Use GRPO and start training Now that we have the dataset and reward functions ready, it's time to apply GRPO. HuggingFace TRL provides everything we described in the GRPO diagram, out of the box, in the form of the GRPOConfig and GRPOTrainer. Check this out
TOOLS
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Configuring LoRA for Fine-Tuning with Unsloth PEFT
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Define LoRA config We'll use LoRA to avoid fine-tuning the entire model weights. In this code, we use Unsloth's PEFT by specifying: – The model
– LoRA low-rank (r)
– Modules for fine-tuning, etc. Check this -
Building a Reasoning Model Without Manual Labels Using Verifiable Outputs
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When outputs are verifiable, labels become optional.
— Akshay 🚀 (@akshay_pachaar) 2 mai 2026
Maths, code, and logic can be automatically checked and validated.
Let's use this fact to build a reasoning model without manual labelling.
We'll use:
– @UnslothAI for parameter-efficient finetuning.
– @HuggingFace TRL to… pic.twitter.com/0FVo2aKfSUWhen outputs are verifiable, labels become optional. Maths, code, and logic can be automatically checked and validated. Let's use this fact to build a reasoning model without manual labelling. We'll use: – @UnslothAI for parameter-efficient finetuning.
– @HuggingFace TRL to -

OpenAI Rumored to Launch More Natural Voice Model
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A new voice model from OpenAI confirmed? Rumor has it that it will be significantly more natural in conversation with the user (latency, interruption).
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Current AI Capabilities Already Enough for a Lifetime of Projects
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Honestly, even if AI does not improve at all from now on, the capabilities it has right now would be enough to keep me occupied for the rest of my life with all the projects I have on my mind.
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Agentic Coding Tools Like Claude Code Reshape Developer Economics
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For many AI looked bubbly six months ago, but the more and more articles and journalist argue that agentic coding tools like Claude Code have changed the economics: developers are adopting them fast, productivity gains are becoming measurable, and companies like Anthropic are
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API Cost Math Behind AI Agents Using DeepSeek Tokens
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Let's look at the API math behind AI agents. Someone just ran 831,962,136 tokens through DeepSeek for only $10.57. When building tools like OpenCode, output tokens dictate your burn rate because the agent must constantly re-read your codebase. If we migrate those 831.9M
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Anthropic Accidentally Leaks Claude Code’s Entire Codebase
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Anthropic accidentally leaked Claude Code's entire codebase and I break down everything found inside here:
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User Shares Daily Experience Working With Claude AI
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me and claude every. single. day. pic.twitter.com/xZYyMhldld
— Charly Wargnier (@DataChaz) 2 mai 2026me and claude every. single. day.

