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SpaceX Starbase: Helping Lift Brownsville Out of Poverty and Bring Wealth to Local Families For many years, Brownsville and the Rio Grande Valley carried the difficult reputation of being among the poorest regions in the United States. High poverty rates shaped daily life for families across Cameron County for decades. In the 1990s, the area was even designated a federal Rural Empowerment Zone in recognition of these long-standing challenges. Today, the trajectory is changing. Poverty rates in Cameron County have been declining steadily. They fell from the mid-30s percent range around 2010 to 28.9% in the 2015–2019 period, and now stand at 24.8% according to the latest U.S. Census Bureau data (2020–2024 American Community Survey 5-year estimates). While the rate is still higher than state and national averages, the consistent downward trend reflects real, measurable progress. A New Wave of Investment and Job Creation Recent data from the Greater Brownsville Economic Development Corporation’s FY 2025 Annual Impact Report shows strong momentum. Between October 2024 and September 2025, the organization helped attract $183.7 million in new investment and supported the creation of 3,288 jobs. The report also shows 10,604 jobs retained during that period and 7,116 jobs already committed for 2026. *Greater Brownsville EDC FY 2025 Key Economic Highlights (see infographic below) These figures reflect broad economic activity across the region, with SpaceX’s Starbase playing a significant role as a major anchor project. Starbase has brought thousands of direct jobs to the area and has helped attract suppliers and related investment. This type of large-scale development is helping address long-standing needs for stable employment and skills development in Brownsville and surrounding communities. Local voices are also noticing the change. Former Brownsville City Councilwoman Jessica Tetreau, @JessicaTetreau at Starbase beach at sunset described the shift she has witnessed in her own community: “Before, in the past in Brownsville, people would talk about the brain drain, how all of our youth would have to leave to San Antonio, to Austin to find jobs… And now these young people that are from the community are finding these amazing jobs.” She shared that in her own neighborhood, parents are now working at SpaceX, and children are growing up excited about launches and rocket engineering, “just like their fathers.” “The kids that are graduating from UTRGV and local universities, they’re coming to work here. It’s really exciting. Engineering is now one of the hottest and exciting things to have in this area.” Direct Support for Education and Downtown Renewal In addition to job creation, there has been targeted investment in the community’s future. In 2021, Elon Musk and the Musk Foundation committed $30 million to the area. $20 million to schools across Cameron County and $10 million for the revitalization of downtown Brownsville. Brownsville Independent School District received more than $2.4 million of the school funding. The money has supported the expansion of Career and Technical Education programs, helping prepare young people for the skilled jobs now available locally. The downtown portion included a $1 million grant to the Brownsville Community Improvement Corporation to strengthen the historic core of the city. Below are a few photos I took while touring downtown Brownsville with Jessica Tetreau right after Starship Launch 12, showing the renewed energy through spots like Main Street Deli, a local bookstore, and Dodici Pizza & Wine. A Community Moving Forward Brownsville has always been a resilient place. In recent years, it has gained access to meaningful new employment opportunities, investment in education, and visible improvements in its downtown. These developments are helping lift families, create local wealth, and support the renewal of the community. Challenges remain, as they do in any place working to overcome long-term economic hardship. But the direction is positive. New jobs are being created, young people are gaining access to better training, and the heart of the city is showing signs of renewal. This is the quieter but very real story of progress happening in Brownsville today that legacy media will keep quiet about.

NEW: Anthropic is walking back Claude Fable 5's policy to covertly degrade performance for competing AI researchers, after facing fierce backlash. “We’re changing Fable 5’s safeguards for frontier LLM development to make them visible,” Anthropic tells WIRED. “We made the wrong tradeoff and we apologize for not getting the balance right.”

