Archive

That 4X Productivity Uplift Was 9% When Somebody Actually Did the Math. A new Elasticity Institute paper puts a number on the actual research productivity gain per unit of capability. Self-reports say 4X. The math says 9%. Every business case built on that multiplier just needs a second look. July 14, 2026
You Bought a Mirror That Agrees With Everyone Who Looks Into It. A CFO remark about rising Agentic Coding costs and thin productivity evidence. The tool your engineers love is optimized for the feeling that the interaction went well, not for correctness. The vendor is measured on renewal, not accuracy. July 13, 2026
Germany's Startup Record Is Your Enterprise ACV, Rebilled at Retail. Germany just booked its strongest startup half-year on record. Read the number from the other side of the ledger: your enterprise seats did not evaporate. They incorporated, walked across the street, and signed up at retail. July 9, 2026
Agentic Silos Problem: You Have Automated the Disagreement. A vendor renaming, a legal document with the old name, and the realization that agents in different silos are quietly automating our internal disagreements. When a silo is a definition gap, an AI plugged into it will not soften. July 9, 2026
The Reality Distortion Field Around Your Leadership Will Not Fix Itself. Certain personality types come with a built-in reality distortion field. Coaching and 360s don't survive contact. The 1:1 is load-bearing input into leadership sanity - and the personalities that need it most are the ones most gifted at eliminating it. July 7, 2026
Frontier Labs Are Selling Everything Except the Intelligence Nowadays We ran GLM 5.2 in the pi harness for a week with more than 50 coders. It is good enough. What frontier labs actually sell now is the plumbing - vision, agent harness, enterprise console, SOC2. The tokens are the loss-leader. July 7, 2026
Our Out-Of-Control AI Bills Were Never Out Of Control The bills did not go up by accident. We were buying adoption, not productivity. The current rollback is not a return to discipline - it is the same investment under a different name. Only the vendor changes. June 28, 2026
Three-Year AI Contracts for a World That Will Be Local by Then. We put GLM 5.2 on two B300 nodes to see if it can replace our Anthropic licenses. The secondary realization mattered more: vendors are pricing the exit ramp they can already see, dressed up as a discount. June 26, 2026
If Your Org Rewards Originality, You Are Slow The best engineer in any larger org is rarely the most original one. Agentic coding made greenfield cheap, fragmentation followed. Six versions of the same thing, all maintained, none documented. June 25, 2026
Token Pricing: Welcome To The Slot Machine. In B2B, the user pulling the lever is not the one paying. Token pricing meets seat-level indifference with a meter that has no bound. Three power users in our org now cost what nobody would have signed off as a license. June 24, 2026
Tokenmaxxing Hit Its Ceiling. The Ceiling Was the Org Chart. Our token curve climbed fast, then flattened. The wall is not a model or use case limit. It is structural. A twenty-one person team simply cannot consume the tokens that five plus agents could. June 23, 2026
My 60K SaaS Bill Is Now 160K. That Was the Last Year This Model Works. I started at 60K with a tracking vendor a year ago. The renewal now sits at 160K. The unpredictability is the product - and agentic coding just expired its core assumption. June 23, 2026
Your External Consultants Are About To Be Stock-Photographed When photography went digital, photographers did not stop being good. What collapsed was what anyone was willing to pay per image. Freelance consultants are about to live through that. June 17, 2026
When Your AI Coding Fails, Check The Plumbing When AI coding tools misbehave, the cause is almost never the model. It is the harness around it. The same pattern applies to teams - and the broken plumbing keeps surviving the postmortem. June 16, 2026
A Leadership Skill: Genuine Curiosity Every leader claims to be curious. But some are performing it. Here are five things that give it away - ending with the one that quietly destroys creative output at scale. June 15, 2026
Does Your CEO Think AI Will Replace People? The people most convinced that AI can replace their workforce are the people furthest from the work. That is not a coincidence. It is information architecture. June 11, 2026
"Slop" Is Not an Insult. It's Real. It's Where the Cost Went Fluent, plausible, and requiring an expert to validate before it's usable. That last part is the definition of a cost that did not disappear. June 10, 2026
Your Internal Experts Are Telling You The Product Sucks. That Is a Product Signal, Not a Culture Problem. Converting expert dissent into a change management problem is effective at neutralizing criticism without requiring anyone to take it seriously. It is exactly wrong when the people being dismissed are closest to the product. June 9, 2026
