Artificial intelligence & machine learning .... || python ๐Ÿ || developer ๐Ÿ’ป || Trader ๐Ÿ“‰ || Athlete โšพ๏ธ|| student ๐Ÿ‘จ๐Ÿพโ€๐ŸŽ“

Joined March 2020
37 Photos and videos
Fable was short lived
The takeaway from Fable 5 being BANNED by the government: GET GOOD AT LOCAL MODELS SO YOU HAVE 100% CONTROL. My entire weekend was going to be building my craziest ideas with Fable 5. That's now cancelled. So instead of building with Fable this weekend, I've decided I'll go deep on local models: 1. Start with the runtime. Download Ollama or LM Studio first. This is the thing that actually runs models on your machine. 2. Match the model to your hardware. A model's size is measured in billions of parameters (7B, 32B, 70B). Bigger is smarter but needs more memory. Rule of thumb: a 7B model runs on almost any laptop, a 32B needs a good Mac with 32GB RAM, a 70B needs serious hardware like a DGX Spark or a maxed-out Mac Studio. 3. Know which model for which job. Qwen 3 is the best all-around choice for most tasks. DeepSeek for reasoning and coding. Gemma 4 when you need something tiny that runs on a phone. Llama when you want the biggest community and the most fine-tunes. 4. Quantization. You can shrink a model to run on weaker hardware with barely any quality loss. Look for versions labeled Q4 or Q5. This is how a model that "needs" a server runs on your laptop. Learning this one concept changes everything. 5. Connect it to your agent. Point Hermes or your agent stack at a local model. 6. Context window is your real constraint locally. Cloud models give you huge context for free. Local models make you pay for it in memory. A bigger context window eats RAM fast. Keep your sessions tight and your prompts lean or your machine chokes. 7. Learn to give local models tools. A smaller local model with web search, file access, and code execution beats a giant model with none. The capability gap closes fast when you wire up the right tools. The model is the engine but the tools are the wheels. 8. Fine-tuning is more accessible than you think. You don't need this on day one, but know it exists. You can take an open model and train it on your own data so it gets good at your specific domain. I'll probably do a breakdown at some point on this @startupideaspod if people are into it. The lesson from this ban is basically don't build your entire workflow on something that can disappear with a single letter. Own part of your stack. Local models are insurance. It reminds me when people realized they don't own social media accounts. And then you saw people build email lists etc. I remember running a startup and my biggest traffic source was organic FB. All of a sudden, algo changed, and I lost 99% of my traffic. Same sorta moment (but bigger) for AI. This is a wake up call.
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Clovis Atiki retweeted
The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees. The net effect of this order is that we must abruptly disable Fable 5 and Mythos 5 for all our customers to ensure compliance. Access to all other Claude models is not affected. We apologize for this disruption to our customers. We believe this is a misunderstanding and are working to restore access as soon as possible. Read our full statement: anthropic.com/news/fable-mytโ€ฆ
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Clovis Atiki retweeted
3 things I wanted to understand about "agentic loops": 1. What are they actually? 2. Is it hype? 3. What are the real use cases? This is the most practical, clearly explained video on "agentic loops" on the internet (thx @Rasmic) youtube.com/watch?v=7clJ8IH7โ€ฆ
Hereโ€™s your monthly reminder that you shouldnโ€™t be prompting coding agents anymore. You should be designing loops that prompt your agents.
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๐Ÿšจ Anthropic just shattered the AI frontier by dropping a brand-new model tier: Claude Fable 5 Claude Mythos 5.ย  Moving past the Opus class, this "Mythos-class" is explicitly engineered for long-running, autonomous agentic workflows.ย  #AI #Claude Release Breakdown ๐Ÿ‘‡
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Fable 5 is the public version wrapped in robust safety guardrails. Mythos 5 shares the same underlying brain but with safeguards lifted for cyberdefense, restricted heavily under Project Glasswing. Both support a massive 1M input token context window
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It can run asynchronously for days in agent harnesses (like Claude Code)โ€”autonomously planning, executing, and self-verifying complex software migrations or heavy financial analysis.
