AI
Stop Reviewing Code. Start Reviewing Evidence.
Agent-heavy teams ship twice the PRs at more than twice the size, and reviews wait almost five times longer for pickup. The review model built for …
Agentic Overwatch: Why Your Next Dev Team Will Look Like a NASA Control Room
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Agents don’t just write code anymore. They run ops, security, QA, data, and support, around the clock, while we still govern them with a team …
The One-Man Show Company. Don't Let the Monkeys Touch Production.
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A company used to start with people. Now it can start with one person and a swarm of AI agents that draft, build, test, sell, and support faster than …
100 Days to the EU AI Act Deadline. Your Engineering Team Hasn't Started.
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August 2, 2026 is the enforcement deadline for EU AI Act high-risk obligations. From today, that’s exactly 100 days. In most orgs, the legal …
The Vibe Coding Backlash Is Right. Seniors Are Losing the Argument Anyway.
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Forbes just said vibe coding will break your company. Senior engineers are organizing against it. The data is on their side: independent audits keep …
The End of Courses: Learn From AI Like a Toddler, Or Become Obsolete
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Remember when shipping an app meant 40 hours of video courses and weeks of syntax memorization? An agent builds it in three minutes now. The 40-hour …
I Don't Put All My Eggs in One Basket. Anthropic Is Making That Hard.
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Anthropic shipped 120+ features in 90 days, then blocked OpenClaw from using Claude subscriptions. The same company building the best developer tools …
The IDE Is Becoming Mission Control
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Cursor 3 rebuilt its UI around agents. GitHub calls Agent HQ ‘mission control.’ VS Code is ‘your home for multi-agent …
Your AI Stack Is Rented Until You Can Run Part of It Yourself
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Anthropic just told Claude Code users that third-party harnesses need separate billing. Google dropped Gemma 4 under Apache 2.0 across …
AI Makes Code Cheap to Produce. Not Cheap to Own.
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AI accounts for 42% of committed code. 96% of developers don’t fully trust the output. Only 48% always verify before committing. The gap between …
'I Only Built a Small Script for Myself.' That Might Be the Most Dangerous Sentence in Your Company.
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35% of developers access AI coding tools through personal accounts. AI lets one person bypass every paved road the organization built, very fast and …
The Claude Code Leak Isn't Dramatic. That's the Point.
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Anthropic’s Claude Code accidentally shipped internal source code in a release. Not a breach. A packaging mistake. A missed step. That’s …
Cisco Built an LLM Security Leaderboard. You Should Care Even If You Don't Use Cisco.
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Cisco just published a public leaderboard scoring LLMs on how well they resist attacks. Anthropic dominates the top 10. Multi-turn attacks are where …
OpenAI Killed Sora. That Tells You Everything About Where AI Is Actually Heading.
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OpenAI shut down Sora, killed a $1 billion Disney deal, and pivoted to enterprise and robotics. The most-downloaded AI video app on iOS, gone. This …
Claude Can Now Use Your Computer. Here's What That Actually Means.
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Anthropic just shipped computer use for Claude. It can click, scroll, navigate your browser, open files, run dev tools, and submit PRs. Pair it with …
DeerFlow 2.0: ByteDance Just Open-Sourced What Most Companies Are Trying to Build Internally
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37,000 GitHub stars in weeks. #1 on GitHub Trending. ByteDance rebuilt DeerFlow from scratch into a super agent harness with sandboxed execution, …
Zuckerberg Is Building an AI CEO Assistant. The Rest of Us Should Have Started Already.
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Mark Zuckerberg is reportedly building an AI agent to help with his CEO duties. My reaction: this is obvious, and frankly late. I’ve been …
Cursor Automations: Your AI Just Stopped Waiting for Permission
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Cursor shipped Automations on March 5. AI agents now trigger from Slack messages, Git pushes, PagerDuty alerts, and timers. No human in the prompt …
AI Is Now Reviewing AI's Code. That Should Make You Think.
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In the same two weeks, Anthropic launched AI code review, Cursor shipped autonomous security reviews, and GitLab dropped $0.25 agentic reviews. The …
Glassworm Is Back. Your Code Review Won't Catch It.
