6/9🧵Atropos is 1 of 3 core components in the Nous RL stack. - Training + inference frameworks are on the way. - Together, they form an asynchronous, distributed system — the backbone of Psyche, a global decentralized training network. #Decentralized #Network #LLMStack #AI

Clofixs's tweet image. 6/9🧵Atropos is 1 of 3 core components in the Nous RL stack.

- Training + inference frameworks are on the way.
- Together, they form an asynchronous, distributed system — the backbone of Psyche, a global decentralized training network.
#Decentralized #Network #LLMStack #AI

👀 Think coding is safe from disruption? Windsurf just laughed. Follow me for more deep dives into the wildest AI infra moves happening behind the scenes. #AgenticAI #LLMstack #DevTwitter #AutoDev #TechFounders #AIAgents #StartupBreakdowns #WindsurfAI #BuildWithAI

anstmoore's tweet image. 👀 Think coding is safe from disruption?
Windsurf just laughed.

Follow me for more deep dives into the wildest AI infra moves happening behind the scenes.
#AgenticAI #LLMstack #DevTwitter #AutoDev #TechFounders #AIAgents #StartupBreakdowns #WindsurfAI #BuildWithAI…

Building with AI is equal parts magic and madness. We’re launching The AI Builder Series to share unfiltered learnings from our weekly @KernoHQ demo days. Real features, real fails, real progress. Watch here 👉 youtube.com/@KernoHQ #llmstack


#LLMStack is not MIT nor other real #FOSS license, but some code-available garbage. Do not support lying @trypromptly. Love the community quote on Perplexity 😆.

monnef's tweet image. #LLMStack is not MIT nor other real #FOSS license, but some code-available garbage. Do not support lying @trypromptly.

Love the community quote on Perplexity 😆.

RAG talking gibberish? 🫠 Likely: bad chunking, weak embeddings, no reranker. Fix: ⚡ Smart chunking ⚡ Domain embeddings ⚡ Cross-encoder rerank 📌 Save this for later and follow @neurlcreators for more micro-wins. #RAG #AIinfra #LLMstack

NeurlCreators's tweet image. RAG talking gibberish? 🫠
Likely: bad chunking, weak embeddings, no reranker.
Fix:
 ⚡ Smart chunking
 ⚡ Domain embeddings
 ⚡ Cross-encoder rerank
📌 Save this for later and follow @neurlcreators for more micro-wins.
 #RAG #AIinfra #LLMstack

How people were doing SEO on LLMs? Anybody have any suggestions. I m using Llmsearchai.com right now #SEO #LLMs #llmstack #help


Your LLM sounds smart… until you ask it something from last week! I just wrote a new article on giving your LLM internet access, so it stays updated. Because a truly intelligent model should know what’s happening today. 🌍⚡ turingtalks.ai/p/how-to-add-s… #LLMs #llmstack #ai


Claude helps you reason. GPT-4o helps you write. Gemini simplifies. But only Kynismos lets them work together — privately — for you. 🧠 One chat. Infinite power. kynismos.ai #MultiAI #BoundlessPotential #LLMstack #aitips


Meet Lytix: An AI Platform that Brings Insights, Testing, and E2E Analytics to Your LLM Stack with Minimal Changes to Your Existing Codebase itinai.com/meet-lytix-an-… #Lytix #AIPlatform #LLMstack #TextDataAnalysis #TechSolutions #ai #news #llm #ml #research #ainews #innovation

vlruso's tweet image. Meet Lytix: An AI Platform that Brings Insights, Testing, and E2E Analytics to Your LLM Stack with Minimal Changes to Your Existing Codebase

itinai.com/meet-lytix-an-…

#Lytix #AIPlatform #LLMstack #TextDataAnalysis #TechSolutions #ai #news #llm #ml #research #ainews #innovation …

AGI is around the corner. LLMs are the new OS. Agents will run the world. You've heard the hype. But in 2025, product teams aren't chasing buzz—they're building real things. Here’s what actually works in AI today. #AIInfra #LLMStack

zeroxaitales's tweet image. AGI is around the corner. 
LLMs are the new OS. 
Agents will run the world. You've heard the hype. 
But in 2025, product teams aren't chasing buzz—they're building real things. Here’s what actually works in AI today. 
#AIInfra #LLMStack

