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[@digitalocean](/creator/twitter/digitalocean)
"Why it matters: traditional single-agent #LLMs lack the fidelity to simulate real-world decision-making. TradingAgents addresses two key problems: 🔵No realistic team-based modeling 🔵Poor context tracking via unstructured messaging It uses ReAct-style prompting + agent specialization to fix this"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1945951453576892727) 2025-07-17 20:59:15 UTC 222.3K followers, XXX engagements


"@diabhey @WeAreDevs Fantastic work @diabhey Which conference will you be going to next 🗺💻🧭"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1946203499147993380) 2025-07-18 13:40:47 UTC 222.3K followers, XX engagements


"But optimized inference pipelines demand more than just fast models. From smart routing and KV caching to hardware-accelerated runtimes every step from request to response is important to the user experience. The tradeoffs Latency ⚡ vs. Throughput 📈 vs. Cost 💰 Balancing them is the real game"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1946281088424493474) 2025-07-18 18:49:06 UTC 222.3K followers, 1898 engagements


"3 features powered by one platform. 🤖⚡ @HaimantikaM built a full stack travel app using #DigitalOcean's GradientAI platform & you can too.👇"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1943767381152497798) 2025-07-11 20:20:31 UTC 222.3K followers, 2873 engagements


"Every #LLM outputwhether its a ChatGPT reply or a spam filter decisionrelies on one thing: inference. 🤖 Inference is when a trained model is put to use generating new responses based on novel user input. Wondering how it works (& why its so hard to do well)👇"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1946280930374561997) 2025-07-18 18:48:28 UTC 222.3K followers, 2159 engagements


"What makes #Devstral special 🧠 24B params runs locally on a 4090 📜 128k context window understands entire repos 🧰 Tops SWE-Bench Verified among open-source models 🔧 Apache XXX modify + deploy freely This is agentic #LLM engineering done right"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1944834397611679830) 2025-07-14 19:00:28 UTC 222.3K followers, 2225 engagements


"Another #AI coding assistant Yes but this ones built different. 🧑💻 Meet Trae a new AI-native code editor from #ByteDance. Multimodal step-aware Claude-integrated & free. Lets talk about it.👇"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1945606260990107892) 2025-07-16 22:07:34 UTC 222.3K followers, 2768 engagements


"Your new favorite GPU just dropped. 🤖💧👀 @AMD Instinct MI325X allows you to get the most out of your AI workloads with the simplicity affordability & scalability of DigitalOcean. 🔗"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1945866454848385072) 2025-07-17 15:21:29 UTC 222.3K followers, 80.5K engagements


"@burocratik @rohan360d @leomanish098 @sanity_io @vuejs @greensock @vercel Appreciate you making us a part of your stack 🌩"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1946009268508885204) 2025-07-18 00:48:59 UTC 222.3K followers, XX engagements


"TradingAgents shows what multi-agent LLM systems can do: simulate reason & act like institutional actors. Built with #OpenAI models like GPT-4o its a compelling blueprint for real-time agentic finance. Read more.🔗"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1945952384544543135) 2025-07-17 21:02:57 UTC 222.3K followers, 1990 engagements


"Its not one LLM doing everything: 🔵Analyst Agents Ingest news filings indicators 🔵Research Agents Debate outcomes (bull vs. bear) 🔵Trader Agents Execute buys/sells 🔵Risk Managers Enforce constraints manage drawdown Its a network of LLMs simulating organizational behaviormirroring how real firms synthesize noisy data to make high-stakes financial decisions"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1945951748595826973) 2025-07-17 21:00:25 UTC 222.3K followers, XXX engagements


"Theres a new open-source coding agent in town 👀 Meet Devstral built by @MistralAI + @allhands_ai for multi-step full-repo software engineering tasks. Agentic. Efficient. Free to use. Lets dive in 👇"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1944834133500318159) 2025-07-14 18:59:25 UTC 222.3K followers, 3671 engagements


"Try the AI platform that grows with your business. 📈☁🤖 Using the DigitalOcean GradientAI Platform @quikestaia fully AI-native company with minimal headcountlaunched its persona generation products while experimenting with the latest AI models. 🔗"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1943370514384204074) 2025-07-10 18:03:31 UTC 222.2K followers, 218.1K engagements


"Backtested on Q1 2024 markets the system beat out common strategies: 🔵Buy & Hold 🔵MACD 🔵RSI 🔵Zero Mean Reversion Returns were stronger risk-adjusted metrics (e.g. Sharpe ratio) improved & output explainability was preserved via natural language"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1945952056600318051) 2025-07-17 21:01:38 UTC 222.3K followers, 2031 engagements


"ByteDance quietly dropped one of the most interesting open-source #AI tools of the year: Dolphin.🐬 Its a document parsing model that reads PDFs like a protables formulas markdown & more. We dug into what makes it tick 🧵👇"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1942281029147885993) 2025-07-07 17:54:17 UTC 222.3K followers, 2568 engagements


"In this deep dive from @basetenco they cover: 🔵 The anatomy of inference pipelines 🔵 Optimizations across runtime & infra layers 🔵 Key metrics like time-to-first-token & tokens/sec If youre scaling #LLMs in prod this is essential reading.📘"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1946281173002695094) 2025-07-18 18:49:26 UTC 222.3K followers, 1896 engagements


"@somewheresystem @0x2149 Hello. Thank you for preferring DigitalOcean and appreciating the simplicity and cost effectiveness of our platform We appreciate your kind words and look forward to a great working relationship ahead"  
![@digitalocean Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::457033547.png) [@digitalocean](/creator/x/digitalocean) on [X](/post/tweet/1946334363123101892) 2025-07-18 22:20:47 UTC 222.2K followers, XX engagements