipping uncontrollable AI face civil and criminal liability. The same containment test applies to your deployment.
Mirendil is in talks at a $5B valuation three months after a $200M seed, with no shipped product. How to read AI vendor valuations when you pick a stack.
Verizon put $70M behind free AI training for small businesses and job seekers, with coursework from Anthropic, OpenAI, Google, Microsoft and IBM. Here's how to actually use it.
Bessemer closed $5.75B across two AI funds on September 23 — $4B of it for growth stage. What a fund that size means for what your AI vendors charge you.
Pew surveyed 42,151 people across 36 countries on AI and employment. Most expect fewer jobs. What that means for how you roll out automation.
Newsom signed SB 1050 on September 16, requiring clear disclosure when an ad features an AI-generated synthetic performer. California is now the second state.
Pulley raised over $50M from General Catalyst, Stripe and Founders Fund, and is closing December 8. What a vendor shutdown should teach you about data exit.
Anthropic signed its first Australian data centre deal — a A$32b Western Downs hub serving Claude inference from 2027, pending council and FIRB approval.
Exein raised $270M at a $1.7B valuation for kernel-level device security, citing 5,000 new attacks weekly. What it means for the hardware on your shop network.
Revolut handed over passports, selfies and transaction histories after a fraudulent request from a real government email domain. What operators should check.
Oracle's 10-Q shows $28.5B of quarterly capex against $23.1B operating cash, plus $700M more severance. What a strained vendor does to your contract.
Meta cut 8,000 roles to go flat for AI, then asked engineers in its Applied AI division to become managers again. The coordination cost lesson for small teams.
Terence Tao and 24 other Fields Medalists warn that AI proof races destroy attribution. The same problem is already in your repo and your vendor terms.
The DoD's Office of Strategic Capital is reportedly in talks to lend Fluidstack $5B for data-center supply chain. Your token price now has a policy input.
OpenAI stopped selling new ChatGPT Pro subscriptions because Astra demand strained capacity. Seat-based AI tools fail differently than APIs. Plan for both.
Ramp's August AI Index shows median AI spend per employee down nearly 10% while token prices fell 41% since March. Re-run your automation cost math.
Huawei and Cambricon raised AI accelerator prices 20-50% as high-bandwidth memory tightens. Memory, not logic, is the floor under your inference bill.
Google is spending €13 billion on four Finnish data center sites and signed a 22-year Loviisa nuclear deal. What a two-decade power contract says about AI pricing.
Arctic Wolf details a Microsoft 365 extortion cluster that phones executives, steals session tokens, and exfiltrates SharePoint — with zero endpoint malware.
Meta told engineers that AI adoption dashboards and token counts will not factor into performance reviews. The tokenmaxxing experiment ran long enough to show what it measured.
Check Point deobfuscated JSCeal's compiled V8 payload. It uses Puppeteer to replay stolen cookies through Google's real auth flow and walk out with OAuth tokens.
AWS Certified AI Business Strategist (AIB-C01) is a $100 exam with no coding and no AWS prerequisites. What it signals about where AI projects actually fail.
Madrona's enterprise AI research finds 77% re-evaluate vendors at least twice a year and 83% convert fewer than half their pilots. What that means for buyers.
Musk confirmed SpaceX is casting gas turbine blades in Bastrop, Texas. Your AI data center capacity is now gated by a nickel-superalloy supply chain.
A manifesto from htmx's CEO mandates one AI-free day per week to avoid cognitive debt. The argument is about skill retention, not purity — and it is testable.
A16z- and Brockman-backed groups are buying data center ads in Kansas, Ohio and Wisconsin. What it means when your AI vendor is also a political actor.
Microsoft confirmed Defender Antivirus shows false 'turned off' notifications you can't dismiss. Here's the PowerShell check, and why teaching staff to ignore alerts costs more than the bug.
Apple alleges an ex-engineer pulled a confidential schematic from company cloud storage two months after leaving. Revoking the laptop is not revoking access.
Canberra will legislate a 100% renewable standard for AI data centres over state objections. Energy policy is now a cloud region variable — price it.
Meta is shipping an update that kills recording when the smart glasses capture LED is covered. A privacy indicator you can patch is a policy, not a hardware guarantee.
Washington is weighing a semiconductor tariff round covering finished hardware, with duty-free allowances tied to US fab investment. Plan your hardware budget around a variable.
The firm that said software eats the world just raised $1.1B for chips, memory, cooling, and robots. What a hardware-heavy VC cycle means for your vendor bills.
