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News
“Machine translation is still broken for most of the world's languages”: Cohere builds non-reasoning for a reason
11+ 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
34+ 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
32+ 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
24+ 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....
I Replaced My TTS Engine. The API Call Was the Easy Part.
1+ hour, 2+ min ago (1051+ words) Katto already had AI dubbing. A creator could take a short clip, choose a language, and get a translated version back. The first version used Kokoro and covered eight languages. Recently, I moved the primary speech engine to Google Cloud…...
DeepSeek V4.1 Flash vs test-perplexity-gpt-5-nano - AI Model Comparison
2+ hour, 36+ min ago (16+ words) OpenCode Related comparisons. Other model pairs to check....
TACACS+ Failover Testing: Rejection, Outage, and Recovery Are Different Tests
1+ hour, 7+ min ago (1131+ words) A TACACS+ rollout needs more than a successful login. Test what happens when one server is unavailable, when none can answer, and when the service returns. For each state, check who authenticated the user, what the user could do, and…...
Qwen3 32B vs Qwen3.8 Flash - AI Model Comparison
3+ hour, 5+ min ago (16+ words) OpenCode Related comparisons. Other model pairs to check....
Your primary key shouldn't be in the URL
1+ hour, 27+ min ago (169+ words) A sequential integer primary key is a great internal identifier: compact, fast to index, naturally ordered. It is a poor external one, for three reasons: The fix is to stop making one column serve two audiences: Every lookup still has…...
How to Handle Webhook Errors in Make.com
1+ hour, 31+ min ago (1080+ words) Webhooks are one of the easiest ways to connect different tools with Make.com. They are also one of the easiest places for an automation workflow to break. A webhook may receive incomplete data. A field may have a different…...