I do this with codex all the time. Ask it to review code for bugs and it will tell you all good, tell it there is a bug and it will LOOP AND LOOP and will find issues.
LLMS
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GPT-5.6 improvement and token efficiency in agentic workflows
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It’s reasonable to expect that the next iteration will be better. It would be surprising if GPT-5.6 wasnt an improvement over GPT-5.5. But the more interesting part is token efficiency. As models move into more complex, longer-running, agentic workflows, every wasted token
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AI-coded ForgeTrain framework trains MiniCPM-5 1B 10% faster than NVIDIA Megatron
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And here’s the part that feels like foreshadowing: MiniCPM-5 1B was pre-trained with ForgeTrain, an AI-coded training framework claimed to be 10% faster than NVIDIA Megatron. AI isn’t just running apps now. It’s starting to build the factory. Try it. Break it. Contribute:
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MiniCPM-5 1B: Tiny Open-Source Model Runs Locally, No GPU Needed
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The AI crowd keeps worshipping giant models.
— God of Prompt (@godofprompt) 30 mai 2026
Meanwhile, MiniCPM-5 1B is trying to make them look bloated.
A 1B open-source model that runs locally, on CPUs, edge devices, and even browsers.
Tiny model. Real deployment. No GPU cult required. pic.twitter.com/XWH8uso0SEThe AI crowd keeps worshipping giant models. Meanwhile, MiniCPM-5 1B is trying to make them look bloated. A 1B open-source model that runs locally, on CPUs, edge devices, and even browsers. Tiny model. Real deployment. No GPU cult required.
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Build Complex SaaS Apps End-to-End with AI, No Coding Required
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🚨 Build Complex SaaS Apps End To End – No Coding Experience Needed
— Abacus.AI (@abacusai) 30 mai 2026
Use Opus 4.8, GPT 5.5 xHigh and Gemini 3.5 Pro to make magic
No need to set up databases, user auth or backend
Do it all in one prompt pic.twitter.com/wmbWmF7MzCBuild Complex SaaS Apps End To End – No Coding Experience Needed Use Opus 4.8, GPT 5.5 xHigh and Gemini 3.5 Pro to make magic No need to set up databases, user auth or backend Do it all in one prompt
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Opus 4.8: ‘You’re absolutely right’ in the worst way
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Opus 4.8 is "You’re absolutely right” in the worst possible ways
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AI-Powered File Reader with RAG and LLM
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RAG with LLM: Creating an AI-Powered File Reader! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding
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The great experience of building with Codex
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it’s great to build with codex https://t.co/PwVdq0WthJ
— Greg Brockman (@gdb) 30 mai 2026it’s great to build with codex
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10x more completions than Opus in practice
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Yes I know how it works, but in practice it's about 10x more completions than using Opus for the same task, in my experience. You really need to try it for yourself to see. It's night and day.
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Chat tools hit ceiling when context window full; become CI pipeline
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That's a good way to frame it. Chat tools hit a ceiling when the task outgrows what one context window can hold. Once the plan lives in executable code with parallel agents, resumability, and convergence loops, it's closer to a CI pipeline than a conversation.