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Apple just wrapped up #WWDC26 and itโ€™s officially a brand-new era of AI. No hardware just massive software overhauls to iOS 27, macOS Golden Gate, and a complete rebuild of Siri.ย  Here is everything you need to know from todayโ€™s keynote ๐Ÿ‘‡๐Ÿงต
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3/ System Performance & UI โšก โ€ข iOS 27 features a massive, rebuilt underlying system search index Spotlight, Mail, and Photos are now instant. โ€ข Liquid Glass UI evolution: Added a global transparency slider and 3D layered app icons. โ€ข Shared Albums now with Android users!
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4/ Safe & Secure ๐Ÿ”’ โ€ข Massive parental control overhaul: Automatic age-appropriate locks, "Ask to Browse" for Safari, and AI blocking of violent/gore content. โ€ข Passwords app automatically upgrades weak account credentials in the background.ย  Whatโ€™s your favorite announcement๐Ÿ‘‡
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Clovis Atiki retweeted
EVERYTHING YOU NEED TO KNOW ABOUT CHATGPT'S "LOVABLE KILLER" CODEX SITES (in 25 mins): TLDR; the coolest part is that apps you build can update themselves autonomously 1. Codex Sites is not Replit or Lovable or Bolt. Those are great for one-prompting a full app. Codex Sites is for building apps that the agent keeps improving without you touching them. 2. Your personal website can update its own stats. Your internal dashboard can refresh its own data. Your product can add features while you sleep. The app is alive. 3. Start by invoking at-sites. Use realistic sample data. Always say "save for review, do not deploy." This unlocks building a real product, not a homepage. 4. Add persistent storage so the app remembers everything between visits. Without this it resets every time. Ask Codex to show you the data model before it builds. 5. Create safe actions. These are the specific things the agent is allowed to do to your app: add data, update cards, move things, score things. You define the boundaries. The agent operates within them. 6. Build skills so any future Codex chat knows how to interact with your app. The skill is basically a manual for the agent. Without it, every new chat starts from zero. 7. Save gate like a video game. Codex doesn't auto-save. Create checkpoints before you deploy so you can roll back if something breaks. 8. Close the autonomous loop. This is the magic. Once memory, safe actions, and skills are set up, the agent can update your app from any chat, any context, without you switching tabs. 9. Use the plugins most people are sleeping on. Figma, Canva, HeyGen for avatar videos, Game Studio for interactive experiences, FAL for image generation, Hugging Face for open source models. Worth adding a few. 10. The big picture: we went from building apps to raising apps. You set up the structure, the guardrails, and the skills. The agent does the rest. That's autonomous product building and it's here right now. Tbh, Codex sites isn't perfect. Still a lot to be desired like domains, db, authentication etc. But it's a glimpse into this idea that apps can be updated/improved upon automonously. And Codex Sites is REALLY good if you live in Codex everyday. Which more and more of are. And that's really cool. Will be interesting to see how Lovable, Bolt, Replit etc react to this. full tutorial on @startupideaspod where you get your pods youtu.be/tUeSxXHmE9w?si=VEx6โ€ฆ watch share with a friend i'm rooting for you What do you think of Codex and Codex sites?
