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[https://huggingface.co/bosonai/higgs-audio-v2-generation-3B-base](https://huggingface.co/bosonai/higgs-audio-v2-generation-3B-base)

The model demonstrates strong performance in automatic prosody adjustment and generating natural multi-speaker dialogues across languages .

Notably, it achieved a 75.7% win rate over GPT-4o-mini-tts in emotional expression on the EmergentTTS-Eval benchmark . The total parameter count for this model is approximately 5.8 billion (3.6B for the LLM and 2.2B for the Audio Dual FFN)

Stock-outs may very well be part of the game in dropshipping, but with robust strategies in place, they don’t have to end your play. Equip yourself with effective tools, strengthen supplier relationships, diversify your options, and stay adaptive. This proactive approach not only protects your bottom line but also boosts your store’s reputation in the long run.

I just wanted to share my recent experience booking with SparrowBid and let you know how amazed I am with their service. I had been searching for a unique and affordable hotel for my upcoming trip, and that’s when I stumbled upon SparrowBid.

Their auction hotel model intrigued me, so I decided to give it a try. I placed a bid on a luxury hotel in my desired destination and crossed my fingers. To my delight, I won the bid and secured an incredible deal on a top-notch hotel!

The entire process was smooth and straightforward. SparrowBid’s platform was user-friendly, and I could easily navigate through the available options. The bidding system was exciting, and I found it to be a fun way to get a great price on a high-quality hotel.

But it doesn’t stop there. The customer service I received from SparrowBid was outstanding. From the moment I made my booking, I had a dedicated travel advisor who guided me through the entire journey. They were responsive, knowledgeable, and went above and beyond to ensure I had a seamless experience.

Not only did SparrowBid help me save a significant amount of money, but they also provided excellent recommendations and tips for my destination. They truly personalized my trip and made me feel valued as a customer.

If you’re looking for a unique and affordable way to book your next hotel, I highly recommend checking out SparrowBid. Their auction hotel model is a game-changer, and their customer service is top-notch. Trust me, you won’t be disappointed!

Happy travels!

sparrowbid.com

Wallets linked to Larsen have transferred 50 million XRP, worth approximately $175 million, since July 17. The tokens were split among four addresses. Around $140 million in XRP has been sent to centralized exchanges or related platforms, fueling speculation of retail dumping.

Despite the significant outflows, wallets associated with Chris Larsen still hold more than 2.81 billion XRP, currently worth approximately $9 billion. This lingering supply has reignited long-standing concerns about centralized token holdings and their impact on XRP’s market dynamics.

I run a (B2B/industrial) website that I built myself—call it “vibe-coded” with some programming chops + AI guidance.

**What I’ve already done (AI-assisted):**

* On-page basics: titles, metas, H1/H2 hierarchy, keyword targeting
* Internal link structure & topical clusters (at least a first pass)
* XML sitemap + robots.txt + Search Console setup
* Basic schema (Organization/Product/FAQ)
* Core Web Vitals fixes via Lighthouse/GSC suggestions
* Content cadence: a couple of blog posts/month, intent-focused, AI-drafted then edited by me
* Google Ads: set up campaign, negative keywords, conversion tracking, landing pages

**Time & Results:**

* \~2 hours/week on SEO/Ads combined
* Rankings: slow upward trend for core keywords (from page 3–4 to 1–2 for some long tails)
* Ads: acceptable CPC/CPA (for now), conversions trickling in

**The Big Question:**
What does a *good* SEO agency or consultant typically do that I’m *not* doing (or can’t replicate with AI + elbow grease)? At what point do I pull in a pro?

Not trying to self-promote—just genuinely want to understand the delta between “DIY + AI” and “pro-grade” SEO.

Thanks!

Hey everyone!
I’ve been training a **Recurrent PPO** agent to play the classic **Teenage Mutant Ninja Turtles (Arcade)** game using only visual input. The goal is to teach the agent to fight through the levels using memory and spatial awareness, just like a human would.

Here are some key details:

* **Environment:** TMNT Arcade via custom Gymnasium + stable-retro integration
* **Observations:** 4 stacked grayscale frames at **160×160** resolution
* **Augmentations:** Random noise, brightness shifts, and cropping to improve generalization
* **Reward Signal:** Based on score increase, boss damage, and stage progression
* **Algorithm:** Recurrent Proximal Policy Optimization (RecPPO) with CNN + LSTM
* **Framework:** PyTorch with custom training loop (inspired by SB3)

The recurrent architecture has made a big difference in stability and long-term decision making. The agent is now able to consistently beat the first few levels and is learning to prioritize enemies and avoid damage.

