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At some point every "let me just paste my code into the AI" session hits a wall. You want the model to reason about the whole project — not one file — so you start copy-pasting directories. Three things go wrong, usually in this order: You paste a file with a live API key in it. You exceed the conte
It seemed like the ultimate developer experience - tracking issues on an ASCII board in the terminal, while editing them in a proper editor of your choice. Underwhelmed by the ergonomics of the tooling I had at my disposal, I contemplated the most appealing alternative workflow I could think of. Thi
This week half my feed is people switching AI models. A new one drops, the old one gets throttled, everyone re-evaluates their setup. It happens every few weeks now. Watch those threads long enough and you notice the real complaint underneath. It is not the model. It is that switching costs you ever
Over the last 10 years, software development has changed dramatically. Products are built faster, teams use more cloud services, data has become central to business decisions, and AI has entered everyday development workflows. But the core principles of good engineering have not disappeared. Code st
AI coding agents are becoming more useful, but they still need context. A generic agent can write code, explain files, and generate boilerplate. But when you ask it to work with a specific platform, framework, or internal system, it often misses conventions, syntax rules, and runtime details. That i
Scarab Systems has started formally evaluating the efficiency of using Scarab Diagnostic Suite during AI-assisted software repair. The question is simple: Does a diagnostic governance layer actually improve the agent patching workflow in a measurable way? Not theoretically. Not philosophically. Not
I went down a rabbit hole this morning reading the late-2025 Juejin AI tool roundups side by side — the 12-scenario 2025 年度盘点 piece, the December authoritative eight-mainstream coding ranking, the November frontend-developer picking guide, and the July global LLM leaderboard — and the thing that fin
In this eMag, we try to establish agentic AI architecture as a new type of software architecture that will likely dominate the industry for years to come. The articles, written by industry experts, cover various elements and aspects of agentic AI architecture. We aim to present the latest trends and
I keep forgetting Claude Code is primarily a coding tool
A while back, a "read-only" code reviewer I was running rewrote my git history. Read-only, as it turns out, holds right up until the model decides a fix is tidier than a comment. Pretty cool! You point a general-purpose agent at your codebase, call it a reviewer, and "read-only" quietly downgrades i
As AI-generated code becomes commonplace, CISOs need new audit strategies to measure developer practices, govern AI tool usage, and identify software risks before they reach production. The post How to Conduct a Successful Audit of AI-Driven Software Development appeared first on SecurityWeek.
Raj is 27, writes code in a one bedroom flat in Bangalore, and a few months ago he did something almost nobody thinks to do.
Update July 1, 3:30 p.m: Claude Fable 5 is now available to users globally on the Claude Platform, Claude.ai, Claude Code, and Claude Cowork. As a reminder, for “Pro, Max, Team, and select Enterprise plans, Fable 5 will be included for up to 50% of weekly usage limits through July 7, after which it
On June 24, research from Novee Security was released, reporting a CI/CD weakness that could enable anyone with an unauthenticated The post Cordyceps flaw pattern is more proof CI/CD is part of the attack surface appeared first on The New Stack.
Two flaws in Cursor, an AI code editor, could let a single, ordinary-looking prompt break out of the editor's safety sandbox and run any command on a developer's computer. There is no click to fall for and no approval box to ignore. Cato AI Labs found the pair and named them DuneSlide. They are trac
I built a VS Code extension that scans code for leaked secrets, PII, and security vulnerabilities before you commit. A few weeks in, I sat down and did something most tool builders put off: I went looking for everywhere my own scanner was wrong. Not "wrong" as in crashing. Wrong as in flagging thing
"Agentjacking" is the latest demonstration of how easily attackers can exploit an AI agent's inability to differentiate between content and instructions.
Build a more powerful coding agent setup with a model ensemble The post How to Maximize Codex Exec Command appeared first on Towards Data Science.
This setting meshes perfectly with how my brain works, and I don't miss deadlines anymore.
Apple. Anthropic. Disney Research. Google. Meta. Microsoft. NVIDIA. OpenAI. Few places outside Silicon Valley can claim R&D hubs from all of these companies. Fewer still are concentrated in a city of just over 400,000 people—roughly half the size of San Francisco. Over the past two decades, however,
