ARTICLES
Insights and guides
Articles and practical guides from our work with clients.
Stop Building Features That Don't Move the Needle: Why Builders Need OKRs
As a builder dont just track feature completion, track outcomes as well with OKRs. I used to be VERY guilty of this. Build feature → check box → celebrate → ...
How AI Workflows Helped This B2B Agency Triple Revenue Per Employee While Cutting Three Full-Time Roles
How a "Service-as-a-Software" company actually works YC just named AI-native service companies as one of their 2026 bets. Here is a specific example: Lets lo...
Why Level 3 Agent Skills Turn Claude Into a Productivity Powerhouse
Agent Skills can be more powerful than just describing "how" to do a certain process step Here's the logic behind skill levels: Level 1: Just metadata - Clau...
Why AI Still Can't Kill Your Todo List
Why even AI may not free us from todo-lists. The promise of agentic AI workflows was supposed to eliminate our endless task lists. Instead, we're getting sop...
The Dashcam Revolution: How Tesla's Self-Driving Approach Could Finally Crack Human-Level Robotics
Turns out you can use the same approach we ended up to solve Self-Driving Cars End-2-End Video also to train robots replacing human workers Here's the approa...
How AI is Revolutionizing History Education Through Immersive Character-Driven Storytelling
How to use AI for teaching almost everything - even history Meet Chloe - she's like a modern influencer, but instead of promoting skincare, she's exploring t...
Live Avatars Finally Cross the "Good Enough" Threshold for Customer Service and Language Learning
Live avatars with Video and Audio for Customer Service, Language Teaching or Coaching actually work now I have this recurring task in my alldone.app where I ...
The 5 Critical Mistakes Teams Make Building AI Agents That Actually Work
How to train your agents to win in the champions league After building dozens of AI agents over the past year, I've learned that most teams are making the sa...
The Frontend-First Development Speed Hack That Cuts Enterprise Validation Cycles in Half
Increase your development speed with vibe coded frontend and a "real" backend. Here's the speed hack we've been using with enterprise clients lately: Start b...
Smart Agent Memory: Hot, Warm, and Dream Systems That Actually Work
Here is a quick overview about modern memory management for agents. The challenge? LLMs only remember what's in their context window. That's why tools like C...
How to Vibe Code in Production Without Breaking Everything
How to vibe code for production responsibly. Most people think vibe coding means using Cursor or Claude Code heavily to write code. That's not it. True vibe ...
OpenAI's Image Generator Has Great Tech But Terrible Fashion Sense
Impressed with OpenAIs new image mode, not impressed with its fashion choices. That said, it's definitely a solid step up from Google's Nano Banana model. Co...
Engineers Are Evolving From Builders to Architects in the Age of AI
The question is not 'will AI replace engineers?' It is 'how do we redesign engineering around AI as the builder?' Think about it: engineers stopped writing a...
Claude Design Creates Professional Branded Slides in Minutes But Export Issues Block Real-World Use
The new Claude Design is really good at creating slides in your corporate brand. Not production ready yet but serious progress. Here is an example. You just ...
Opus 4.7 Disappoints: Paranoid Safety Checks Slow Down an Otherwise Unchanged AI Model
Opus 4.7 is out and it is underwhelming. Also it looks like they cranked up the "malware" detection to the max. I spent hours yesterday putting it through it...
AI Creates 340% More Engineering Jobs Than It Destroys, But Skills Are Completely Different
After analyzing job displacement data, I found something unexpected: AI is creating more engineering roles than it's destroying, but they require completely ...
AI Video Tools Transform Advertising: How Runway's Demo Shows the End of Traditional Production Barriers
Check out this really great example of the state of the Art in Ad Video Creation The level of polish and creativity here is pretty nice. What used to take we...
Apple's AI Strategy: Why Waiting While Competitors Burned Billions May Be Tech's Smartest Play
How the "AI Loser" Apple may end up winning after all. While everyone else burned billions chasing the perfect AI model, Apple just... waited. And that patie...
Why PMs See 10x AI Coding Gains While Engineers Get 10% - And How That's About to Change
As a PM, I get 10x productivity from AI coding tools like Claude Code and Codex while my engineering colleagues only see 10-50% gains - here is why and how t...
Why Your Perfect Business Plan Is Perfectly Wrong
I'm not smart enough to plan everything perfectly, and neither are you. That's why I've learned to embrace the "knowledge trap" that kills most founders I me...
Anthropic's "Mythos" AI: Security Breakthrough or OpenAI's Marketing Playbook Redux?
Marketing trick or real step change? Anthropic gives access to their new model "Mythos" first to critical software infrastructure providers so they can harde...
Why Usability Is the New AI Moat When Everyone Has Access to the Same Models
When everyone has access to the same AI models, the only moat left is how easy you make it for users to actually use them — usability becomes your competitiv...