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151 malicious packages in one week. The payload is invisible. Literally invisible. Glassworm uses Unicode characters that don’t render in any …
AI Didn't Replace Software Engineering. It Made Bad Engineering Easier to Ship.
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The culture shifted. ‘Ship fast with AI’ became the expectation. Anyone who slows down to think looks unproductive. Discipline became a …
SaaS Is Dead. We Just Haven't Stopped Paying for It Yet.
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The bargain that powered SaaS for two decades was simple: rent generic software because custom is too expensive. That bargain is breaking. The cost of …
Google Stitch Just Made UI Design a Developer Skill
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Figma’s stock dropped 8.8% when Google announced Stitch updates. But the people panicking are asking the wrong question. The question …
OpenClaw Is Not a Chatbot. It's a Personal Agent Gateway.
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Everyone keeps comparing OpenClaw to ChatGPT. They’re looking at the wrong layer. OpenClaw isn’t trying to be a better chat UI. It’s …
Open WebUI Isn't a ChatGPT Clone. It's AI Infrastructure.
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Everyone keeps calling Open WebUI a self-hosted ChatGPT alternative. They’re missing the point. The interesting question isn’t whether it …
NotebookLM Is Not a Chatbot. It's a Research Workbench.
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Everyone compares NotebookLM to ChatGPT. Wrong comparison. ChatGPT starts with a blank chat box. NotebookLM starts with your sources. That difference …
Your AI Agents Are Flying Blind. Here's How to Fix That.
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Every AI agent in your org starts every session with zero context. No business rules. No architecture decisions. No conventions. The code they …
Org Charts for AI Agents: Mapping Your Human and AI Workforce
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AI agents aren’t coming. They’re already here, doing real work, while most organizations are still debating how to use ChatGPT. If …
Web Bot Auth: Giving Bots a Crypto ID Card in a World of Fakes
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Bots are everywhere, and you can’t tell the real ones from the fakes. Web Bot Authentication uses cryptographic signatures to give automated …
CLI Agent Orchestrator: When One AI Agent Isn't Enough
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AWS open-sourced CLI Agent Orchestrator, a framework coordinating multiple AI agents for complex developer tasks. It’s hierarchical …
AI Wrapper Companies: Is This Real or Just API Theater?
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Every company is suddenly an AI company. But when you look under the hood, most are just wrapping OpenAI or Anthropic APIs in a nice UI. Is this …
Amazon S3 Vectors: When Storage Learns to Think
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AWS just turned S3 into a vector database. It’s not the fastest option out there, but it might be the one that changes how we think about AI …
Your AI Browser Can Be Hijacked by a Single Webpage. Here's How Companies Are Fighting Back.
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AI browsers that summarize pages and automate tasks are vulnerable to prompt injection—hidden instructions in web content that can hijack the AI. …
Have You Seen All These OpenAI Blueprints? What the Heck Are They Doing, and Why Is (or Isn't) Your Country In?
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OpenAI just dropped economic blueprints for Japan, South Korea, Australia, the EU, and the US. This isn’t about selling ChatGPT anymore. …
When Nvidia's CEO Says 100% of Engineers Use Cursor, He's Not Exaggerating
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Jensen Huang name-checked Cursor among six AI startups critical for future work. After a year of using Cursor myself, I understand exactly why Nvidia …
When AI Writes 90% of Your Code, What Are You Actually Doing?