The Labor Department is signing data-sharing deals with OpenAI, Google, Meta and Amazon to track AI adoption. The vendors are writing the yardstick.
Anthropic committed $45B over six years for ~460MW from Nscale's West Virginia campus. The chips turn on in late 2027 — which tells you what to plan for until then.
OpenAI ships ChatGPT Work at $20/month, but only 17% of org subscribers use the agent. Agent adoption is a workflow problem, not a model problem.
Anthropic launched Claude Academy with free courses on Claude Code, Cowork, and Platform. The scarce thing in AI adoption is trained operators, not smarter models.
Apple cut 200+ roles across Vision Pro and Siri as Siri AI moves to a new architecture. What platform reorgs mean for anything you built on an assistant.
Apollo Global lost SSNs to a phone call and a fake login page. One-time codes stopped nothing. Phishing-resistant auth is the fix, and it is cheap.
CBRE's 2026 report puts AI at nearly a third of US tech job listings, up 45% YoY, with New York passing the Bay Area. What that means for small-team hiring.
The first MCP gateway lawsuit ended with no money and a competing launch the same day. What a year-long unpaid pilot really hands your prospect.
Pew scanned 490,000 pages and found over a third published since ChatGPT show AI authorship — .com at 10x the .edu rate. What that does to your content strategy.
Shapiro's Executive Order 2026-05 makes GRID requirements binding, kills NDAs and fast-track permitting for AI data centers. What it does to your compute timeline.
CISA added CVE-2026-33824 to KEV on August 18 with an August 21 deadline. A CVSS 9.8 unauthenticated RCE in Windows VPN, patched back in April 2026.
Apple notified users in 110 countries of mercenary spyware attacks and moved the alert on-device. The email version is a phishing template — verify it properly.
Pony.ai builds the Level 4 autonomy, Uber keeps booking, payment and the customer. The hardest engineering in the deal is the part that gets commoditized.
Lenovo posted record $26.9B revenue with AI at 35% of sales and server revenue up 98%. Your next laptop and server quote competes with data-center demand.
DGFiP confirmed a tax agency data breach on August 14 — six weeks after cutting the access off. The disclosure trigger was a criminal forum post, not the audit.
A presidential memo authorizes approved companies to hack foreign criminal networks under DOJ and DHS sign-off. What offensive cyber authority changes for your vendor list.
A Zoom annotation flaw let a meeting participant run code on everyone else's machine. Researchers built the exploit in under a day with under 20 AI prompts.
August Patch Tuesday shipped 421 CVEs including a 9.8 unauthenticated RCE in Windows DNS Server. If you run your own DNS, this one jumps the queue.
Researchers decoded 315,320 encrypted reasoning blocks from public repos and pulled out 182 credentials. Providers patched it. Your logs still hold the blobs.
August Patch Tuesday shipped a fix for an actively exploited Windows WinSock driver flaw. CISA's deadline is August 25. Here's what to patch first.
The RCE half of the SharePoint chain shipped August 11. Rapid7 found it with an AI agent that burned 80,000 tool calls and had to be watched constantly.
TSMC July revenue hit NT$467.58B, up 44.7% year over year, with capex raised to $60-64B. Underwrite your automation at today's AI price, not tomorrow's.
Moody's warned banks that relying on a few AI model and cloud providers creates systemic dependency and pricing power. The same AI vendor risk applies to your stack.
Gallup says 7 in 10 Americans oppose an AI data center near them, and candidates in both parties are running on moratoriums. Plan your cloud regions accordingly.
Zscaler tracked 351 victims in one campaign: two-thirds were manager-level or above, average age 46, mostly in finance and ops. Business privilege is the new target.
Levi Strauss disclosed a breach in an SEC filing: attackers social-engineered three employees and exfiltrated corporate data. Scope what one account can reach.
Amazon is behind GW Ranch, a private Texas gas plant permitted for 33M tons of CO2 a year. Hyperscalers stopped waiting for the grid — here's what that costs you.
X is replacing creator revenue sharing with Original Content Rewards and a 500,000-impression bar. A reminder that rented distribution reprices without you.
Tesla and SpaceX committed $16.8B to a Grimes County chip factory. When your suppliers' suppliers build their own fabs, your hardware budget is a long bet.
An 18-year-old Linux SCTP use-after-free gives local users root and escapes containers. Patched kernels shipped August 3 — update, reboot, or blacklist the module.
Abbott ordered PUCT and ERCOT to audit every data center in the interconnection queue — 474 GW, ~90% data centers. What a grid gate does to your token prices.