The Productivity Case for AI Is Speed. But Is Speed Your Bottleneck? Most engineering organizations are not constrained by how fast code gets written. AI tooling delivers faster production of solutions to the wrong problem. June 7, 2026
Buckle Up, 2027 Budget: AI Infrastructure Is Making the Devices People Actually Use More Expensive The infrastructure investment supposed to make companies more productive is, as a side effect, making the general-purpose computing their workforce depends on vastly more expensive. June 5, 2026
Measuring Performance. Or How Much Performance Is Your Added Performance Costing You? They're probably 200% as fast as normal. And that costs us 50% of our performance on the backend. That number is not precise. It doesn't need to be. June 3, 2026
"Every Token Is Profitable" Is the New "Every Seat Sold Is Active" Profitable tokens and valuable tokens are not the same set. The economics of production tell you nothing about the economics of value creation. June 2, 2026
I Call Bullshit: The 20% Layoff at Cloudflare Is Not About AI Cutting 20% of headcount at a company posting record revenue is one of the most reliable ways to expand operating margins. The AI framing is just a cover story. May 21, 2026
On KPIs In The Age Of AI Measuring AI adoption by usage is like measuring the health of a business by how many meetings its employees attend. The metric is real. The correlation is not. May 20, 2026
Why Your AI Projects Are Failing (And It's Not the Technology) The bottleneck isn't code generation speed. It's decision quality upstream of code generation. Most teams haven't asked the right question yet. May 19, 2026
The End of Onboarding As We Know It As teams generate more code than they read, nobody on the team knows why the codebase is the way it is. That breaks onboarding at its foundation. May 18, 2026
Make Your Development Team Twice as Fast and You Ship the Wrong Thing Twice as Often Speed without alignment is a precision instrument for waste. AI removes the friction that used to catch wrong problems. That's not progress. May 17, 2026
That AI Infrastructure You're Building Is A Red Flag For A Prioritization Problem The real problem is simpler: they have not decided which single workflow to fix first, and they haven't found out how to make money doing it. May 16, 2026
Every AI Company Promising Democratization Is Building the Opposite Nobody knows what AI will cost in 2029. One thing is certain: "democratization" is not a safe planning assumption. Build your forecasts accordingly. May 15, 2026
AI Access Is a Supply Chain Risk and Nobody Has Put It in the Risk Register Geopolitically sensitive resources get weaponized faster than organizations can react. Frontier AI access is in that category. The risk register doesn't know it yet. May 15, 2026
You're Managing AI Like It's Software. It Isn't. The marginal cost of serving another user with a frontier model is not approaching zero. Your roadmap was built assuming it would. May 15, 2026
The Org Chart Is Designed to Create the Misunderstandings You Then Hold Meetings to Fix Deep specialization produces better outcomes within a domain. It also makes people systematically unable to understand each other. The org chart made that a feature. April 20, 2026
The Developers Getting the Most Out of AI Write More Explicit Code Than They Did Before The effective pattern is not: describe vaguely, accept whatever arrives. It is: specify precisely everything except the syntax. April 17, 2026
A Faster Feature Factory Is Still a Factory That Builds the Wrong Things AI accelerates the build cycle on right and wrong things equally. An organization that systematically builds features nobody uses will do so faster with AI. The waste rate goes up proportionally. April 16, 2026
A Large Codebase Is Not a Moat. It's a Mortgage. Accumulated complexity was supposed to be what made incumbents hard to dislodge. It is also maintenance burden, coordination overhead, and organizational inertia. April 13, 2026
Stop calling trigger-happiness agile The engineer who knew it wouldn't work was not in the room when the contract was signed. That's not a communication failure. It's a structural one. April 8, 2026
Why RTO is a red flag for Organizational AI-readiness Going back to the office wasn't a culture decision. It was a statement about where information lives - and that statement determines whether AI can do anything useful for your organization. April 7, 2026
Your AI Did Not Ship That Bug. You Did. Quality is still a choice. The tooling changed. The accountability did not. April 6, 2026
Most Companies Are Flying Blind and Calling It Strategy Every management layer is a translation step, and every translation loses something. For the first time, there's an alternative. April 5, 2026
Your Middle Management might just be an Apology for Bad Leadership Middle management wasn't invented for efficiency. It was invented to compensate for incompetent generals. Most organizations still work exactly this way. April 1, 2026
Agility Made the Same Mistake It Set Out to Fight The promise was small steps and fast feedback. What we got was sprint plannings that run three hours and backlog grooming as a full-time job. February 27, 2026