this is my personal singularity moment this post may sound like a paid ad. I only wish. I'm concerned, more so than happy. the world is changing, and, among the scenarios where AI goes terribly wrong, inequality is the most realistic, yet, the one Anthropic seems to be the least concerned about. I'm glad OpenAI is taking the opposite stance: *personal AGI for everyone*. I think this is a commendable position in the times we live. but who am I in the queue of the bread? anyway, Fable is here, so I'll just report my first-hour experience first of all, all my pet prompts are solved. → λ-calculus puzzles → bug questions → one-shot apps all are trivial to it. I don't have anything harder other than my ongoing work so, in the last several days, I've been toying with HVM5, a new interaction net evaluator with a faster loop. after writing the first version, I left 32 GPT-5 agents working for ~20 hours each. this resulted in up to 2x speedups, but the file size increased by 2-fold and quality decreased significantly. I then simplified the whole thing into an even simpler core, and left Opus 4.8 and GPT 5.5 optimizing it for 8 hours. Opus got a legit 6% - 34% speedup in most benches. GPT got better results, but, sadly, an unusable file. I then asked Fable to optimize it. 2 hours later, it landed a 1770% speedup in one case, 100%+ in other 4, and 22% in average. yes, in 2 hours it outperformed me, opus 4.8 and a swarm of gpt 5.5 agents, by one order of magnitude. that could not possibly be legit. "it must be hardcoding the benchmarks" (GPT trauma). so I read its explanation and what it did was, indeed, the most high impact optimization one could try first. seems like HVM5 was wasting a lot of time garbage-collecting unused branches of pattern-match nodes. I had optimized that for static mats, but not for dynamic mats. skill issue. Fable figured how to do it for these, resulting in a massive speedup in some benches but wait, is that *correct*? I'm not sure yet, it is credible, but this is the kind of thing that is very easy to get wrong on interaction nets. the problem is, when I was ready to start auditing Fable's solution so I could tell whether it was buggy or legit, it interrupted me to tell me it had found a massive bug on the code *I* had written. ... wait, what? so... for garbage collection purposes, I stored a bit on lambda term pointers that meant "the variable bound by this lambda has been freed, so, its lambda must free whatever argument it is applied to". that's fine. yet, on duplicator nodes, I also used the same bit to mean "one of the duplicated variables was freed, so, treat this dup as a passthrough no-op". so, if a lambda entered a duplicator, it would mistake the lambda's collection bit for its own, resulting in corrupted interaction! that's a mouthful, why I'm writing this? just so you can appreciate the sheer absurdity of what just happened. I didn't ask it to find bugs. I asked it for an optimization. and even if I did ask it to find bugs, this bug is so astonishingly subtle and specific, identifying it takes mastering the domain to an extent that it beyond even me. I'd easily need hours or days to fix it, *if* I ever came across it. chances are it would just go unnoticed. and Fable found it and fixed it like it was nothing, while it was busy adding a 17x speedup to a file that neither I, nor Opus 4.8, nor a fleet of GPT 5.5 managed to barely make 2x faster. oh and there is also another tab where it is also ripping through Bend's codebase and finishing everything I had to do I don't know what to say anymore this isn't about Anthropic or OpenAI, this is about our collective future as a species. the world is changing, and we need to be aware of it, and discuss how to handle this change. receipt below . . .

Watch now! Elijah Alexander shares the incredible story of how filming The Chosen became far more than another acting job. While portraying Atticus, a Roman soldier, Elijah found himself on a journey that culminated in a life-changing encounter with Jesus

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As eval is downstream of everything, it determines whether you will spend your time optimizing the right metrics. The current gap between academia and industry AI labs is the attitude toward eval. In academia, the eval set is very hard to change since a) you need to explain why your eval is better and b) you need to benchmark against your cited works with the new eval and show that your work is superior. Doing both a and b at the same time invites risky rebuttal, even if you are doing a good job on a. It is far easier to benchmark against the eval set that everyone has agreed upon. In contrast, in industry AI labs, customer feedback is your eval set and it keeps changing to cover the long tail that you could never think of during years of PhD programs. If the loss functions are not a good proxy for customer feedback, then you change them until both are aligned. Thus, academia might train students who are very good at hill climbing but inexperienced in building eval sets that capture hard real cases. To move the needle, building the right eval set matters the most.

SpaceXAI’s video editing precision is just insane Changing tiny details in a video with simple prompts used to feel impossible Now with Grok’s new video editor on API, you can upload your videos, change specific elements while keeping the rest of the scene intact A necklace, outfit, hat, color, background, style, movement - all editable with a simple prompt Grok Imagine is going to change how creators work, how brands produce content, and how the creative industry operates soon At cheaper, faster, and more scalable output than traditional creative workflows...