Vibe code is legacy code
"Vibe coding"âKarpathy's label for cranking out AI-assisted code at warp speedâlets devs skip the deep dive. It works for quick hacks and throwaway prototypes. But ship that stuff to prod? Cue thetechnical debt...
"Vibe coding"âKarpathy's label for cranking out AI-assisted code at warp speedâlets devs skip the deep dive. It works for quick hacks and throwaway prototypes. But ship that stuff to prod? Cue thetechnical debt...
Pinterest kicked its creaky Hadoop system to the curb and embraced Moka, a shiny Kubernetes +*AWS EKS platform, to crank up scalability and security.* Graviton ARM EC2 instances, Spark Operator, and Apache YuniKorn unleashed a performance beast and sliced costs.They wrestled with memory monsters and..
GCompris, CodeMonkey, Microbit, and Raspberry Pi kits arenât just toys. Theyâre a full tech ladder for tiny humans. Start with GCompris to get little fingers clicking. Add CodeMonkey for block logic basics. Then toss in Microbit or an Elecrow kit, and suddenly code makes LEDs blink and buzzers buzz...
Software's entering its blurred-lines era. The new hybrid model fuses old-school code with natural language prompts and AI-generated logic. Frameworks likeDSPylet devs stitch together pipelines where logic flows through code, prompts, and outside dataâlike it's all one system. Whatâs changing:Progr..
Docker just dropped theMCP ToolkitandMCP Gateway, tightening up the Model Context Protocol with serious armor. We're talking six major server-side holes patchedâOAuth RCE, command injection, leaked credsâplugged. How? With container-wrapped isolation, real-time network filters, first-class OAuth ha..
XM Cyber just dropped a guide on puttingContinuous Threat Exposure Management (CTEM)into practice with their platform. It maps out clear steps to bake exposure management into your 2025 security plans. Trend to watch:CTEM is leveling upâno longer just a buzzword, it's becoming a real security disci..
Docker wired up an event-driven AI agent usingMastraand theDocker MCP Gatewayto handle tutorial PRsâcomment, close, the works. It runs a crew of agents powered byQwen3andGemma3, synced through GitHub webhooks and MCP tools, all spun up with Docker Compose. System shift:Agentic frameworks are starti..
The post details the process of creating an AI home security system using .NET, Python, Semantic Kernel, a Telegram Bot, Raspberry Pi 4, and Open AI. It covers the hardware and software requirements, as well as the steps to install and test the camera module and the PIR sensor. It also includes code..
Tinybird threw 19 top LLMs at a 200M-row GitHub dataset, testing how well they could turn plain English into solid SQL. Most models kept their syntax cleanâbut when it came to writing SQL that actually ran well and returned the right results, they lagged behind human pros. Messy schemas or tricky pr..
Researchers built an automated pipeline to hunt down the neuron patterns behind bad LLM behaviorâsycophancy,hallucinations,malice, the usual suspects. Then they trained models to watch for those patterns in real time. Anthropic didnât just steer modelsaftertraining like most. They baked the correct..