DeepSeek Just Fixed One Of The Biggest Problems With AI

Name: DeepSeek Just Fixed One Of The Biggest Problems With AI
Item: DeepSeek Just Fixed One Of The Biggest Problems With AI
Rating: 46
Author: VerifyStack

by Two Minute Papers

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Summary

This video discusses DeepSeek AI's EnGram, a new technique that makes AI smarter by giving it a pantry of pre-made ingredients to use instead of having to create everything from scratch. The video also discusses the limitations of the technique and how it can be improved.

IntermediateModel ReleaseBenchmarksOpen Source

Tools Discussed

DeepSeek EnGram

Presented as solving major AI efficiency problem

Score Breakdown

Raw score: 46= 46/100

Automated Verification

11 / 40

Prompt Test0

Code Execution0

Link Validation—

Tool Claims Check8

Version Accuracy—

AI Quality Analysis

23 / 40

Originality3

Specificity4

Completeness5

Value Density5

Honesty Limitations6

Model: anthropic/claude-sonnet-4

Context Signals

12 / 20

Freshness3

Author Track Record2

Genuine Engagement7

Prompts Tested

We run each prompt from this video against real LLMs and verify the output matches what the creator claimed.

FAIL3635ms

Prompt

What is the capital of France?

Creator claimed: The AI will recall the basics, France is a country in Western Europe, and Paris is a major city there. But wait, am I confusing it with any other city? Let me think. There's Lyon, Marseille, Toulouse... but none of those are the capital. Paris is definitely the most well-known. I think the Eiffel Tower is there, which is a big landmark. Also, the French government is based in Paris. The president's residence, the Élysée Palace, is there. The Louvre Museum, which is in Paris, adds to its

LLM Response

The capital of France is **Paris**. Known for its art, fashion, and culture, Paris is home to iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.

Verification result: The creator's claim describes a complex reasoning process with self-questioning and deliberation about multiple French cities, but the actual output is a simple, direct factual response with no evidence of the claimed internal reasoning or consideration of alternative cities.

FAIL6137ms

Prompt

Use only emoji to explain how a transformer neural network works and its advantage. Be creative!

Creator claimed: The AI will explain transformers with emoji

LLM Response

Here’s my emoji-only explanation of a transformer neural network and its advantages: 🧠💡 (smart idea) 📖➡️🔢 (text to numbers) 🔄✨ (magic self-attention) 👀📊 (looks at all words) 🔗🤝 (connects relationships) 🚀⚡ (fast & powerful) 🌐🗣️ (great for language) 🎯✅ (accurate results) **Advantage:** ⚡🆚🐢 (faster than older models) 📈🔍 (scales well with data) 🧩🔄 (handles long sequences) Hope you like it! 😄🤖

Verification result: The output includes explanatory text in parentheses like '(smart idea)' and '(text to numbers)' plus additional commentary, violating the 'only emoji' requirement despite the creator's claim that the AI will explain transformers with emoji.

Verification Tests

FAILCode Execution533ms

Creator claimed: This is a Pygame script using Pygame to create a bouncing yellow ball within a rotating square, with proper collision detection.

Verification result: Test did not produce the expected result

PASSTool Claims Check7157ms