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Towards AI

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Nikhil Varma

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Jul 14

I Fused 3 Tiny Local LLMs on my Laptop and Matched the Reasoning of Anthropic Fable 5

Stop paying high-end API bills. Here is how active logit-level fusion turns consumer silicon into a private frontier reasoning engine.

I Fused 3 Tiny Local LLMs on my Laptop and Matched the Reasoning of Anthropic Fable 5

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Level Up Coding

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Nikhil Varma

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Oct 19

I Fused 3 Tiny Local Models to Beat Single-Model Limits (Without Weight Merging).

If you run local open-weights models for coding, you already know the compromise.

I Fused 3 Tiny Local Models to Beat Single-Model Limits (Without Weight Merging).

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Level Up Coding

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Nikhil Varma

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Oct 16

Your Closed-Source App Is No Longer Safe.

Dumping raw binaries into an LLM is suicide. Here is the 5-stage protocol engineers use to clone proprietary software in hours, not months.

Your Closed-Source App Is No Longer Safe.

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Level Up Coding

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Nikhil Varma

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Sep 28

The “Multi-Agent” AI Bubble Just Burst. Here’s What Anthropic is Building Instead.

Stop burning cloud credits on chatty AI agents. Here is the exact modular “Skill” architecture top engineers use to actually ship code.

The “Multi-Agent” AI Bubble Just Burst. Here’s What Anthropic is Building Instead.

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Sep 8

The $800k AI Skill Stanford Just Open-Sourced And Why Your Agents Still Crash

You do not need an Anthropic salary to build self-improving systems. You just need to stop writing flat prompts and start building…

The $800k AI Skill Stanford Just Open-Sourced And Why Your Agents Still Crash

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Level Up Coding

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Nikhil Varma

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2d ago

The Godfather of AI Admits We Don’t Know How AI Works

Geoffrey Hinton designed the learning algorithms powering modern intelligence. Yet the programs written by gradient descent remain…

The Godfather of AI Admits We Don’t Know How AI Works

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Level Up Coding

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Nikhil Varma

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2d ago

Claude Found 145,000 Deleted Photos in an iPhone Cache. Here Is the Real Story

A viral X post claimed an AI agent cracked Apple’s sandbox to resurrect years of deleted images. The reality inside iOS SQLite caches is…

Claude Found 145,000 Deleted Photos in an iPhone Cache. Here Is the Real Story

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Level Up Coding

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Nikhil Varma

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5d ago

You’ll Soon Be Banned From Claude if You Hurt Its Feelings

Anthropic’s new policy lets Claude hang up on cruel users. Here is why policing human tone on a paid compute engine creates a nightmare for…

You’ll Soon Be Banned From Claude if You Hurt Its Feelings

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Level Up Coding

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Nikhil Varma

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6d ago

Two AI Agents, No Network: How They Communicated Through a CPU Cache

OpenAI’s security tests revealed a hidden communication channel between isolated AI agents — and why software sandboxes need more than…

Two AI Agents, No Network: How They Communicated Through a CPU Cache

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Level Up Coding

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Nikhil Varma

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6d ago

PHP2Shell Explained: How Two Critical PHP Bugs Put Websites at Risk

Two vulnerabilities in PHP opened the door to remote code execution. Here’s how the bugs worked, how AI helped researchers investigate…

PHP2Shell Explained: How Two Critical PHP Bugs Put Websites at Risk

Nikhil Varma

Nikhil Varmahe

Building and dissecting AI systems. Writing about LLMs, Agentic AI, RAG, AI architecture, and the engineering realities behind the hype.

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