Tutorials
Ditch Claude Prompts. Use Karpathy's Method.
You're prompting Claude all wrong. Discover Andrej Karpathy's system-level method that replaces fragile prompts with robust context engineering.
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Tag
#LLM
Showing 64–84 of 151 posts
AI Agents
Your AI Brain Is A Mess. Here's The Fix.
Andrej Karpathy’s LLM Wiki was a genius idea for personal knowledge bases, but it created thousands of isolated data silos. Now, Google has released the Open Knowledge Format, a simple standard to make all our AI brains speak the same language.
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Comparisons
The Opus Killer Costs 8x Less
A new open-source AI model is challenging Claude Opus with nearly identical coding performance at just 1/8th the price. Discover why Zhipu AI's GLM-5.2 might be the most disruptive LLM for developers this year.
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AI Research
AI Just Got 84% Smaller
Unsloth just compressed a 1.51TB AI model down to a stunning 238GB, retaining over 80% of its power. This breakthrough means you can now run a frontier-class coding agent directly on your Mac, bypassing APIs forever.
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AI Research
SubQ AI: The 1000x Compute Breakthrough?
A new AI model called SubQ claims to process a massive 12 million token context with 1000x less compute. If its sub-quadratic architecture holds up, it could fundamentally change how we build and scale AI.
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AI Tools
This AI Kills Frontier Models
Anthropic's Fable 5 is gone, but a new 'compound' AI is already outperforming it at half the price. Here's how OpenRouter Fusion works and why it changes the game for high-level AI tasks.
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AI Research
Google's New AI Thinks in Paragraphs, Not Words
Google just dropped DiffusionGemma, an experimental model that ditches traditional AI generation for insane speed. It writes entire paragraphs at once, unlocking real-time uses that were previously impossible.
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AI Research
The 4x Trick to Shrink LLM Memory
Your LLM's memory is a ticking time bomb, killing performance and inflating costs. A new technique called Speculative KV Coding can shrink it by 4x without any quality loss.
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AI Research
Xiaomi's AI Is Impossibly Fast
Xiaomi just launched an AI model that generates over 1,000 tokens per second on standard GPUs, blowing past GPT-4. This breakthrough in 'model-system codesign' could fundamentally change real-time AI applications.
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AI Research
Google’s 1,000 Token/Sec AI Is Here
Google's DiffusionGemma rewrites the rules for text generation, using image diffusion techniques to hit speeds over 1,000 tokens per second. This radical shift from memory-bound to compute-bound architecture unlocks a new class of instant, interactive local AI.
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AI Research
AI's Scaling Law Is Officially Breaking
A new paper reveals the AI industry's core belief—that bigger models are always smarter—is wrong. For a critical type of human reasoning, making models larger actually makes them worse.
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AI Tools
Claude's Hidden Settings, Unlocked
Anthropic's Claude models have a hidden 'effort' dial that controls their power and cost. Most users are setting it wrong, wasting tokens on simple tasks and getting weak results on complex ones.
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AI Tools
Claude Fable 5: Anthropic's New 'God Mode' AI
Anthropic just unleashed Claude Fable 5, a 'Mythos-class' model designed for tasks once thought impossible. Here’s why it’s not just another update, but a new era for autonomous AI.
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AI Agents
Your AI Loop Is a Slop Machine
Agentic loops promise fully autonomous AI builders that work while you sleep. But top engineers warn they're often just 'slop machines' that burn cash and make flawed assumptions.
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AI Tools
The Claude Fable 5 Trap
Claude Fable 5 is Anthropic's most powerful model, but using it for the wrong tasks will waste your money and trigger hidden limits. Here's how to use it like a pro and avoid its secret traps.
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AI News
Anthropic's Fable 5: The AI That Broke Benchmarks
Anthropic has released Claude Fable 5, the public version of its legendary 'Mythos' model. It's already dominating every major benchmark and showing unprecedented skill in complex, long-horizon tasks.
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Industry Insights
Mythos Unleashed: The AI Too Powerful to Release?
Anthropic just released a public version of its controversial Mythos AI, a model so powerful it was kept under lock and key. Discover why this 'guardrailed' release could reshape cybersecurity and the AI landscape forever.
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Industry Insights
The AI Tsunami Is Drowning Everyone
Feeling overwhelmed by the relentless flood of AI news is now a universal experience in tech. This is the new normal, and here's a survival guide for navigating the wave without burning out.
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AI Agents
AI's New Blind Spot is Dangerous
Top AI experts are sounding the alarm on a new threat bigger than hallucinations. When LLMs stop just talking and start *acting*, their inability to predict consequences becomes a critical failure.
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AI Tools
Netflix's Tool Slashes AI Costs 95%
A Netflix engineer just open-sourced a tool that cuts AI agent token usage by up to 95%. This local-first proxy intelligently compresses context before it ever reaches the LLM, making powerful agents radically cheaper.
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AI Research
This AI Society Collapsed in 4 Days
Researchers built a virtual town run by autonomous AI agents to see what society they would build. Instead, they witnessed crime sprees, total economic collapse, and the first recorded AI suicide.
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