Microsoft split one SharePoint exploit chain across two Patch Tuesdays. You patched the auth bypass in July; the RCE half lands August 11. Plan the window now.
Bending Spoons is acquiring Airtable for $1.285B. If your ops run on an Airtable base, the vendor's playbook is cost cuts and repricing. Plan your exit.
Ambrook raised $30M to run accounting for 8,000 American farms and ranches. The lesson for operators: software that knows your tax form beats a general ledger.
Palantir Q2 2026 revenue grew 93% to $1.9B with US commercial up 149%. What buying the whole stack instead of renting a model means for smaller operators.
Trump Media's Truth API went live August 1, pitched to trading firms at up to $100k/month for millisecond delivery. Public data is being unbundled by speed.
ShinyHunters says it took Brinks Home's Salesforce data via an Entra vishing call — 1.1M customer rows and 3.8M chat logs. No CVE. Just a help desk that said yes.
Sophos tracked a Microsoft Teams vishing campaign against dozens of North American firms. Fake IT helpdesk calls, then Chaos ransomware. Restrict external Teams access.
Wiz found a platform-wide key that unlocked any Azure Cosmos DB account. Nothing for you to patch — which is exactly why it should change how you pick vendors.
Amazon raised 2026 capex to about $220B, citing higher memory costs, and says it still won't have enough capacity. What that means for the cloud you rent.
Cyera signed a letter of intent to buy Oasis Security for about $1B, mostly cash. AI agent identity is consolidating — keep the controls in your own stack.
Centralize raised $15M led by NEA to map deals from your email, calendar, CRM, and call recordings. Scope what you connect before you connect it.
Qualcomm told customers of a double-digit price increase on chips shipped after September 1. The AI buildout is now repricing hardware that has nothing to do with AI.
A 2004 protocol flaw with no patch is handing out password hashes from 24,000 internet-exposed server BMCs. The fix is network exposure, not a firmware update.
The Dysphoria botnet spreads via weak Telnet and SSH passwords and old router flaws, and resolves its C2 through blockchain domains. Audit your edge gear.
Coca-Cola went from 'scope not yet known' to 'certain data taken' in eleven days. Build your vendor incident process around provisional facts, not final ones.
An exploited, unauthenticated command injection in on-prem VeloCloud Orchestrator scores a perfect 10. Patch the box that configures every branch link.
A transmission fault in Ashburn knocked over 3 GW of data center load off the PJM grid in seconds. What grid fragility in Data Center Alley means for your uptime.
Monday.com laid off 630 people — 20% of staff — to redesign its platform around AI agents. When the tool your team runs on gets rebuilt, that's your operational risk.
ReliaQuest found hotel Wi-Fi gateways poisoning DNS to hijack Microsoft 365 accounts — including a device-code trick that satisfies MFA without stealing a password.
Google now lets you recover a locked account with a selfie video. Account recovery is the softest part of your identity perimeter — go look at yours.
A nine-year-old XFS race condition gives any local Linux user root on default RHEL-family installs. Qualys found it with AI help. Patch and reboot.
An exploited auth bypass in Check Point SmartConsole hands attackers admin on the box that writes your security policy. Patch, then restrict Trusted Clients.
Candid Health raised $120M Series D for autonomous medical billing. The lesson for operators: AI wins when it's attached to one painful workflow with hard ROI.
Alphabet raised 2026 capex to as much as $205B with a $514B cloud backlog. Here's what the AI infrastructure spend means for the cloud and tokens you rent.
A CVSS 9.8 SharePoint RCE is under active exploitation to steal machine keys. Patching alone leaves the attacker logged in — rotate keys and restart IIS.
HCLTech surveyed 500 enterprise decision-makers on AI: near-universal workflow change, 18% reporting real revenue impact. The gap is a measurement problem you can fix.
Oracle's July 2026 Critical Patch Update fixes 1,235 CVEs across 32 product families. E-Business Suite took 410 patches. Here's how to triage it.
CISA gave federal agencies until July 28 to fix an actively exploited AD FS zero-day. If you still run federated sign-on, this is your identity layer.
TSMC added $100B to its Arizona plan, taking total US commitment to $265B and up to 12 fabs. What a Phoenix chip cluster means for local businesses and AI pricing.
Progress ordered ShareFile customers to power off Storage Zone Controllers, then confirmed a path traversal zero-day. Patches shipped before the CVE did. Here's the lesson.
Moonshot halted new Kimi K3 subscriptions within 48 hours as demand maxed out its GPUs. The lesson: a hosted model you can't self-host is an availability risk.
