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How EIP-7732 (Enshrined Proposer-Builder Separation) Reshapes Consensus Layer Security In Ethereum's Gloas (EIP-7732) upgrade, execution payload validation is decoupled from beacon block processing. Instead of embedding a full ExecutionPayload inside the BeaconBlockBody , the proposer commits to a…
How to Replace an n8n Workflow with Claude Code (Step by Step)
TL;DR Yes, Claude Code can replace an n8n workflow when the job is mostly custom logic and light on prebuilt connectors. It does not run the workflow for you. It writes ordinary code that you host. Keep n8n or Zapier when non-developers must edit the flow or it leans on many integrations. The step…
RAG or Long Context? A Practical Decision Framework for Production AI Apps
A few years ago, building an AI application around private documents often meant one obvious architecture: Create embeddings. Store them in a vector database. Retrieve relevant chunks. Send those chunks to the model. Today, the decision is less obvious. Modern models can process much larger…
Reading a Tiki Title Match Without Overstating the Product Population
Reading a Tiki Title Match Without Overstating the Product Population Title searches are convenient and easy to overread. A page title containing "Tiki" may belong to a Tiki Wiki CMS Groupware deployment, but it may also be a restaurant, a theme, a plugin page, or an unrelated service. The query is…
Introduction to SQL: A Beginner's Guide to Creating, Reading, Updating, and Deleting Data
Introduction Have you ever wondered how applications store user information, how banks manage customer records, or how online stores keep track of products, prices, and orders? Behind many of these systems is a database, and one of the most widely used languages for working with relational…
Do AI Benchmarks Measure Real Work? 21 Leaderboard Evaluations Mapped to 41 O*NET Work Activities (2026)
Research scope: This study is a snapshot: the 21 evaluations listed on the Artificial Analysis Intelligence Benchmarking methodology page on November 3, 2026, coded by Tokely to the 41 Generalized Work Activities in O*NET 31.0. It measures which work activities the evaluations test, not how well…
VITI Labs Field Report: How to Deploy IT Governance Without a Single Workshop
The "Big Bang" implementation is the ITIL consultant’s favorite cash cow. It involves 18 months of roadmap planning, Change Advisory Boards (CAB), endless PowerPoint presentations, and a desperate attempt to force a "cultural shift" across the organization. But what if implementing bulletproof…
Unknown people remotely attacked refrigeration systems in supermarkets in several European countries
Attackers remotely manipulated refrigeration control units across supermarkets in multiple European countries, switching cooling units into defrost mode and forcing stores to discard spoiled inventory. Danfoss confirmed its hardware was involved as authorities investigate the incidents. The…
Why a Price Alert Should Never Be Treated as a Guaranteed Deal
A price alert feels precise. A notification appears: “Price dropped to $79.” The natural reaction is to assume that $79 is the price available right now. But technically, a price alert usually tells you something slightly different: A monitoring system observed a particular price at a particular…
I was tired of vague PRDs, so I built a generator that outputs the architecture too
Every project I start the same way: a PRD from a chatbot, good intentions, and then — three days into building with an AI coding agent — a database that doesn't match the document, an API payload that changed shape twice, and no security rules anywhere. The problem wasn't the agent. It was my spec.…
Companies Want More Entry-Level Workers. They Don’t Want Beginners
Entry-level hiring is poised to grow, but employers increasingly expect first-time workers to arrive with experience, advanced skills, and workplace-ready training.
What’s happening with AO3? Fan fiction readers are not okay as outage drags on longer than planned
The world of fan fiction is bracing for an apocalypse as one the world’s largest repositories of fan-written stories has gone dark—and may not return anytime soon. The panic began on October 29 when Archive of Our Own (AO3), the online library for fan-created stories ranging from Harry Potter and…
The Real Reason Behind Marvell’s $115 Billion Mega-Deal Has Nothing to Do With Chips
Marvell isn’t just buying lasers and optical gear. It’s buying the ability to sell its biggest customers a single, frictionless package instead of a coordination headache—and that strategy applies to any business.
Hackers may have found a surprising new target: Your grocery store’s frozen food aisle
Grocery stores across Europe faced an overnight cyberattack on Monday, affecting the refrigerated and freezer sections and leading to product losses. The new wave of cyberattacks affected grocery stores in Belgium, Luxembourg, Sweden, Ireland, the Netherlands, and Estonia, Reuters previously…