"the correct way to build" is a silly claim. There are many high performance extremely scalable systems built with the simpler design that @levelsio describes. I've done both, and nowadays I stick to keeping things in a single server wherever possible.
SOFTWARE
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Mistral Launches Audio Transcription API Endpoint
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The good news is that Mistral also offer a new dedicated /v1/audio/transcriptions endpoint which appears to transcribe audio without being confused by instructions embedded in that audio
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H2O AI Cloud Now Available in AWS Marketplace AI Agents Category
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H2O AI Cloud is now live in the new AWS Marketplace AI Agents & Tools category! http://
H2O.ai + @awscloud = a faster, more seamless way for enterprises to deploy agentic AI workflows—directly through their AWS accounts. Rapidly build & deploy AI models—without -
AI Automation Eliminates Repetitive Code Work Forever
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i feel intense pang of nostalgia thinking about how i will never have to write an immense amount of repetitive code to eg build a website ever again. there was a quiet bluecollar satisfaction to this type of work, knowing that if you don’t stay up all night smacking keys the
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Anthropic’s API Focus Over Apps Strategy
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I believe Anthropic's main focus is their API and not their apps. Most of Anthropic's users seem to use it directly from tools like Cursor, Windsurf, etc.
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Midjourney Launches Enterprise API for Business Integration
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We're starting to investigate opening up an Enterprise API for people to start integrating Midjourney into their companies/services. If you'd like to apply, help us figure out what to provide, or just want follow-up updates please fill out our Enterprise API application below
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Mac compatibility for AI tool running mechanism
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Do you know if there is a mechanism for running it on a Mac yet?
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vLLM Integration Now Available for Development
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Thanks! We're currently working on vLLM integration. Go wild with it!
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LangChain Now Available on AWS Marketplace July 2025
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Learn more: http://
blog.langchain.com/aws-marketplac
e-july-2025-announce/?utm_medium=social&utm_source=twitter&utm_campaign=q3-2025_aws-marketplace_aw
… Go directly to Marketplace: https://
aws.amazon.com/marketplace/pp
/prodview-vmzygmggk4gms?/?utm_medium=social&utm_source=twitter&utm_campaign=q3-2025_aws-marketplace_co
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LangSmith and LangGraph Platform Now Available on AWS Marketplace
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LangSmith and LangGraph Platform are now available on AWS Marketplace! You can now self-host: • LangGraph Platform – Deploy and manage long-running, stateful agents with 1-click deploys, custom API endpoints, and built-in memory. • LangSmith – The observability & evals