Britney Muller
britneymuller.bsky.social
Britney Muller
@britneymuller.bsky.social
You're not discovering AI behavior patterns. You're rediscovering SEO!

I'm tired & just trying to help 😅 ....it's also the last day to join my last AI Course of 2025 if you wanna level up & evolve your AI SEO thinking, hit me up. 🚀
September 30, 2025 at 8:22 PM
So, when you hear or say things like:

"LLMs aren't citing Reddit URLs as much" → Reddit's search rankings dropped (or G's &num=100 removal impacted this)
"LLMs fall for spam listicles" → These rank well in search (unfortunately)
"LLMs prefer fresh content" → Search engines prioritize recency
September 30, 2025 at 8:22 PM
LLMs ARE NOT INFORMATION RETRIEVAL SYSTEMS
September 30, 2025 at 8:22 PM
For # 2 👏 Every 👏 Single 👏 URL 👏 you see in an LLM output comes from a search engine API (Google or Bing)
September 30, 2025 at 8:22 PM
For # 1 it's a popularity contest. The more you appear online in contextually relevant discussions, the higher your odds of being baked into the model's outputs. "Brand mentions are the new backlinks" thinking applies here.
September 30, 2025 at 8:22 PM
Let's clarify a few things:

Two different mechanisms:
1. Getting mentioned by an LLM (no URL) = Being in training data
2. Getting a URL cited by an LLM = Ranking in search results
September 30, 2025 at 8:22 PM
The recovery starts now. And if you're ready to think clearly about AI's real potential while others nurse their headaches, you're already way ahead of the curve. 🚀
August 26, 2025 at 3:32 PM
Start small. Embrace failure. Ask questions.

This is how AI progress happens! Not through intoxicating hype cycles, but through disciplined experimentation + critical thinking.
August 26, 2025 at 3:32 PM
🏆 The winners emerging from this hangover will be sober, clear-headed professionals with an experimental mindset who methodically test AI applications against specific problems. While everyone else sleeps this off.
August 26, 2025 at 3:32 PM
• Skip the gimmicks: Prioritize sustainability over novelty. Your cat photo doesn't need to be "turned into a human" using AI & focus on applications with genuine impact.
August 26, 2025 at 3:32 PM
• Strengthen human advantages: Develop what AI can't replace; authenticity, strategic thinking, relationship management, creative problem-solving, and ethical judgment.
August 26, 2025 at 3:32 PM
• Identify AI-supported content wins: Use AI to analyze large datasets. Successful content marketers are mining thousands of Reddit conversations and customer reviews to uncover patterns impossible to find manually.
August 26, 2025 at 3:32 PM
• Think like an engineer: Get crystal clear on what steps are required to accomplish a specific task before attempting to automate or augment it with AI.
August 26, 2025 at 3:32 PM
• Beware of misleading language: Challenge vague terms like "agents" & track how goalposts shift; just as "AGI" is now quietly being abandoned after serving its fundraising purpose.
August 26, 2025 at 3:32 PM
• Demand real evidence: A flashy demo isn't proof of transformation. Test systems with your specific real-world challenges (outside of demo examples) before investing time or resources.
August 26, 2025 at 3:32 PM
🧰 Your Hangover Recovery Kit:

• Question everything: Who's building this tech and why? What happens when systems fail? Where is your data going? AI boosters rely on your self-doubt to push their narrative.
August 26, 2025 at 3:32 PM
🦾 Agent fantasy crumbles: Salesforce's research shows AI agents achieving just 35% success on multi-step tasks across 4,280 real-world scenarios
August 26, 2025 at 3:32 PM
⏰ Broken promises: "Revolutionary" features quietly pushed from "coming soon" to "maybe never"; from Google's AI glasses to Project Starline to OpenAI's GPT-5 reasoning breakthroughs
August 26, 2025 at 3:32 PM
🤖 Moving goalposts: Even Sam Altman now admits AGI is "not a super useful term"... after years of using it to secure billions at astronomical valuations
August 26, 2025 at 3:32 PM