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March 2026 data is starting to clarify what's actually happening beneath the surface of the housing market:New-home sales moved higher month-over-month, supported not by organic demand but by strategic intervention from builders.This isn't a demand surge. This is demand being unlocked through pricing and incentives.What the Data Is Really SayingNew-home sales: • +18.5% MoM | +1.6% YoY (64,000 NSA) • Still below long-term March average (~68K)Media ...
Dear Resident,
This is just a friendly reminder.
Please do not leave your horse unattended on your balcony. All horses must be accompanied by their owner at all times when outside your apartment.
Thank you,
Management
Who else is totally geeked out on what's possible w/ prompting?
Token Management:
If you are doing any kind or form of AI development using Claude, Gemini, GPT Codex, etc., token management needs to be taken into consideration and part of your AI dev strategy.
Experimented w/ a variety of prompting methodologies, best method that I've found for reducing token usage w/ Claude has been a combination of using JSON + Query Language w/ some regex (...Who else is totally geeked out on what's possible w/ prompting?
Token Management:
If you are doing any kind or form of AI development using Claude, Gemini, GPT Codex, etc., token management needs to be taken into consideration and part of your AI dev strategy.
Experimented w/ a variety of prompting methodologies, best method that I've found for reducing token usage w/ Claude has been a combination of using JSON + Query Language w/ some regex ( Regular Expressions ). If you have experience writing custom dimensions in Looker/DataStudio using SQL, you will find comfort in applying those same methods in your prompts.
Using the above method, was able to reduce token usage on a task from 5,834 tokens down to 1,126 tokens where the task ran for 10m 44 sec.
Prompt took about 30 mins to write/structure & was used for building out Rent Roll Analysis dashboard. What I like about using Claude is its computational power/abilities.
How is everyone else dealing with "Token Management" and their LLM and what's your favorite LLM?
Cheers!
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Thank you for replying, Sherri! My approach is to understand the underlying preference of people, and meeting them there. Like you mentioned, no matter how seamless the solution is, some people will just prefer the hand-held experience. But I thin
Florida's multifamily housing market continues attracting investors from across the country as migration, rental demand, and affordability challenges reshape apartment investing throughout the state. Markets such as Miami, Fort Lauderdale, Tampa, Orlando, Jacksonville, and West Palm Beach continue experiencing strong investor activity as renters remain in apartments longer due to elevated home prices, higher mortgage rates, and continued populati ...
Trust me, I hear every word you’re saying, and in theory, I understand why people might prefer to tour alone and do everything independently. However, being on-site and interacting with prospects—both young and old—I can tell you they still come in w
Love the AIM recap from Mike Whaling: soundcloud.com/30lines/aim2026
The AIM 2026 Conference emphasized that artificial intelligence is an operational accelerator, not a standalone "magic bullet" strategy, requiring teams to master "boring," human-first fundamentals before technology can truly scale their success. Major themes included navigating the critical shift from traditional SEO to Answer Engine Optimization (AEO) to capture conversational search traffic, adopting unified data attribution to expose...
Every year, MFI asks operators across the industry one simple question: what technology are you actually using?Not what's on your roadmap or what you evaluated two years ago. We ask for data on what's live, what's running, and how your team operates today.The 2026 Technology Adoption Report covers 118 companies, ranging from portfolios of under 1,000 units to enterprises managing over 200,000 units, across market-rate, affordable, senior, and stu ...
Miami has become one of the most closely watched multifamily investment markets in the United States as population growth, international capital, rising rental demand, and limited home affordability continue reshaping South Florida's housing landscape. Over the past several years, apartment investors have increasingly shifted their focus toward Miami not only for appreciation potential, but for long-term rental demand driven by migration from hig ...
I believe the ones we have in our newer buildings get used, but they're also typically integrated into amenities in the way that it's not their only use. They're typically part of amenity spaces that have multiple, often different types of seating areas that can serve as gathering spaces for residents or co-work areas.
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Ours gets used every single day. We have 4 of them.
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Frequently used? Worth adding? Thank you for your feedback!
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The "new" information for me was that labor represents 50% of construction costs. The article did not speak to land costs, however. That was the one missing piece. As we all know, land for affordable housing does not cost less than land for market rate!
