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Six phases of dbt. SQLMesh added on top. Same Nessie backend, same Iceberg tables, same bronze layer, provably identical gold layer. What I learned the hard way. SQLMesh + Nessie + Trino + Iceberg with full virtual data environments is not clearly documented anywhere. You are reading the first person who built it end-to-end and wrote about it honestly. Most dbt vs SQLMesh articles compare marketing pages. This one is different. The two tools ran simultaneously on the same […]

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A unified encoder for safety moderation and PII detection in a single forward pass, built on top of GLiNER2. 📄 Paper · 🤗 Models Guardrails in an agentic LLM application 5 classifiers × 4 hops = 20 forward passes per request Same application after GLiNER Guard (GliGuard) Most production LLM apps end up with a Guardrail zoo of classifiers and NER. GLiNER Guard (GLiGuard) collapses that into one schema-driven encoder. The Problem Running an LLM in production requires safety moderation and […]

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President Trump flew to Beijing, brought Jensen Huang along at the last minute, and left two days later, telling reporters that “something could happen” on chip exports. Nothing did. Not a single Nvidia H200 has shipped to China since Trump first authorised the sales in December 2025, and US Trade Representative Jamieson Greer told Bloomberg that semiconductor controls were not even on the bilateral agenda.  The summit theatre obscured a more interesting development underneath it. The H200 isn’t stuck because Washington won’t […]

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Author(s): Vinamra Yadav Originally published on Towards AI. The demo worked perfectly. You ran it twenty times. You showed it to your team. You showed it to your CTO. Every prompt returned exactly the right output. Then you deployed it. Three days later, a customer reported that the agent gave them completely wrong information — confidently, without any error. Your logs showed HTTP 200s all the way down. Your monitoring reported zero errors. The agent had been silently […]

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Read Online | Sign Up | Advertise Good morning, {{ first_name | AI enthusiasts }}. Three weeks of high-profile testimonies, spicy leaked messages, and $100B in claims made for a blockbuster trial — but Elon Musk vs. OpenAI’s conclusion didn’t live up to the hype. With jurors dismissing the suit in OpenAI’s favor and Musk calling the ruling a “calendar technicality” and vowing to appeal, a more dramatic conclusion to the massive tech trial may have to wait […]

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