4/ The Python Library, the Spec, and the Official Whitepaper are now live.
📄 Paper: https://t.co/5KRF8o1peN
💻 GitHub: https://t.co/mtfLCfXYPB
Built using @_unsloth 4-bit magic.
The era of Modular Intelligence is here. Let’s build the Neural OS. 🧠📦
I just hot-swapped a neural weight block into a live Llama-3 model in 0.39 seconds. ⚡️
No Retraining. No LoRA Adapters. No RAG.
Just raw, localized weight injection.
Introducing Semantic Block Format (.SBF): The "Docker" for AI knowledge. 🧵👇
3/ The Ultimate "Unlearning" Tool.
Did your model memorize copyrighted code or private data?
You don't need to burn $1M retraining it from scratch. Just extract the contaminated .SBF block and delete it. Surgical amnesia at the weight level.
2/ Why does this matter? Mobile AI. 📱Phones lack the RAM to hold multiple 8B expert models. With .SBF, your phone holds ONE hollow "Shell Model".Need to write code? The OS injects a 300MB Python .SBF cartridge in 0.3s. Switch apps? It ejects it. Infinite skills.
1/ The Monolithic AI lock-in is dead.
LoRA is great, but it adds math (
Y=WX+ABXY=WX+ABX
), increasing latency. SBF physically replaces the weights using Direct State Overwrite (DSO).
Result? You get the intelligence of a fine-tune with ZERO inference penalty.
O(1)O(1)
latency.
@JioCare Just a waste of time. Multiple follow-ups but no action. Clear lack of coordination between Jio teams and field engineers. Engineer confirmed no request was raised despite emails. Serious internal failure. Dropping Jio.
@JioCare I want to raise a complaint regarding very poor service. Your representative Sanjay visited on 9 Dec 2025, took money upfront, and promised installation daily till 16 Dec, but nothing happened. Now no response. Order No NO0001ABDWME. Please resolve or refund immediately.
@JoschuaBuilds@JoschuaBuilds If you need US IP and that respective boundry device , then why can't use the VM that created using the cloud having the resource location US , then your VM automatically get's that IP then from that VM you can make a new account and then post your content. ???
@mike_revenue@T0n5y I attempted the specified method, which provides the email addresses from Facebook accounts, but only if the email address is included in their bio.
Microsoft just released an impressive tool
OmniParser V2 can turn any LLM into an agent capable of using a computer 🔥
You can enable GPT-4o, DeepSeek R1, Sonnet 3.5, Qwen... to understand what's on your screen and take actions.
100% free & open source
Agent Laboratory: Using LLM Agents as Research Assistants
Enables you to focus on ideation and critical thinking while automating repetitive and time-intensive tasks like coding and documentation
What a merry Christmas
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Highlights
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