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RT Jake Broekhuizen The product of some of the work the LangChain Labs team has been up to recently 📌 You can read more about it here - https://www.langchain.com/blog/building-a-100x-cheaper-trace-judge-with-fireworks - and try it out for yourself by signing up below
We are starting to role out our Trace Judge model to early partners today Designed to detect errors in agent trajectories at 1/100th of the cost compared to closed models If interested in early access, sign up on the form below: https://airtable.com/appWdRBlSecNOgErA/pagAEfUlHu4F35opm/form
RT Mason Daugherty Masterclass deep-dive into programmatic spawning of subagents - highly encourage taking a look! @colifran_ dropping elite ball knowledge per usual
this blog covers 6 common workflow patterns we see with dynamic subagents (fanout and synthesize, adversarial verification, etc) if you'd prefer to learn w/ a video, check out this excellent guide from @colifran_ with examples and trace walk throughs!
View quoted postDynamic subagents in deepagents! Lets you spin up subagents programmatically We highlight 6 diff use cases for this
We are starting to role out our Trace Judge model to early partners today Designed to detect errors in agent trajectories at 1/100th of the cost compared to closed models If interested in early access, sign up on the form below: https://airtable.com/appWdRBlSecNOgErA/pagAEfUlHu4F35opm/form

Ornith-1.0: Self-Scaffolding LLMs for Agentic Coding This is an interesting new open weights (MIT licensed) model, the first model release from DeepReinforce. [...] with variants including 9B Dense, 31B Dense, 35B MoE, and 397B MoE. Built on top of pretrained Gemma 4 and Qwen 3.5, it achieves state-of-the-art performance among open-source models of comparable size on coding benchmarks. As far as I can tell the licenses of those underlying models is compatible with being used in this way - Gemma 4 is Apache 2.0 licensed (and not bound by the janky additional Gemma Terms of Use that afflicted the previous Gemma models) and Qwen 3.5 is Apache 2.0 licensed as well. I've been running the model using LM Studio and the ornith-1.0-35b-Q4_K_M.gguf (20GB) GGUF, hooked up to Pi. Initial impressions are very good - it seems to be able to run the agent harness over many tool calls in a proficient way. Here's a terminal session where I asked it to "find the code that decodes the actor coo...
RT 𓁟 SYD 🛸 Row-Bot runs a LangGraph agent at its core. And supports 2 voice pipelines: - Local STT using whisper + Local TTS using kokoro - A real-time voice pipeline using GPT realtime 2. Both support full agent delegation and tool calling. Reference repo: https://github.com/siddsachar/row-bot
it's never been easier to turn langgraph agents into voice agents! great tutorial on how to do so, featuring @pipecat_ai
View quoted postRT PRAXIS Introducing Cloak: Use Claude or ChatGPT without your personal data ever leaving your machine. Two 3B models do the on-device PII cloaking: praxis-spanfinder-3b and praxis-relevance-3b. They swap your PII out before the prompt is sent, then map the cloud's answer back to your real names, places, orgs, etc. This is a very early v1; we appreciate your feedback. https://github.com/Praxis-Society/praxis-cloak https://huggingface.co/praxis-nation
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