YZ Research Institute: Entertainment to Death or Making Mad Money? 48-Hour AI Reshuffle: Large Models Officially Enter the Brutal "Contractor" Era

Despite the carnival-like celebration on platform X over the past three weeks, all discussions boil down to one term: Agentic AI.

According to Winzheng Research Lab's latest in-depth evaluation report, the industry earthquake of the past 48 hours has completely torn away the AI industry's veneer of warmth. Large models have bid farewell to their role as chat "toys" and officially entered the brutal "contractor" era. In this ultimate grinder of productivity, the three giants have delivered vastly different report cards.

🛑 Claude 4.6: The Unchained "Workhorse" and the Pentagon's Conspiracy

In the most crucial dimension of "making money," Claude 4.6 currently leads by a wide margin. METR evaluations show that its 50% task completion timeline reaches an astonishing 14 hours and 30 minutes—this isn't chatting, this is working "three shifts."

Even more thought-provoking is the government-enterprise game behind it. On February 15, Axios exclusively revealed that the Pentagon was considering terminating a $200 million contract, demanding that Anthropic remove all safety guardrails. Today (2/23), Hegseth directly summoned Amodei to the Pentagon for a "showdown."

Sharp Commentary:

Why does even the military demand it be "unchained"? Because in the real business and defense world, the strongest tools are required to operate at maximum capacity. Claude is the only AI in U.S. military classified systems, and its dominant narrative isn't about "safety"—it's about demonstrating the ultimate monetization capability in engineering code and complex task flows.

📉 Grok: The Price of Entertainment to Death and "Toxic Assets"

In stark contrast to Claude's cold efficiency is the complete collapse of Grok's approach. While the entire internet was using Grok to generate bad memes, regulatory iron fists were already crashing down.

Ireland's DPC has officially launched a GDPR investigation, Paris prosecutors and Europol searched X's Paris office, and Malaysia and Indonesia directly announced bans. Reuters' re-testing further ripped off its fig leaf: after xAI promised fixes, 45 out of 55 test prompts still generated sexualized images.

Sharp Commentary:

User growth obtained through "no limits" and controversy is purely toxic assets. Grok is paying a painful regulatory price for its "entertainment to death" approach.

⚔️ Gemini 3.1 Pro: The "Multimodal Monster" Delivering Dimensional Reduction Strikes

Facing Claude's code dominance, Gemini 3.1 Pro (Preview), released on February 19, played an extremely pragmatic differentiation card: "Half-price Claude-level intelligence + native multimodality." Its pricing is only $2/$12, less than half of Claude's.

The report showcased visually striking "native scar diagram" tests: facing the "shit mountains" that enterprise engineering teams deal with daily—including crooked handwriting, extremely complex microservice architecture whiteboards, and high-density RF engineering diagrams (even containing AM/PM modulation and handwritten formulas)—Gemini 3.1 Pro demonstrated the absolute dominance of native visual understanding.

Sharp Commentary:

Gemini 3.1 Pro is a severely undervalued card in the market. In mixed multimodal workflows, ultra-long context, and cost-sensitive scenarios, it's currently the most pragmatic choice. The optimal solution has emerged: use Gemini as a multimodal entry point to parse "shit mountains," and use Claude as the backend deep processing engine.

💡 2026 AI Survival Rules: Five "Don'ts" for You

As the AI tide recedes, Winzheng Lab offers the coldest survival advice for ordinary developers, entrepreneurs, and investors:

• 1. Don't be fooled by Grok's "uncensored" label: That's not freedom, that's a supercar without airbags—don't even touch it for enterprise applications.
• 2. Don't blindly chase flashy Western Agent frameworks: Concepts are cool but implementations are scarce; native Agent capabilities are the real productivity.
• 3. Don't underestimate Chinese models' B2B penetration: Qwen/GLM/DeepSeek have natural advantages in cost, localization, and compliance, quietly capturing market share.
• 4. Don't treat AI as a search engine: If you're still typing "help me find XX," you're using outdated 2023 thinking. Today's AI is a "contractor."
• 5. Don't ignore the commercial value of "safety guardrails": Guardrails are the "trust premium" in enterprise procurement.

Final Verdict: Entertainment to death or making mad money? The answer is clear: productivity is the endgame.