"Commenting your code is like cleaning your bathroom — you never want to do it, but it really does create a more pleasant experience for you and your guests." — Ryan Campbell (credit: @CodeWisdom
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Code Comments: Essential Practice for Better Development
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GPT Compatibility Issues Between Reasoning Models o3 and 4o
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Since reasoning models behave differently, any guidance on how this can impact GPTs built for non-reasoning models? So, if a creator intends for the GPT to function with 4o (which would be all GPTs prior to this change), but the user chooses o3…
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Suna: Open-Source AI Agent for Autonomous Workflows
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I found a 100% open-source generalist AI agent! Suna is a fully open-source agent that takes natural-language instructions and turns them into real, autonomous actions It combines web scraping, file editing, and API calling to run full multi-step workflows.
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Hugging Face Launches Deepsite v2 with DeepSeek R1 Model
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Hugging Face released Deepsite v2, the revamped version of its open-source vibe coding platform, with:
— Rowan Cheung (@rowancheung) 19 juin 2025
—Reasoning-capable DeepSeek R1 model
—Multiple inference options
—Incredible UI design outputs
—Targeted Edits on any site elementpic.twitter.com/ym7lMBc01kHugging Face released Deepsite v2, the revamped version of its open-source vibe coding platform, with: —Reasoning-capable DeepSeek R1 model
—Multiple inference options
—Incredible UI design outputs
—Targeted Edits on any site element -
Minimax Releases MiniMax Agent for Complex Task Automation
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Minimax dropped MiniMax Agent — it's third consecutive release this week
— Rowan Cheung (@rowancheung) 19 juin 2025
It's an intelligent agent built to tackle long-horizon, complex tasks end-to-end
Also includes programming & tool use, multimodal understanding & generation, and MCP integrationpic.twitter.com/ClACSWteD1Minimax dropped MiniMax Agent — it's third consecutive release this week It's an intelligent agent built to tackle long-horizon, complex tasks end-to-end Also includes programming & tool use, multimodal understanding & generation, and MCP integration
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Optimizing Developer Environment for Better Code Quality
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It's the right call though. Optimising your environment means you'll write better code, faster. Air and sleep and the most important of all.
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OpenAI Recommends GPT-4.1 Over Codex-Mini API
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The codex-mini in the API is a 4o fine-tune, and OpenAI recommend using 4.1 instead.
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GitHub Pull Request #38621 to Hugging Face Transformers Repository
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https://
github.com/huggingface/tr
ansformers/pull/38621
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Stanford CS336: Complete LLM Development from Data to Deployment
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Stanford CS336 – Language Modeling from Scratch Excellent new lectures on "language modelling from scratch" class from Stanford just dropped. Covers a whole LLM stack from data collection, cleaning, transformer modelling and training, evals and deployment.
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Stanford CS336 Language Modeling Course Now Available on YouTube
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Stanford CS336 – Language Modeling from Scratch, all lectures on youtube.