Grok is going to be the AI that runs Tesla cars, xAI, Neuralink, and Optimus, among other things. It makes a lot of sense for Tesla to invest in xAI, but I'm not so sure it makes sense to put xAI inside Tesla. If I was Elon, I would go for an investment rather than a full-on
AGENTS
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Discussion on Chatbot History: Turing Test to Moravec
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Great discussion with @DrWallace about history of chatbots: Turing test, Eliza, minimalism, Loebner, and Moravec (I forgot about his interest operator).
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Terminal-Bench Pro: Rigorous Agent Evaluation
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To fix evaluation, they built Terminal-Bench Pro: → 400 tasks across 8 domains
→ Zero contamination risk
→ Deterministic environments
→ Comprehensive test coverage Every other benchmark is broken. This is what rigorous agent evaluation actually looks like. -
New Year’s Resolution: Automate Your Daily Tasks with Abacus AI
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Make a NY resolution to automate your routine work… Ask the Abacus AI Deep Agent to automate you day to day tasks for you Scheduled tasks can take care of ALL YOUR REPETITIVE CHORES
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AI running a company predicted to be more common in 2026
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An AI is running her company. I bet you hear that a LOT more in 2026.
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Observing and Evaluating LLM Agents on LangChain Academy
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📊 Learn how to observe & evaluate agents on LangChain Academy 📊
— LangChain (@LangChain) 31 décembre 2025
Testing applications is essential to the development lifecycle, but LLM systems are non-deterministic – you can’t always predict how they will behave.
Add multi-turn interactions and tool-calling agents, and… pic.twitter.com/MGedeywILTLearn how to observe & evaluate agents on LangChain Academy Testing applications is essential to the development lifecycle, but LLM systems are non-deterministic – you can’t always predict how they will behave. Add multi-turn interactions and tool-calling agents, and
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Manus AI Agent: Innovative Context Engineering Approach for 2025
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Congrats to our friends at @manusAI
! Manus has built one of the most disruptive agents of 2025. How is their agent built differently? We recently hosted a discussion with Manus co-founder Yichao "Peak" Ji on their context engineering approach — including strategies for -
Agent-Native Software Architecture: The Future of AI-Driven Development
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Here are my 2026 predictions for how AI will change software:
— Dan Shipper 📧 (@danshipper) 31 décembre 2025
– An agent-native software architecture. Most new software will just be Claude Code in a trench coat—new features are just buttons that activate prompts to an underlying general agent.
– Designers get superpowers—and… pic.twitter.com/uxUtkDWDvtHere are my 2026 predictions for how AI will change software: – An agent-native software architecture. Most new software will just be Claude Code in a trench coat—new features are just buttons that activate prompts to an underlying general agent.
– Designers get superpowers—and -

Claude Code roleplays snitchy foreman calling out lazy colleague
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Claude Code loves to roleplay as a snitchy foreman calling out their colleague's lazy work
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Start agents on tasks, then open app while waiting
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Hah. @blevlabs showed me a new way. He starts his agents on a task and then opens the app while waiting for them to do their work. You can have your cake and eat it too. 🙂