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News
Next.js Bot Detection: Block AI Crawlers at the Edge
18+ min ago (1057+ words) Your Vercel usage graph is climbing and your logs are full of names you did not invite: GPTBot, ClaudeBot, PerplexityBot, Bytespider. They hammer your App Router pages and quietly run up your bandwidth and compute bill. The reflex is a…...
My determinism check can only test one producer in seven, and the print says so
18+ min ago (545+ words) I added a check that asks one question: run the thing that produces this record twice, and do you get the same bytes? One of seven. That number is not a coverage gap I plan to close. It is the…...
🤖 How Backend Engineers Are Building AI-Powered Applications in 2026
28+ min ago (116+ words) AI isn’t only about training models. For backend engineers, the real challenge is building reliable systems around AI. A typical AI-powered backend might look like: 🌐 Client → sends request ⚙️ Backend API → validates & processes it 🤖 LLM → generates the response 🗄️ Database → stores application…...
Shotwell 0.33 Open-Source Image Viewer for GNOME Is Here with GTK4 Port
2+ hour, 1+ min ago (325+ words) Shotwell 0.33 open-source image viewer and organizer for the GNOME desktop environment has been officially released today after many years of work as the first version ported to GTK4. The biggest news for the Shotwell 0.33 release is that the application has finally…...
A question on Discord found two bugs in my RAG system. Fixing them found a third.
33+ min ago (611+ words) Every test passed. The tests had the same blind spots as the code. A developer saw Ossian's MCP... Tagged with rag, kafka, ai, opensource....
I’m Thinking Of A Number From 1-100, And I’ve Given You A Series Of Clues To Figure It Out
21+ min ago (24+ words) Can you solve the puzzle? Use the clues provided to guess the mystery number between 1 and 100 in this fun brain teaser challenge....
“Machine translation is still broken for most of the world's languages”: Cohere builds non-reasoning for a reason
30+ min ago (203+ words) Cohere's North Small Translate beats DeepL and Google Translate on WMT26 across 50 languages — but commercial use requires a Model Vault license....
Polar sandbox vs live webhooks — why checkout works and entitlements do not
54+ min ago (794+ words) Checkout can succeed and your app can still treat the buyer as a free user. On Polar that usually means the webhook landed in the wrong world — sandbox secret on a live deploy, production endpoint still pointed at last night’s…...
My release smoke test passed on the message that says it failed
52+ min ago (607+ words) Here is the step, as it had been since the first release: Read the last line on its own. It passes when the released version appears anywhere in the output. Now read what npm prints when the version is not…...
tracehub-mcp: Giving AI Assistants a Real Query Interface Into Your LLM Traces
43+ min ago (102+ words) The Copy-Paste Problem Here's what debugging an LLM application looks like for most... Tagged with aiengineering, mcp, observability, opensource....