Why You Can’t Always Reproduce the Same AI Result.
Mike McGowan Mike McGowan

Why You Can’t Always Reproduce the Same AI Result.

In the world of artificial intelligence (AI), we often hear impressive stories about how machines can learn from data and make decisions. Whether it's recommending your next favorite movie or helping doctors diagnose illnesses, AI holds incredible potential. However, one intriguing aspect of AI is its unpredictability. You might ask, "Why can't we always get the same result from an AI?" This question leads us to explore the fascinating world of AI algorithms, data, and randomness.

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ChatGPT vs. Claude: how people really use AI.
Mike McGowan Mike McGowan

ChatGPT vs. Claude: how people really use AI.

Some conclusions are, specifically that ChatGPT – used by 700 million people weekly by the end of July – is being engaged more for personal tasks, including writing and research, while Claude is being leaned on for work-related jobs.

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A New Challenger to LinkedIn!?
Mike McGowan Mike McGowan

A New Challenger to LinkedIn!?

OpenAI has announced it is developing an AI-centered jobs platform as part of broader efforts to expand AI literacy, and as the company grows its consumer and business-facing AI applications.

The ChatGPT maker’s “OpenAI Jobs Platform” will utilize AI to help connect qualified job candidates to companies, which could put it in competition with Microsoft’s LinkedIn. 

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Reasoning Models - Sensitive Conversations
Mike McGowan Mike McGowan

Reasoning Models - Sensitive Conversations

OpenAI said Tuesday it plans to route sensitive conversations to reasoning models like GPT-5 and roll out parental controls within the next month — part of an ongoing response to recent safety incidents involving ChatGPT failing to detect mental distress.

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Large Action Models (LAMs)
Mike McGowan Mike McGowan

Large Action Models (LAMs)

While LLMs are great for understanding and producing unstructured content, LAMs are designed to bridge the gap by turning language into structured, executable actions.

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RAG AI Reduces Manual Tasks for RE Agents
Mike McGowan Mike McGowan

RAG AI Reduces Manual Tasks for RE Agents

Retrieval-Augmented Generation (RAG) AI systems are transforming residential real estate

brokerages by automating or streamlining routine tasks. This gives agents more time to focus

on what matters most-building relationships and delivering top-tier service to clients.

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US AI Strategy Unveiled
Mike McGowan Mike McGowan

US AI Strategy Unveiled

President Donald Trump unveiled a sweeping new plan for America’s “global dominance” in artificial intelligence, proposing to cut back environmental regulations to speed up the construction of AI supercomputers while promoting the sale of U.S.-made AI technologies at home and abroad.

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AI Generalization Bias in LLMs
Mike McGowan Mike McGowan

AI Generalization Bias in LLMs

Recently a study was published by Royal Society Open Science titled ‘Generalization bias in large language model summarization of scientific research’, found HERE. The study illuminated the ability of AI to increase public science literacy and support science research overall. Their findings did in fact reflect that, however it’s noted that AI summaries omit details that limit the scope of the scientific findings. This led us here at RETEQ to wonder, is there risk in the corporate world to overusing AI to summarize information, creating overgeneralization in details material to decision making, thereby leading to unnecessary risk in those decision making scenarios?

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Your Brain on ChatGPT
Mike McGowan Mike McGowan

Your Brain on ChatGPT

Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task.
Abstract from Cornell University study. This study explores the neural and behavioral consequences of LLM-assisted essay writing.

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Prompt Library
Mike McGowan Mike McGowan

Prompt Library

200 expert-crafted prompts designed to drive results across Sales, Customer Success, Marketing, RevOps, and Leadership.

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How AI Is Transforming Residential Real Estate in 2025
Mike McGowan Mike McGowan

How AI Is Transforming Residential Real Estate in 2025

Artificial Intelligence (AI) is no longer a futuristic concept in residential real estate-it’s the engine driving a new era of efficiency, personalization, and transparency across the industry. From streamlining property searches to accelerating transactions and enhancing the customer journey, AI’s impact is visible at every stage of the real estate lifecycle.

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AI in real estate: 2025 marks the shift from tools to tangible outcomes
Mike McGowan Mike McGowan

AI in real estate: 2025 marks the shift from tools to tangible outcomes

After a year of experimentation and adaptation, 2025 will be the year multifamily operators move beyond evaluating the potential ROI of AI tools. They will implement and reap its benefits to deliver measurable, game-changing outcomes. This shift has already happened for many, as evidenced by the 94% of businesses on the AppFolio Property Manager platform now using AI capabilities to support their operations.

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