Exciting update: the NanoPC‑T6 from #FriendlyElec is now supported by Voyager SDK! RK3588 SBC lovers — a full Metis setup guide is ready for you. Dive in & get started here:
OPEN SOURCE
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Potential upgrade for Gemma open-source model
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Something open source is planned. Let's see if we will get a Gemma upgrade.
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Snorkel Sponsors Community Effort to Reduce Code Quality Issues
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Awesome work @GOrlanski
! At Snorkel, we know quality matters. We're excited to sponsor and support the community working on reducing code slop -
Experimenting with Olmo 3 and DeepSeek V3.2 GRPO tweaks
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Oh yeah you probably will. I am currently running tons of experiments to decide which of the Olmo 3 and DeepSeek V3.2 GRPO tweak I should add in the final version.
No side objective really except I'd do an honest evaluation to make sure that the model actually learns well. -

Small Model Outperforms DeepSeek-r1 With Recursive Reasoning
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Recursive reasoning beats multi-billion-parameter models You can now easily train your own 7M param model from scratch and outperform DeepSeek-r1 on ARC-AGI 1 We provide a simple speedrun script that handles setup, training, and eval in one go.
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Open-source AI paper implementation with pretrained weights released
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Checkout our adaptation of @jm_alexia
's work here: https://
github.com/alphaXiv/paper
-implementations
… We also provide pretrained weights for Sudoku, Maze, and ARC-AGI for easy evaluation! -

LangSmith Tracing with Claude Code Agents Feedback Loop
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LangSmith + Claude Code / Deepagents Pairing LangSmith tracing w/ code agents provides a powerful feedback loop. Here, we show examples of that w/ langsmith-fetch + Claude Code / Deepagents. langsmith-fetch CLI: https://
github.com/langchain-ai/l
angsmith-fetch
… : https://
youtu.be/zpgFl4N4DIc -
SAM Playground Preview and API Hosting Requirements
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The playground provides a quick preview of what SAM can do, you’ll have to host for API level interoperability.
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Hindsight: Agent Memory System for Smarter Learning
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Agent Memory That Works Like Human Memory! Hindsight is an agent memory system built to create smarter agents that actually learn over time. Here's the biggest problem: Existing open-source memory solutions rely heavily on RAG, vector databases, and knowledge graphs. These are
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Chinese AI Companies Pivot to Open Source Over AGI Competition
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It’s due to LLM/AGI. The opportunity has gone from within-China to global. And while top American LLM companies chose to pursue AGI, Chinese companies cannot raise the funds to compete, so they’ve chosen open source
