Fascinating! Does the gym represent an RL environment?
@akshay_pachaar
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Google Patents US11656090B2 Link Shared
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patent: http://
patents.google.com/patent/US11656
090B2/en
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First Patent Granted in US and India After 10 Years
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My first patent got granted in both the US and India. I started working on this one in 2016, as a computer vision intern at HERE (owned by BMW). I had no idea what I was doing, and somehow ended up co-inventing something that actually got filed. That internship is honestly what
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MiniMax M2.5 Lightning Attention Architecture for Long Context Scaling
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Lightning Attention architecture used in MiniMax M2.5 is really interesting. The structure is 7 Lightning Attention layers for every 1 traditional SoftMax attention layer, which lets it scale to long contexts while keeping the quality you'd expect from standard transformers. I… pic.twitter.com/HnfTF0W6f1
— Akshay 🚀 (@akshay_pachaar) 14 mars 2026Lightning Attention architecture used in MiniMax M2.5 is really interesting. The structure is 7 Lightning Attention layers for every 1 traditional SoftMax attention layer, which lets it scale to long contexts while keeping the quality you'd expect from standard transformers. I
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OpenPipe’s RULER: A New Tool for AI Development
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Check openpipe's RULER: https://
openpipe.ai/blog/ruler -
Guide to RFT, SFT, and RLHF: When to Use Each
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blog: http://
unsloth.ai/blog/rl-enviro
nments
… By the way, I made this diagram a while back breaking down exactly when to reach for RFT, SFT, or RLHF: -
GitHub Repository for AI Engineering Hub with Secure Deployment Steps
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Glad you liked it Avi! Here's I have put together all the steps in this Markdown file with all the commands: https://
github.com/patchy631/ai-e
ngineering-hub/tree/main/openclaw-secure-deployment
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Securing OpenClaw Servers and Personal AI Assistants
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This is how you make your OpenClaw server invisible to the internet.
— Akshay 🚀 (@akshay_pachaar) 12 mars 2026
(world's most SECURE OpenClaw deployment)
The security fundamentals you learn in this video directly apply to any personal AI assistant or VPS setup.
Enjoy!
Chapters:
0:00 – Intro
1:00 – What we'll cover… pic.twitter.com/3IyelLD1w4This is how you make your OpenClaw server invisible to the internet. (world's most SECURE OpenClaw deployment) The security fundamentals you learn in this video directly apply to any personal AI assistant or VPS setup. Enjoy! Chapters: 0:00 – Intro
1:00 – What we'll cover -
The Silent Trap in RAG Pipelines: Embedding Model Costs
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Most RAG pipelines have a silent trap nobody warns you about. Imagine you built a RAG pipeline with a large embedding model for high retrieval quality, and it ships to production. Six months later, your application traffic and your embedding model costs are soaring while your