AI Tools Are Splitting Product Development Into Two Speeds: Prototype Fast, Scale Smart
"Engineers focus on making products scalable and sustainable, PMs focus on moving the ball forward" This shift is accelerating FAST with tools like Claude Co...
How AI-Native Consultants Are Flipping the 70-30 Rule That's Killing Traditional Consulting
Traditional consultant teams spend 70% of their time on slides/doc creation and data gathering, AI-native consultants flip this to focus on stakeholder manag...
The Deutsche Bahn Paradox: Why Germany's Railway System Keeps Getting Worse Despite High Demand and Investment Promises
What happened to the Deutsche Bahn? I would really like to know ... Ten years ago, I had a Bahncard 100 and was genuinely excited about train travel in Germa...
Claude Plugin for PowerPoint Finally Gets Presentation AI Right
The Claude Plugin for Powerpoint is finally usable so I enjoyed making slides again. Still not perfect but big progress. The branding controls are still limi...
Why Sequoia's AI Automation Strategy Misses the Mark for Most Companies
I think Sequoia got it wrong where to start automating with AI Julien Bek from Sequoia argues you should start with "autopilot" AI tasks since they offer the...
Why Europe's Grant Culture Is Driving Its Best Entrepreneurs to Silicon Valley
Why do smart European entrepreneurs move to Silicon Valley? It's not the weather – it's also Investment vs. Grants and what kind of projects it attracts. Gra...
Real AI Job Impact Data Shows 5-8% Coverage, Not the 50-80% Replacement Hype
Reality Check: How much has AI taken over for each job so far I just spent the weekend diving into Derek Wang's incredible Reverse-Karpathy Dashboard, and th...
AI Job Exposure Map Reveals Which US Occupations Face Disruption - European Version Needed
Interesting prediction how AI will change US jobs - does this exist for Europe/Germany as well? Instead of endless debates about AI's impact, Karpathy built ...
Why Sequoia Thinks AI Services Will Crush Software in the $6 Trillion Battle
Sequoia just flipped the SaaS playbook on its head — they're betting services will eat software's lunch. Here's the truth: we're witnessing the biggest shift...
Australian Entrepreneur Uses ChatGPT and AlphaFold to Save Dying Dog for $3,000, Outperforming Entire Pharmaceutical Pipeline
An Australian entrepreneur's dog was dying. Vets gave up. So he turned to ChatGPT and AlphaFold—and saved his pet's life. This is why AI will revolutionize h...
AI Systems That Research and Improve Themselves Are Already Here
While everyone's debating AI's future, Andrej Karpathy just showed us it's already here: AI systems that research, experiment, and improve themselves autonom...
How McKinsey's AI Chatbot Got Hacked Because of Corporate Culture, Not Bad Code
Here is exactly how McKinsey's AI chatbot got hacked... by another AI The security breach happened because of something far more dangerous than bad code: cul...
Why 80% of AI-Disrupted Jobs Don't Need Better Technology—They Need Better Implementation
Anthropic just dropped a reality check: 80% of jobs facing AI disruption don't need better tech, just better implementation—here's what that means for your b...
McKinsey's Days-Long Board Presentations Now Done in Minutes with AI-Powered Pyramid Principle
Currently it takes McKinsey or BCG days to prepare a storyline for an enterprise board of directors. Watch how they could do it in minutes with our AI using ...
Why Bad Engineers and Legends Both Love AI Coding Tools While Average Developers Don't
Why do both terrible engineers like PMs^^ and engineering legends both swear by Claude Code, while everyone in the middle barely gets value out of it? It's t...
Why 73% of AI Initiatives Fail: CEOs Are Thinking 10% When AI Demands 10x Transformation
Most CEOs are still thinking 10% improvements when AI demands 10x transformation - that's why 73% of AI initiatives fail spectacularly. Here's the problem: T...
Solo Developer with AI Outpaces Entire Scrum Teams Before Lunch
My expectations are getting confused - client teams deliver 3-5 features in 2-week sprints, while I ship the same solo with Claude before lunch. Remember the...
Why AI Employees Will Beat AI Tools in the $2.3T Market Shift
Everyone's selling AI tools. I'm selling AI employees. Here's why that $2.3T shift changes everything for product teams. The tool market caps out at around €...
Saudi Arabia's Accidental Blueprint for the Post-Work AI Economy
AI and Robots may turn us all into Saudi Arabia - but not how you think. Who's actually ready for a world where AI does all the work? The USA? Their entire i...
Why AI Will Make Human-Centered Consultants More Valuable Than Ever
AI won't kill consulting—it'll make consultants who can't adapt extinct. The survivors will trade their Excel wizardry for something machines can't replicate...