Trend Engine: AI-Powered News & Trends

Scaling language models unlocks impressive capabilities, but the accompanying computational and memory demands make both training and deployment expensive. Existing efficiency efforts typically target either parameter sharing or adaptive computation, leaving open the question of how to attain both simultaneously. We introduce Mixture-of-Recursions (MoR), a unified framework that combines the two axes of efficiency inside a single Recursive Transformer. MoR reuses a shared stack of layers across recursion steps to achieve parameter efficiency, while lightweight routers enable adaptive token-level thinking by dynamically assigning different recursion depths to individual tokens. This allows MoR to focus quadratic attention computation only among tokens still active at a given recursion depth, further improving memory access efficiency by selectively caching only their key-value pairs. Beyond these core mechanisms, we also propose a KV sharing variant that reuses KV pairs from the first recursion, specifically designed to decrease prefill latency and memory footprint. Across model scales ranging from 135M to 1.7B parameters, MoR forms a new Pareto frontier: at equal training FLOPs and smaller model sizes, it significantly lowers validation perplexity and improves few-shot accuracy, while delivering higher throughput compared with vanilla and existing recursive baselines. These gains demonstrate that MoR is an effective path towards large-model quality without incurring large-model cost.

Hello everyone! Just wanted to share a new SEO update because this community has helped me so much. I posted here a few months back about taking SEO more seriously for my Boston-based video production company, and the response was honestly so kind that I wanted to post again with updated results and more gratitude. I also wanted to just circle back to shed some light on things that have been working really well for me in the last three months!

I’m now about 16 months into the real SEO grind – consistent blogging, optimizing titles and H1s, internal linking, structured data – all that good stuff.

Before I jump in, I do want to mention that I have some photos from Google Search Console below so that you can see the journey. Also, I know it’s not all about impressions – we’ve been booking a lot of gigs via google search and this all has lead to more clicks!

So back in March(ish) when I posted I mentioned that I was doing the following:

* Writing blog posts that got attention on google
* Building individual service pages for everything we do
* Using Google Search Console and GA4 to figure out what was working
* Fixing technical stuff in Squarespace
* Learning how to write and inject structured data. To be honest, I use chatGPT to help me write this code. I then take it to Google Rich Results and test it and go back and forth with ChatGPT to make sure it’s perfect.
* Internally linking like a maniac
* Getting every client to leave a Google review
* Asking other video production companies around the country to take meetings with me and learn more about who they are. If we think we’re a good partner to work together on something in the future we will both write a really detailed blog about one another for backlinks. I’m very careful about this and admit that backlinks are my weakest subject
* Updating our Google Business Profile weekly with posts and photos

Since then I have seen a lot of growth, specifically around May. This huge jump has made me wonder what I’m doing differently. I think I can credit the recent growth to the following:

* A **few blogs that have really hit it off** \- these are gear related blogs that have a lot of traffic. Are they potential clients? no but I think it is helping with authority!
* I have been **implementing schema code** on all our pages and every single blog I write!
* **consistency**
* **I changed my home page title** from “Boston Based Video Production | Bunker Hill Media” to “Bunker Hill Media: Video Production That Drives Proven Engagement” and I think this is helping with clicks. IMO, I love that title because it’s true!

I feel like I’m learning something new every day, especially when it comes to backlinks (still my weakest area). But this community has made SEO feel way less intimidating and way more collaborative!

I think the one thing I’m scared of a bit now is that I’m noticing I’m dipping in rankings. I seem to be staying right around the same place for what I want to be there for “video production in Boston” – right around 4-7 on google (up from 90th last year!). But working on keeping that up and improving CTR!

Thanks again for all the support xoxoxo!

Tight range in daily chart of bitcoin. I am buying

# During trial in 2010, when asked whether a certain businessman had a personal relationship with him and communicated with him around minors, Epstein declined to answer and pleaded the 5th, 6th, and 14th amendments

It’s easy to become complacent with modern technology doing the heavy lifting. However, incidents like these remind us of the constant evolution of threats in the digital landscape. Regular audits, improved encryption technologies, and comprehensive training programs can build a more resilient digital communication environment.

By staying informed and vigilant, we can navigate the complex web of digital communication with broader awareness and a proactive mindset. Let’s use technology wisely and responsibly while safeguarding the integrity of our interactions against potential threats.

Hi there!

I am planning a semi last minute solo trip to Italy the last week of August/ beginning of September. There are so many incredible cities, but have come narrowed it down to the following stops:

Fly into Rome, then to Florence, then to Cinque Terre, then would love to Bergamo/Dolomites area. Wine, good food, and great views are my goal.

1. Public transportation seems to be great over there, but with this itinerary should I rent a car? The only spot that concerns me for parking, etc. mainly in Cinque Terre is Cinque Terre since I don’t plan to spend too much time in the larger cities

2. Any recommendations on spots that I am missing? Love the walkability, hiking aspect of many of the locations.

3. Any recommendations on where to stay in Cinque Terre or Dolomites area? Any amazing experiences at hotels? Preferences between hotels vs air bnbs?

4. Has anyone used any app, program, watched any youtube videos that helped them learn words and phrases to help get around over there?

Any and all advice/ recommendations are welcome! First time to Europe so incredibly excited. Thanks!!

# Is it okay to put all my effort in running and maintaining a single strategy or its always better to diversify running and maintaining multiple strategies?

I’m just wondering so because it’s really hard for me to focus on multiple things. My personality makes me hyperfocus to a single thing all the time so making a different thing makes me cringe a little lol

Hi guys, what do you think are the best offers for ecomm brands to increase the AOV? Current

Current AOV is $34 with 25% OFF a single product (handbag). This one worked well until meta decided to roll out new AI updates. because of that the cost of meta ads has gone up drastically so the AOV needs to be increased. I have tested Buy 2 get 1 Free but it didn’t work too well. Now I’m testing 2 For 1 with higher base price of $55.

I’m also considering testing a bundle offer 20% OFF single product, 40% OFF 2 and 50% OFF 3 or more.

Normally customers buy the bag in multiple colours as they get a lot of everyday use out of it.

Would appreciate your your thoughts on this one.