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Quick backstory. I do MSP work and a chunk of my week is triage. Something pops on an endpoint, you get a family name back from whatever tool flagged it, and now you're trying to figure out if this thing is a banker, a loader, a wiper, ransomware, whatever. Half the time the top Google hit is a vend
For the past two years, the technology industry has raced to make AI agents more capable — teaching them to write code, navigate software interfaces, manage files, and orchestrate multi-step workflows with increasing autonomy. What the industry has not done, at least not with any consistency, is ans
Comedian Ronny Chieng warned Harvard grads that AI makes mediocre people dumber. Here is why the real risk of ChatGPT and Claude is much worse than that.
OpenAI CEO Sam Altman has softened his stance on AI-driven job losses, arguing that companies adopting AI most aggressively are often hiring more workers. While acknowledging public anxiety over automation, he said human interaction remains central to business and society.
Intel has had a rough time when it comes to gaming handhelds, but its new chip might finally be on to something.
iPhone Ultra is launching this fall, and a new leak says it will feature a tech innovation that’s been over 15 years in the making within Apple: liquid metal. more…
It isn’t finding a Pixel Watch 5 in the ocean, but certifications are fun, too! more…
The Pain Point Exposed by the AWS Outages June 2026 · An analysis of infrastructure concentration On the night of May 7, 2026 (around 7:48 PM US Eastern Time), nearly all trading on Coinbase stopped. The cause was neither the market nor a hack. In a single availability zone (use1-az4) of AWS us-east
If you are building an MCP server for task tracking, you eventually hit the same wall: the work outlives the connection. As of June 2026, that is exactly the gap MCP Tasks is trying to close. The important part is not that it exists — it is how far the protocol has actually stabilized, what still lo
After understanding the architecture and isolation mechanisms of GPU-P, the most pressing question for a driver developer is: How do I implement and enable these features in my driver? This chapter will analyze the GPU-P development and adaptation process in detail from three dimensions: capability
I built a new tool. It is a Level 2 project harness installer (blurs into Level 3). The page is at tacoda.dev/keystone. The repo is at github.com/tacoda/keystone. keystone init drops a markdown harness into your repo. Five layers: principles, idioms, domain, state, process. Plus an activation file t
HR Hanse Holding manages properties in Hamburg and runs their portfolio on onOffice enterprise – the market-leading real estate CRM in Germany (30,000+ users, 6,000+ companies). The properties needed to appear on their WordPress website. Custom design, filters, working detail pages. Three agencies h
Should you run CSPM tools yourself or bring in a managed service? There's no universal answer. It depends on your team, your environment, and your honest assessment of what you can sustain. Running CSPM internally works when: You have dedicated cloud security staff: Someone whose primary job is oper
Every Django project has at least one of these. A model with an old field that's probably not used anymore. "Probably" is the scary part. If something in production is still referencing it, deleting the column breaks the app. AttributeError, in production. So you don't delete it. You want to, but yo
I went hands-on with Nvidia’s powerful new RTX Spark laptops at Computex 2026. Combining all-day Arm efficiency with elite DLSS 4.5 gaming, they completely threaten the MacBook Pro.
While building LogicVisor's review system, I was faced with a question I hadn't thought about before: what would happen if users submitted duplicate algorithm solutions? I decided to test it myself. I submitted a solution to a simple palindrome challenge. The request went through, my solution was re
When I first started working with databases like PostgreSQL, I didn’t think much about how connections actually work. I just wrote queries, connected from my backend, and things worked… until they didn’t. That’s when I came across something called connection pooling. In this blog, I’ll walk you thro
First off, I didn't plan to build another PDF generation library. I completely assumed that the existing tools in the ecosystem were already good enough. Boy, was I surprised. At work, I was handed what I assumed would be a simple task: building a transaction receipt layout. The rendering had to hap
The problem I kept hitting What I built The benchmark result How the architecture works The multi-agent namespace pattern task-abc.shared ← readable and writable by all agents def researcher(task, own_ns, shared_ns): def executor(task, own_ns, shared_ns): pipeline = MultiAgentPipeline( LangChain dro
Samsung is continuing its rollout of One UI 8.5, the version of its Android skin that made its debut on the Galaxy S26 family early this year. The company beta tested it until early May for older devices, and over the past few weeks it's been busy releasing it to more and more handsets. [#InlinePric