As a reminder, these are not my listings. All applications must be submitted through the proper channels listed in each job description below.

[Sr. Technical SEO Manager \~ Gravity Global \~ Remote (UK)](https://www.seojobs.com/job/sr-technical-seo-manager-gravity-global/)

[SEO Manager (Technical, AI, Content) \~ Helzberg \~ Hybrid (Kansas City, US)](https://www.seojobs.com/job/seo-manager-helzberg/)

[SEO & GEO Growth Marketing Manager \~ Firecrawl \~ $70-100k \~ Remote (US)](https://www.seojobs.com/job/seo-geo-growth-marketing-manager-firecrawl/)

[SEO Product Manager (ASO, AI, Content) \~ Pizza Hut \~ $122.1-160k \~ Remote (US)](https://www.seojobs.com/job/seo-product-manager-aso-ai-content-pizza-hut/)

[Principal, SEO & Generative AI Search Strategy \~ Chime \~ $146-207k \~ Hybrid, San Francisco CA (US)](https://www.seojobs.com/job/principal-seo-generative-ai-search-strategy-chime/)

[SEO Director (AEO, GEO, LLM) \~ Argano \~ $136-160k \~ Remote (US)](https://www.seojobs.com/job/seo-director-aeo-geo-llm-argano/)

[SEO & AI Search Director \~ Animalz \~ $100-140k \~ Remote (WW)](https://www.seojobs.com/job/director-of-seo-ai-search-animalz/)

[Search & Discovery Growth Manager (SEO, GEO, AI) \~ Johnson Outdoors \~ Remote (US)](https://www.seojobs.com/job/search-discovery-growth-manager-seo-geo-ai-johnson-outdoors/)

[SEO Manager (AI, AEO) \~ Vanta \~ $119-140k \~ Remote (US)](https://www.seojobs.com/job/seo-manager-ai-aeo-vanta/)%5BSr. ](https://www.seojobs.com/job/sr-content-marketing-manager-seo-ai-authentic8/)

[Lead Web & Organic Growth Strategist (AI) \~ Upstart \~ $130.8-181.1k \~ Remote (US)](https://www.seojobs.com/job/lead-web-organic-growth-strategist-ai-upstart/)

There is no sign of withdraeal in raydium withdrawal history noroj solscan

(I’m fucking scared i lost it)

Hey y’all. The R9700 was supposedly launched yesterday, but I couldn’t find any reviews or listings online for it, outside of one company that had a “request a quote” button instead of an actual price. So I kept digging and found Velocity Micro’s blog post, which is from yesterday. I’ve never heard of them before, but they appear to be a well-established System Integrator/boutique PC builder.

In their blog post, they compared the RTX 5080 and the R9700’s AI Inference performance using Phi 3.5 MoE Q4, Mistral Small 3.1 24B Instruct 2503 Q8, Qwen 3 32B Q6, and DeepSeek R1 Distill Qwen 32B Q6. The results are shown in the screenshot above.

Now, I’ll freely admit I’ve been an AMD fan for a long time (RX590 with ROCm 6.3 says hi), but those performance figures are **heavily** biased towards the R9700. There are two big, glaring issues here:

1. No concrete tokens per second performance figures were presented, only relative performance uplift in percentage.

2. ALL of the models used in the benchmark don’t fit within the RTX 5080’s 16GB VRAM buffer.

That completely defeats the point of the benchmark lol. None of those models fully fit within the 5080’s VRAM, so God knows how many layers were offloaded to the CPU.

They don’t mention the price in their blog post, but I checked the custom build configuration page of their ProMagix HD150 workstation, and the R9700 adds $1500 to the build cost, whereas the 5080 adds $1710. So I suppose there’s an argument to be made about comparing the two, considering how close in price they are, but… the models chosen reek of dishonesty.

Oh, and as an aside, that’s not the only thing the post reeks of. It reeks of LLM-isms, like this one passage right beneath the benchmarks table: “The takeaway? For professionals running large prompts or full-sized models locally, the Radeon™ AI PRO R9700 isn’t just competitive—it’s transformative,” you know, with the classic “It isn’t just X, it’s Y!” But maaaybe I’m being just overly critical in this era of AI slop. idk lol.