After working quite a while with AI mostly for coding, as I’m a professional developer, I finally found the time to build my first automation. My wife has yt channel and I build her a content real machine. Yes, machine! This thing takes a video idea as input and produces stunning photo realist videos as output. First, I made automated short production. It takes around 30 minutes to produce a 60 sec short. The screenplay and dialogue get written and scored. It loops the idea and rewrites the story until all scores points are maxed. Next it creates the images and videos. Than the vocal and music. I spend very long time on optimizing the code, but it payed off. My engine cuts the video aligns and even masters the sound (My AI can even listen to sound, was a hard one but it worked) corrects the colors etc. just everything a professional editor does. Cost reduced to zero for editor cost. Tho this machine eats a lot of session so Max x5 subscription is required. The result was an upload ready short. It was really pain to create this machine, I spend crazy amounts on tokens for video generation to train my skills to detect everything. It paid off! My engine is now able to produce screens with pixel accurate text. The engine knowns how to create and reuse references, I can recreate a location/scene with different screen plays and characters perfectly. The painting on the wall stays the same. The engine judges itself on quality and regenerates if it detracts slop. I optimize it to the smallest bit that even elevenlaps vocal slop gets detected and automatically fixed by code. Well, shorts are easy. So I moved on to full length videos and it worked too. I can now all kind of videos from Claude from product to marketing to explainers. Full automatic and in stunning quality. My wife gets asked nonstop if this is really AI and why the content is marked as AI 🤣 well the secret is the engines and the choice of models. All I can say is don’t use seedance! I would love to know if someone build something similar or maybe someone interested in owning such an engine?

Grok 4.5 arrives with 500K tokens and aggressive pricing: the AI war is now about cost, code, and agents Grok 4.5 arrives with a 500K-token context window and aggressive pricing for code and agents xAI has launched Grok 4.5 as its new flagship model for code, agents, and technical tasks. According to xAI’s documentation, Grok 4.5 is designed for “code and everything else” and operates with a 500K-token context window. The model also supports function calling, structured outputs, configurable reasoning, and both text and image input. The announced API pricing is US$2 per 1 million input tokens and US$6 per 1 million output tokens. Axios reported that Grok 4.5 was launched primarily as a tool for coding and agentic work, not just as a standard chatbot. The report also notes that the launch comes after SpaceXAI acquired Cursor, one of the most widely used tools among AI developers. Elon Musk described Grok 4.5 as an “Opus-class” model, indicating that xAI wants to position it in the same tier as advanced models built for complex tasks. In video-based tests, the model was used to create 3D games, interactive scenes, SVGs, and systems involving physics, audio, and interaction logic. In one example, a 3D city was built using 1.35 million tokens for about US$8, with Fable 5 generating the specification and Grok 4.5 executing the code. The launch highlights an important shift in the AI market: competition is no longer only about who has the smartest model, but about who delivers the best balance of cost, speed, context, and practical execution. With a 500K-token context window, US$2/US$6 per million tokens pricing, and a strong focus on programming, Grok 4.5 enters the market as a powerful alternative for agents, automation, and software development at scale. https://codingfleet.com/blog/swe-bench-pro-leaderboard-2026/

Hey guys. I am getting ready to launch a SaaS product. The product itself is almost ready, but I want to make sure I address all of the other easily overlooked mistakes before launching. Security is definitely one. If anybody has any recommendations on ensuring proper security (any skills or tools you recommend to catch lingering security issues?) Also stress testing is another thing I need to do. Anything else I'm forgetting? Any advice or input is greatly appreciated. Thanks!

Fable 5 is back and that it is the newest model, designed to handle harder tasks with fewer interruptions. The main point is about usage limits: Until July 7, users can use Fable 5 with up to 50% of their weekly plan limit. If they reach the limit, they can keep using Fable 5 with usage credits. It also says that Fable 5 consumes usage faster than Opus 4.8, meaning it is more powerful, but it uses more of your quota. Enjoy

I went all in. Wiped windows. Now that I’m back on a PC I was hating microsoft pushing their worldview. I did what I could by using firefox and doing my best to hide their agenda but then I thought, no, not good enough and wiped windows and installed linux cinnamon mint. Its so fast! Files download instantly, but the downside is a lot of excellent software I was using like wispr flow is not available. I’ve spend too much time trying to get other programs to work but nothings good. Just hoping there’s some answers here?