Nelson

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Unsolicited advice: When you use AI to generate code, step back and try to design the entire system from scratch. Don't build as you go. Before generating or writing any code, create a Technical Requirements Document in markdown format. You can use AI to brainstorm about how to do it. Review the TDD.md and make sure you understand everything there. Next step is to collaborate with AI to create epics. You can divide the entire project into 3 or more epics. Within each epic, create tickets. These are all markdown files and they will go into details of how the project is implemented, folder structure, testing strategy and overall architecture. Agai,n make sure you read and understand all the tickets and epics. You can choose to commit or gitignore the TDD, epic and ticket files. For each ticket, start a new session, put the epic and ticket in the chat context and prompt the AI to implement it. After implementing a ticket, stage it and start a fresh session. This new session is to review what was done. You can prompt the AI to do the review; it will most definitely find bugs in what it generated. Go into the code and validate for false positives and hallucinations. Correct the AI or accept the requested changes, stage the files again and commit. Finally mark the ticket as completed. To start the next ticket, you clear the context again. If you do this, there is no way you won't know when fastembed was removed from your dependencies. Also, you will actually own the codebase. In the rare case that I have to generate code with AI, especially for tests, this is how I do it. Of course, there could be better and more efficient methods other people use. Your current approach of finding out after the fact that fastembed was removed from your dependencies may very well be a better alternative. It depends on what you are optimising for.

@Bond_not_james Blame people for giving random people on the internet relevance .

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I voted for Obi in 2023 and this is why I don’t believe in him anymore. He has clearly shown he doesn’t have the capacity for the job he’s running for.

@Vfynn_ Bro spreads lies for a living .

🚨🗣️ Zidane on Mbappe and Vinicius performance against Girona: “I’ll be honest, because nobody at Madrid should hide from reality. The connection between Vinicius and Mbappé… it doesn’t work. Not at the level this club demands. You can have two incredible players, but football is about balance, understanding, sacrifice and right now, I don’t see that chemistry. When Vinícius played with Karim Benzema, everything made sense. Benzema was a real striker, he knew when to drop, when to link play, when to disappear so Vinícius could explode. That understanding wasn’t forced, it was natural football intelligence. Now? Mbappé and Vinícius are doing the same things in the same spaces. Both want the left side, both want to run at defenders, both want to be the finisher. You can’t have two players thinking they are the main character, it breaks the balance of the team. And you saw it again in that 1–1 against Girona. Mbappé is trying to learn how to be a striker on the job, but that’s not his game. You don’t just ‘become’ a number 9 because the system needs it. For me, it’s simple, even if people don’t want to hear it. If this continues, one of them has to go. Football is about chemistry, not just names on paper. And honestly? If you sell one, you reinvest smartly. Someone like Michael Olise, a player who actually connects play, creates, find a prolific striker and balances the attack and That’s how you build a team, not by stacking superstars who cancel each other out.”

@CBSSportsGolazo What happened to this league bro ?

Donyell Malen is now tied-for-third in the Serie A golden boot race with 10 goals... He's only played 12 (!!!) Serie A matches 😳

@Vfynn_ Is there a video of Kahn saying this? Or yall are just gonna believe and not even gonna questions?

🚨🗣️ Oliver Kahn on Joan Garcia performance against Atletico Madrid: “I don’t like piling on young goalkeepers, but let’s be honest, that wasn’t just a bad night from Joan Garcia, that was a lesson in how not to command your box. At this level, you don’t get to hide behind ‘potential’ when you’re costing your team goals like that. Look at the Alvarez goal, his positioning is completely off. He makes himself small instead of big, hesitates for a split second, and at this level, that’s already too late. A top goalkeeper reads that situation before it even develops. That’s instinct. That’s authority. He showed neither. And then the Sørloth goal… that’s the one that really frustrates me. There’s no conviction. No aggression. He reacts like he’s surprised the ball is coming to him. As a goalkeeper, that’s unacceptable. You have to dominate those moments, not survive them. People will say ‘he’s young, he’ll learn.’ Maybe. But big clubs don’t wait for you to learn on the job while dropping points. If you want to be trusted at the highest level, you have to show personality, presence, and reliability. And that’s the difference between a prospect… and a top goalkeeper.”

