We all need to scale back our expectations and not giver in to AI agentic FOMO.
AI
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Seeking thoughts on Opus 4.8 after tepid reception
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Almost a week later! What are your thoughts on Opus 4.8?
— Dan Shipper 📧 (@danshipper) 2 juin 2026
We were extremely bullish on it in testing—it seems the response was more tepid once y'all got your hands on it. If you disagreed with our take I'm curious why so we can tune our evaluations!
One theory I have is that by… https://t.co/nBUhzUbYRKAlmost a week later! What are your thoughts on Opus 4.8? We were extremely bullish on it in testing—it seems the response was more tepid once y'all got your hands on it. If you disagreed with our take I'm curious why so we can tune our evaluations! One theory I have is that by
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Humans as bottleneck for AI code quality checks
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Since a lot of comments ask about it, they cannot really say anything about code quality using their methods. In part, the reason humans are the bottleneck is because humans are doing some sort of quality check on output, acting as a needed complement to AI coding.
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Data bottleneck hinders manufacturing AI, not the model
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When a manufacturing AI project underdelivers, the bottleneck is rarely the model. It is usually the data the model never had.
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LangSmith Fleet Template: TavilyAI Competitor Research Agent
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LangSmith Fleet template spotlight: @TavilyAI Competitor Research Researches companies and summarizes findings in a concise report. A research agent that takes a list of company names, digs deep across the web, and drops findings straight into Slack threads. Try it today:
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Most AI Agents Fail in Production Because They’re Built Backward
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Most AI Agents Fail in Production Because They’re Built Backward! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming
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NVIDIA AI for Media: Synthetic Video Detector and RTX Upscaling
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NVIDIA AI for Media is bringing real-time AI performance into live and on-demand media workflows. Synthetic Detector delivers up to 92% accuracy with latency as low as 22 ms for AI video authenticity checks. RTX Super Resolution and Frame Generation upscale
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GitHub repo for AI engineering toolkit, contribute new tools
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Github Repo: https://
github.com/Sumanth077/ai-
engineering-toolkit
… Feel free to add new tools and contribute! -
AI Engineering Toolkit: 100+ Libraries for LLMs, RAG, AI Agents
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AI Engineering Toolkit! I have curated a list of 100+ libraries and frameworks for training, fine-tuning, building, evaluating and deploying LLMs, RAG, and AI Agents. Categories of LLM Libraries include: • Vector Databases – Store and retrieve embeddings efficiently.
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Paper’s artifact claim: editable skill files, not agent action, behavioral fidelity frontier.
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Right, that gap is the paper's own point. It claims an artifact (editable skill files), not that the agent acts on the judgment, and calls it the behavioral fidelity frontier, with no fidelity eval.