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Clovis Atiki retweeted
๐Ÿš€ Huge Milestone for Digital Inclusion in Uganda! Today, I walked into the Uganda communication Commission @UCC_Official headquarters in Bugolobi, not just as an ordinary visitor, but as a #Deaf Innovator on a mission to end the silent barriers faced by our community. According to the recent Uganda Bureau of Statistics (UBOS) 2025 @StatisticsUg, Uganda is home to an estimated 1.9 million #Deaf individuals. Yet, a massive communication vacuum still exists, leading to untold challenges especially regarding security and access to essential services such as legal, health, justice and so on. When I reached the reception, I had to type on my phone to communicate but, in that moment, I reminded myself why I built the #Deaf Access Mobile App. No Deaf person should have to rely on scrap paper or tedious text typing just to access a public office. ๐Ÿ’ก How Deaf Access Changes the Narrative Imagine walking up to any reception, scanning a unique QR code, and being instantly connected to a professional, real-time Video Remote Interpreter (VRI) in less than 5 seconds. That is the 24/7 seamless reality our app offers via web and mobile platforms. I had the absolute honor of meeting the Executive Director of UCC, Hon. George William Nyombi Thembo @UCC_ED, and I truly found a leader who is receptive, empathetic, and ready to listen. ๐Ÿค The Outcome: UCC Steps Up for Inclusion Hon. Nyombi Thembo was incredibly supportive of this vision. I am thrilled to share that: - UCC has pledged to support and push this innovation to serve the needs of the #Deaf community nationwide. - UCC will provide a financial support of UGX 10 Million to support the operations of the #Deaf Access App in the upcoming 2026/27 financial year! ๐Ÿ“ธ In the photos, you can see the ED signing the "Thumbs Up" (meaning "Good") and me signing the "V" sign in Frame 1. And I am profoundly grateful for where dedication, determination, and hard work have brought this vision. But this is just the beginning. True inclusion requires all of us. Letโ€™s work together to make the world accessible for everyone! You can check out the app on our webapp: deafaccessug.org or download directly from Google Play store: play.google.com/store/apps/dโ€ฆ #DigitalInclusion #DeafAccess #Accessibility #Innovation #TechForGood #Uganda #UCC #DisabilityInclusion #InfraForAll #SignLanguageforAll #SOSAI
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Clovis Atiki retweeted
And thatโ€™s a wrap at #BuildwithAI Kampala 2026! ๐ŸŽ‰ A huge thank you to every tech enthusiast who joined us and made this GDG Cloud Kampala event a massive success. Now, letโ€™s go build the future with #GoogleAI! ๐Ÿš€โ˜๏ธ
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Clovis Atiki retweeted
Anthropicโ€™s Chris Olah at the Vatican press conference to present Pope Leo XIVโ€™s encyclical on AI: โ€œThere is a real possibility that AI will displace human labor at very large scale. If that happens, supporting those displaced will be a moral imperative of historic proportions.โ€ Pope Leo wrote in the encyclical, โ€œThe pursuit of greater profits cannot justify choices that systematically sacrifice jobs, because the human person is an end, not a means, and the economic order must remain subordinate to human dignity and the common good.โ€
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Clovis Atiki retweeted
๐‚๐š๐ฅ๐ฅ๐ข๐ง๐  ๐š๐ฅ๐ฅ ๐”๐ ๐š๐ง๐๐š๐ง ๐“๐ž๐œ๐ก ๐ˆ๐ง๐ง๐จ๐ฏ๐š๐ญ๐จ๐ซ๐ฌ & ๐’๐ญ๐š๐ซ๐ญ๐ฎ๐ฉ๐ฌ @MoICT_Ug invites Ugandan tech innovators, startups, developers, universities, and innovation hubs to submit working prototypes for the Government Systems Prototype Showcase and enrolment into the National Innovator Registry. This initiative aims to build the next generation of Government systems powered by Ugandan innovators and local talent. ๐’๐ฎ๐›๐ฆ๐ข๐ฌ๐ฌ๐ข๐จ๐ง ๐ƒ๐ž๐š๐๐ฅ๐ข๐ง๐ž: 30 May 2026 ๐๐ซ๐จ๐ญ๐จ๐ญ๐ฒ๐ฉ๐ž ๐’๐ก๐จ๐ฐ๐œ๐š๐ฌ๐ž : 25 June 2026 ๐Ÿ”— Apply here: gdr.ict.go.ug/innovators-shoโ€ฆ ๐Ÿ“„ Full Call Document: ict.go.ug/site/documents/calโ€ฆ
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Clovis Atiki retweeted
Hermes actually is the real deal. I just dropped a one hour course on it. All the way from setting one up to understanding how to build an army of them. Give this a read.
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Clovis Atiki retweeted
10 Aug 2015
The most impressive people I know spent their time with their head down getting shit done for a long, long time.
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Should definitely check this out ๐Ÿ’ฏ
7 slides. Everything you need to get started with Hermes Agent โ€” the open-source AI agent that actually remembers you. By Nous Research. MIT licensed. Lives on Telegram, Discord, Slack, or your terminal. Save this for later. Try it this weekend. #AI #OpenSource #DeveloperTools
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Itโ€™s better to take time and understand the core principles of the project then automate, otherwise!
Never underestimate how much time and effort you can waste by trying to automate a process you do not understand manually.
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