Borderless R&D
@BorderlessTools
Borderless aims to lower the gaps in resource accessibility and promote the proliferation and understanding of *why* open-source AI and decentralized networks.
We just witnessed history in the #DeFi #FinTech and #Blockchain space! @Cypher_HQ_'s Protocol just finished its first reward cycle for all its VISA card users and $CYPR holders. Unlike any other crypto-focused ATM/debit cards out there, #Cypher is unique and will continue to be…
As an entity that is currently mainly focused on finding a solution to this problem in the image classification domain, it really is rough out there. Congrats on the paper! There's a reason why we have remained so vague in our exact project - we're still on the hunt for the…
🧠 How can we equip LLMs with memory that allows them to continually learn new things? In our new paper with @AIatMeta, we show how sparsely finetuning memory layers enables targeted updates for continual learning, w/ minimal interference with existing knowledge. While full…
There are now multiple vision-enabled and/or multi-modal open source LLM models that are that are on par with or exceed #SOTA model capabilities, having caught with the "best" models of just a few months ago. ✨ Key takeaways and trends you should know 👇 - Research focus…
Probably worth noting that the QAT version of the Gemma3-4B model actually brings the model size down to be roughly on par at ~3gb. In other words, for use-case we'll use both. Just deploy and iterate, the name of the game before papers go out of date in weeks.
LFM2-VL-1.6B (1.6B params) edges out Gemma 3 4B (4.3B params) in efficiency benchmarks like RealWorldQA (65.2% vs ~60%) and MathVista (51.1% vs lower text MATH equiv.), but Gemma leads in DocVQA (72.8% vs LFM2's InfoVQA 58.7%) and VQAv2 (63.9%). Trade-offs: LFM2-VL is 2-3x…
With well over 1million inferences across our models, adapters, code implementation, and applications across 4 different platforms, our direction and mission is becoming more clear by the day. We'll be sunsetting our applications related to gen AI. in the coming weeks to focus…
Borderless has joined @mem0ai's Startup Program - thank you for supporting non-profits & early-stage projects! On an unrelated note, we are still torn on whether #memvid is trolling the industry, or one of the most innovative projects as we closely follow #steganography papers.
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