Open challenges in LLM research The first two challenges, hallucinations and context learning, are probably the most talked about today. I’m the most excited about 3 (multimodality), 5 (new architecture), and 6 (GPU alternatives). Number 5 and number 6, new architectures and
AI
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LLM Fallbacks: Chain-Level Prompt Switching Strategy
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Fallbacks Importantly, not just at the LLM level, but at the chain level Why does this matter? Different LLMs need different prompts. If you hit a rate-limit error on OAI and want to switch to Anthropic, you don't just want to retry with the same prompt – you want to switch
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Advanced Probabilistic Machine Learning Book Release
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Probabilistic Machine Learning: Advanced Topics The advanced version of probabilistic machine learning book is out. The book covers a number of topics including fundamentals, inference algorithms, predictive models, generative models, reinforcement learning, etc… This is a
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AI versus non-AI tools ratio analysis demand
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I’d love to see the ratio of AI vs non-AI tools…So much noise!!
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Secret Scanner Detects Sensitive Information in Code
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If you forget to use Secrets, don’t worry – the new Secret Scanner will let you know if you paste potentially sensitive information into your code.
— Replit ⠕ (@Replit) 16 août 2023
The scanner identifies the information and gives you the option to store it securely with a quick keyboard shortcut. pic.twitter.com/MLgf6Tv9ELIf you forget to use Secrets, don’t worry – the new Secret Scanner will let you know if you paste potentially sensitive information into your code. The scanner identifies the information and gives you the option to store it securely with a quick keyboard shortcut.
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Replit Features Now Available on Mobile App
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You can even access these same features on the Replit Mobile App. pic.twitter.com/CQtDdgmiUL
— Replit ⠕ (@Replit) 16 août 2023You can even access these same features on the Replit Mobile App.
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Avoiding inadvertent data exposure through careful coding practices
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We’re here to help you avoid inadvertent data exposure and code with care. Read the full blog post:
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Secure Storage of API Keys and Tokens on Replit
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Here’s how you can store your sensitive data, like API keys and tokens, safely and securely on Replit.
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Managing Secrets in Workspace Development Tools
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Use the Secrets feature. Built right into the Workspace, you can store any key/value pair by selecting Secrets from the Tools pane. It’ll even give you a code snippet for how to properly surface it in your code.
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Personal fork of open-source LLM code repository
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And a personal fork of an open-source LLM code repo 🙂