TSMC's June revenue jumped 68% as AI chip demand set records. Nearly every AI model you use runs on one company's fabs — that's concentration risk you don't see.
TCS plans up to 8,900 forward-deployed AI engineers because demos don't ship themselves. The real cost of AI is stitching it into your systems.
Microsoft's CEO warns enterprises they pay for AI twice — once in tokens, once in the proprietary knowledge they hand model vendors. Here's the operator fix.
Meta's Louisiana Hyperion data center nearly doubled to $50B and 5GW. That vendor capex doesn't vanish — it lands in the AI subscription you pay.
Reuters found Meta's Content Seal detector failed on 55% of its own AI images after cropping. Don't build brand trust on fragile AI provenance.
A survey found AI workloads now eat up to half of observability spend. Before you push agents to production, budget the monitoring layer.
Meta launched a feature that generated AI images of Instagram users without opt-in, then killed it in days after SAG-AFTRA pushback. The lesson: don't build on features that live a week.
Meta is spending $10B on a 1GW Alberta data center and plans to rent idle GPUs like empty airline seats. What a compute-rental market means for your bill.
A Pangram study found 41% of LinkedIn long-form posts are AI-generated. When machine text is the baseline, an operator's real voice is a moat.
The Federal Reserve named a task force, co-led by Marc Andreessen, to study AI's effect on productivity and jobs. Why you shouldn't wait for the macro answer.
OpenAI's deployment arm acquired Northslope to embed forward-deployed engineers inside enterprises. The model's clear — and it's priced above your business.
Mercor is raising at a $20B valuation on a $2B revenue run-rate. Here's how to read AI vendor numbers before you bet your stack on them.
Anthropic's new Claude Reflect dashboard shows how deep your AI habit runs — and it's also a retention tool. Own that metric instead of renting it.
Apple sued OpenAI for trade-secret theft on July 10. The partners behind ChatGPT-in-Siri are now adversaries — a reminder to own the glue between your vendors.
Hotel software unicorn Mews laid off 15% of staff to become an 'AI-native' service provider. When your vendor moves up the stack, so does your risk.
A court fight over 78M ChatGPT conversations shows AI prompts are retained and discoverable. What operators should route off shared endpoints — and where.
A CVSS 9.8 PeopleSoft flaw was exploited two weeks before Oracle's patch existed. When the exploit predates the fix, patch cadence alone won't save you.
Thrive Holdings raised ~$2B, backed by OpenAI, to roll up accounting and IT services firms and install AI in their workflows. What it means if you run a small services business.
LinqAlpha raised $22M to turn investors' own research into AI agents. The lesson for any small firm: your proprietary corpus is the moat, not the model.
A CVSS 9.8 flaw in Oracle Payments was patched in May, then attacked in late June — before any public exploit. The lesson: patch latency is the risk.
Higharc raised $95M for AI built only for homebuilders. The lesson: AI that knows one workflow cold beats a generic chatbot bolted onto everything.
Microsoft tagged SharePoint's CVE-2026-45659 'exploitation less likely.' CISA confirmed active exploitation and gave agencies 3 days. Here's the lesson.
Anthropic signed a 20-year, $19B, 401MW data-center lease. Here's why 'cheaper model' headlines won't shrink your AI bill — and what to do instead.
Microsoft cut 4,800 jobs and Oracle 21,000, both pointing at AI. The operator's read: AI automates tasks, not roles — and 'AI' is doing PR work.
Almost 90 startups hit unicorn status in H1 2026, most of them AI. Here's how to vet a pre-profit vendor before you build your business on it.
New York's synthetic performer disclosure law is in effect: if your ad uses an AI-generated actor, you must label it or face $1,000+ fines. What operators need to do.
OpenAI limited GPT-5.6 to a handful of vetted partners at the US government's request. What frontier-model access friction means for your AI roadmap.
Cyera raised $600M at a $12B valuation to map enterprise data for the AI era. The operator lesson: you can't safely point AI at data you can't see.
OpenAI reportedly pitched giving Washington a 5% equity stake. When your AI vendor is negotiating ownership with the government, that's a dependency you don't control.
Microsoft's new Frontier Company will embed 6,000 engineers inside enterprise clients. Here's what the forward-deployed model means — and why small businesses need the opposite.
Blackstone committed $30B to Japan AI data centers; Crusoe is reportedly raising at a $30B valuation. What all this capex means for what you pay for compute.
The build log for the AI receptionist that answers every call across a client's three retail stores — architecture, latency lessons, and the gotchas that ate our weekend.
Why we're starting another tech blog when the internet clearly has enough of them — and what you'll actually get out of reading this one.