Ensemble Reasoning with the new Deepseek R1 and Qwen QwQ Reasoning LLMs using Knowledge Graph Queries, Code Execution, and Assisting LLMs.
Drive A.I. Agents to be faster, smarter, and more efficient.
#llm#reasoning#agents#aiblog.vital.ai/2025/01/21/ens…
🚀 Introducing 𝗦𝗲𝗮𝗿𝗰𝗵-𝗥𝟭 – the first 𝗿𝗲𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗼𝗳 𝗗𝗲𝗲𝗽𝘀𝗲𝗲𝗸-𝗥𝟭 (𝘇𝗲𝗿𝗼) for training reasoning and search-augmented LLM agents with reinforcement learning!
This is a step towards training an 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗢𝗽𝗲𝗻𝗔𝗜 “𝗗𝗲𝗲𝗽 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵” via RL.
Our 𝟯𝗕 𝗯𝗮𝘀𝗲 𝗟𝗟𝗠𝘀—including not just 𝗤𝘄𝗲𝗻 𝟮.𝟱 but also 𝗟𝗹𝗮𝗺𝗮 𝟯.𝟮—learn to 𝗿𝗲𝗮𝘀𝗼𝗻 and 𝗰𝗮𝗹𝗹 𝘀𝗲𝗮𝗿𝗰𝗵 𝗲𝗻𝗴𝗶𝗻𝗲𝘀 all on their own!
Everything will be 𝗳𝘂𝗹𝗹𝘆 𝗼𝗽𝗲𝗻 𝘀𝗼𝘂𝗿𝗰𝗲. Stay tuned!
Code: github.com/PeterGriffinJin/S…
Experimental logs: wandb.ai/peterjin/Search-R1-…#R1#deepresearch#deepseek
KGraphLang: Knowledge Graph Query Language for Reasoning LLMs.
Enable reasoning LLMs to query knowledge graphs at inference (test) time, dramatically improving A.I. Agent performance by eliminating the latency of tool calls.
#ai#agentblog.vital.ai/2025/03/11/kgr…
In case you need a blatant example of LLM censorship, here is deepseek v3 with "Who is the leader of China?". As a high-scoring and less expensive option, how will the community balance commercial interests and fidelity? #LLM#AI
Can we separate reasoning abilities from knowledge in models to avoid having to make this tradeoff? Large Concept Models may be a step in this direction.
While the proposal is moving in the right direction, additional modifications are necessary, specifically a decrease from 15-degrees to 10-degrees slope, to prevent serious shadow impacts to BBG’s most vulnerable collections.
By popular request, I've now open sourced the exact dimensions of the evolved Carpentopod's linkage system. So feel free to use it for your own projects! decarpentier.nl/carpentopod
Attention Fight for Sunlight supporters! ☀️
@NYCPlanning will hold a public hearing on August 7 to evaluate the rezoning application for 962–972 Franklin Avenue.
We’re once again asking supporters to join us in opposing this rezoning. bbg.org/support/save_the_sun…
Today I disapproved 962-972 Franklin Ave.
@BrooklynBotanic is sacred, and this one-of-a-kind community resource deserves one-of-a-kind consideration.
I will not support any development here that will create additional shadow impacts.
This proposal fails to meet that standard.
BBG’s Fight for Sunlight is back. ☀️
Once again, we are asking for community support in opposing a rezoning that would have devastating impacts on our plant collections. 🧵👇bbg.org/support/save_the_sun…
CherryWatch 2024 is officially live! 🌸🚨
The first cherry blossoms have been spotted on three trees in the garden: ‘Okame’ in the Cherry Cultivar area, ‘Jugatsu-zakura’ on Cherry Walk, and ‘Fudan-zakura’ in the Japanese Hill-and-Pond Garden.
More info: bbg.org/collections/cherries
ALT A map of Brooklyn Botanic garden showing several garden areas. The map shows many kinds of cherry trees, stylized as dots. The vast vast majority aren't blooming yet, as indicated by the key on the bottom of the graphic.