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Anthropic’s CEO says Claude writes 90% of code for most teams. If you think that means developers are obsolete, you’ve missed the point …
Securing Intelligence: The Complete AI Security Series [Video]
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Don’t feel like reading 15,000 words on AI security? Let NotebookLM read it to you. Sit back, relax, and enjoy the slideshow as we walk through …
AI Security Isn't a Tool Problem, It's a Culture Problem
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You can implement every technical control and still get breached if your culture doesn’t support security. The final piece of AI security …
Securing the AI Supply Chain: The Threat Nobody's Talking About
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We’re building AI systems on top of models, datasets, and tools we don’t control. The supply chain is the attack vector nobody’s …
Building AI Systems That Don't Break Under Attack
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Understanding the threats is step one. Building defensive architectures that actually work in production is step two. Here’s what’s …
Prompt Injection 2.0: The New Frontier of AI Attacks
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Prompt injection has evolved from toy demos to sophisticated attacks targeting production AI systems. What was once a curiosity is now a genuine …
AI's Dual Edge: When to Disrupt and When to Compound
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Your exec team wants ‘AI transformation.’ Your board wants competitive advantage. You need to decide where to deploy your limited …
Grokipedia and the New Era: When Building a Wikipedia Becomes Trivially Easy
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Elon Musk announced Grokipedia, an AI-powered encyclopedia built by xAI to compete with Wikipedia. What’s striking isn’t the announcement …
Google Jules: Always on My Radar, But Never Quite the Star
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Google Jules keeps catching my attention with updates like their new CLI and API, but it never quite becomes the breakthrough tool I’m hoping …
Ship Faster Without Breaking Things: DORA 2025 in Real Life
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AI is making teams faster, but instability persists. The 2025 DORA report reveals which organizational capabilities turn AI into a force …
AI Agents for Real Productivity: What Works in 2025
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Beyond the hype and the demos, what actually works when you build AI agents for real work? Here’s the landscape, the platforms worth using, and …
What's Holding You Back from Succeeding in the AI Era?
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I’ve watched teams double their output with AI, and I’ve also seen developers stall and managers struggle. The difference isn’t the …
Model Context Protocol: The Missing Connection Between AI and Your Real Work
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Your AI coding assistant is blind to your company’s actual context. MCP fixes that. Here’s how to connect Claude, ChatGPT, and Cursor to …
The Context Problem: Why AI Can't Remember You Across Apps (And Why That's Not an Accident)
·1933 words·10 mins
Every time you switch from Claude to ChatGPT, you start from zero. It’s not a bug. It’s architecture. Here’s the real engineering …
The Agentic Commerce Protocol: We Just Gave Every LLM the Ability to Buy Things
OpenAI and Stripe just released a new protocol that lets AI agents complete purchases. This is the HTTP moment for AI commerce, and we need to talk …
The Magic Behind AI IDEs: How Cursor, Windsurf, and Friends Actually Work
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Everyone’s using AI IDEs but few understand what’s happening under the hood. Let’s demystify how these tools work, why they differ, …
Developer Work Did Not Change. The Sequence Did.
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AI doesn’t make the job different. It changes when parts of the job happen, turning Monday morning from archaeology into editing.
GitHub's Double CLI Release: How Two AI Tools Are Reshaping Development Workflows
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GitHub released two different CLI tools for AI in one week. Together, they represent both interactive AI partnership and autonomous development …
So, You've Built a RAG. Now Let's Make It Not Suck.
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Your basic RAG works in the demo. It falls apart with real users. Here’s how to upgrade from a fragile prototype to a production system that …
Hiring Developers in the Age of AI: What Actually Matters Now
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LeetCode is dead. With AI writing the code, we need to fundamentally rethink how we identify and hire the developers who will actually thrive in 2025 …
RAG for Developers: A No-BS Introduction
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Developers keep asking me to explain RAG. Here’s the straightforward explanation: it’s the difference between an AI that makes stuff up …
The Uneven Reality of AI Adoption — What Anthropic's New Report Tells Us
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AI adoption has exploded from 20% to 40% of U.S. workers in just two years. But Anthropic’s new Economic Index reveals a troubling pattern: the …
The Context Engine: What Comes After We've Solved Code Generation
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We’ve largely solved the context problem in AI coding tools. RAG systems ingest our docs, codebase-aware assistants understand our architecture, …
I'm Pro-AI. That's Exactly Why I'm Worried About Our Next Senior Engineers
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A guide for engineering managers on growing junior developers in an AI-heavy world, and for junior developers who want to stand out beyond just being …
When CI/CD Speaks Human: A Friendly Nudge to DevOps (and Developers)
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GitHub Next’s Agentic Workflows point to a near-future where we describe CI/CD in plain English and compile it to Actions—auditable, safe, and …