🚨 ElevenLabs charges $5 to $99/month for AI voice cloning. Their Business plan costs $1,320/month. Someone open sourced a voice AI that clones any voice from a short clip. 30 languages. Studio quality. Free. It's called VoxCPM2. Give it a short clip of anyone's voice. It clones their accent, emotion, tone, and pacing. Then generates any speech you want in their exact voice. 48kHz studio quality. Type "A young woman, gentle and sweet voice" and it creates that voice from scratch. No reference audio. No voice actor. No recording. You describe a voice in words. It builds it. 2 billion parameters. Trained on 2 million hours of speech. 30 languages. One command to install: pip install voxcpm Here's what VoxCPM2 does: → Voice Design: describe any voice in words. Gender, age, tone, emotion, pace. AI creates it from nothing. No reference audio needed. → Voice Cloning: upload a short audio clip. AI clones the voice perfectly. Timbre, accent, rhythm, pacing. → Controllable Cloning: clone a voice AND control the emotion. "Slightly faster, cheerful tone." Done. → Ultimate Cloning: provide audio + transcript. Every vocal nuance faithfully reproduced. → 30 languages. Arabic, Chinese, English, French, German, Hindi, Japanese, Korean, Spanish, and 21 more. No language tags needed. → Context-aware. It reads the text and adjusts emotion and rhythm automatically. News sounds like news. Stories sound like stories. → Real-time streaming. RTF as low as 0.13 on an RTX 4090. Faster than playback speed. → Runs on 8GB of VRAM. → Fine-tune with 5 to 10 minutes of your own audio using LoRA. Build a custom voice model. → 48kHz output. Studio quality. No external upsampler needed. Here's the wildest part: On the Minimax-MLS voice similarity benchmark: → English: VoxCPM2 scores 85.4%. ElevenLabs scores 61.3%. → Chinese: VoxCPM2 scores 82.5%. ElevenLabs scores 67.7%. → Arabic: VoxCPM2 scores 79.1%. ElevenLabs scores 70.6%. A free, open source model is producing more realistic voice clones than a service that charges up to $1,320/month. Professional voice actors charge $250 to $1,000+ per project. AI voice platforms charge $5 to $100/month. Recording studios charge $200/hour. This runs on your GPU. Locally. No API costs. No per-character pricing. No subscription. Free forever. Already hit #1 on GitHub Trending. Built by OpenBMB and Tsinghua University. 2 billion parameters. Apache 2.0 License. Free for commercial use. 100% Open Source.

RCCG is less than a cult. They are the religious wing of the APC. They vote for bad leaders, then they start to disturb my Jehovah Jireh. Pastor Johnson Suleman said everything 👏👏

I put together 1000 Reasons Why You should not Vote for Tinubu in the next election. 1000-reasons.vercel.app Good morning Nigerians.

I'm starting to believe in the theory that to be success in your work you need the right mental disorder IT - Autism Finance - OCD Art - Depression Designer - ADHD Fashion - Narcissism Management - Anxiety Politics - At least 3 the above Unemployed - All of this above

Starting to think yall do this for jokes .It’s wrong for obj to have said that ,it’s also wrong that Tinubu is saying it . What exactly are you trying to justify

The fact that you need a celebrity to open your eyes on the issues of Nigeria is very worrying

Bro lost to an AI in the funniest way possible 😂

Dear @FIFAWorldCup I heard that you are looking for influencers who can hype up the world cup and create buzz. I think I am your guy, I am one of the biggest football creators around Africa with up to 5m+ followers across multiple platforms In the last 30 day I have 447m Views on Tiktok I have 40m views on Instagram I have 205m views on Facebook I will like you to add me to your list of influencers for the world cup I promise you I will deliver 100%

Why don’t you want this for your country?

This is absolutely stupid and disturbing. They should lock these animals . What the hell .

First trailer for the ‘SEKIRO’ anime series. Coming soon to Crunchyroll.

We just added /btw to Claude Code! Use it to have side chain conversations while Claude is working.