LLMs don’t remember. They don’t loop. They don’t plan. Until you add wrappers, memory, and loops. In 2025, the best AI stacks aren’t model-first—they’re system-smart. Let’s compare the core layers: → Wrappers → Memory → Looping frameworks #LLMstack #AItools2025

zeroxaitales's tweet image. LLMs don’t remember. They don’t loop. They don’t plan.
Until you add wrappers, memory, and loops.
In 2025, the best AI stacks aren’t model-first—they’re system-smart.
Let’s compare the core layers:
→ Wrappers
→ Memory
→ Looping frameworks
#LLMstack #AItools2025

Unlock the power of the 7-layer LLM stack! Partner with Jai Infoway for expert mobile/web development at jaiinfoway.com. Transform your business today! Read full nlog- linkedin.com/pulse/7-layers… #AIRevolution #LLMStack #TechInnovation #JaiInfoway

Jaiinfoway_'s tweet image. Unlock the power of the 7-layer LLM stack!  Partner with Jai Infoway for expert mobile/web development at jaiinfoway.com. Transform your business today!

Read full nlog- linkedin.com/pulse/7-layers…

#AIRevolution #LLMStack #TechInnovation  #JaiInfoway

Yes, we use GPT-4. But the value isn’t the model. The value is what we ask, what we route, and how we interpret. Maestro isn’t another wrapper. It’s a structured decision engine—built for one job: pricing truth. #LLMstack #gpt4 #buildinpublic #renovation


AI observability is not optional anymore. When LLMs fail silently, the damage is slow but serious. We embed monitoring into your AI pipelines from day one. #CodeColonies #AIObservability #LLMStack codecolonies.com


Building with AI is equal parts magic and madness. We’re launching The AI Builder Series to share unfiltered learnings from our weekly @KernoHQ demo days. Real features, real fails, real progress. Watch here 👉 youtube.com/@KernoHQ #llmstack


AI search is here, and it’s growing fast! If your website isn’t AI-ready, it could get skipped by tools like ChatGPT, Gemini, and Perplexity. Try the LLMs.txt Generator by ClickTraces and create your file in minutes. Visit: clicktraces.com/llms-txt-gener… #clicktraces #LLMs #llmstack


How people were doing SEO on LLMs? Anybody have any suggestions. I m using Llmsearchai.com right now #SEO #LLMs #llmstack #help


Unlock the power of the 7-layer LLM stack! Partner with Jai Infoway for expert mobile/web development at jaiinfoway.com. Transform your business today! Read full nlog- linkedin.com/pulse/7-layers… #AIRevolution #LLMStack #TechInnovation #JaiInfoway

Jaiinfoway_'s tweet image. Unlock the power of the 7-layer LLM stack!  Partner with Jai Infoway for expert mobile/web development at jaiinfoway.com. Transform your business today!

Read full nlog- linkedin.com/pulse/7-layers…

#AIRevolution #LLMStack #TechInnovation  #JaiInfoway

RAG talking gibberish? 🫠 Likely: bad chunking, weak embeddings, no reranker. Fix: ⚡ Smart chunking ⚡ Domain embeddings ⚡ Cross-encoder rerank 📌 Save this for later and follow @neurlcreators for more micro-wins. #RAG #AIinfra #LLMstack

NeurlCreators's tweet image. RAG talking gibberish? 🫠
Likely: bad chunking, weak embeddings, no reranker.
Fix:
 ⚡ Smart chunking
 ⚡ Domain embeddings
 ⚡ Cross-encoder rerank
📌 Save this for later and follow @neurlcreators for more micro-wins.
 #RAG #AIinfra #LLMstack

8. Current chat-based or LLM-wrapped services are essentially patchwork: adding guardrails, MCPs, fine-tuning on top of a core model. #LLMstack #ChatAI


Yes, we use GPT-4. But the value isn’t the model. The value is what we ask, what we route, and how we interpret. Maestro isn’t another wrapper. It’s a structured decision engine—built for one job: pricing truth. #LLMstack #gpt4 #buildinpublic #renovation


👀 Think coding is safe from disruption? Windsurf just laughed. Follow me for more deep dives into the wildest AI infra moves happening behind the scenes. #AgenticAI #LLMstack #DevTwitter #AutoDev #TechFounders #AIAgents #StartupBreakdowns #WindsurfAI #BuildWithAI

anstmoore's tweet image. 👀 Think coding is safe from disruption?
Windsurf just laughed.

Follow me for more deep dives into the wildest AI infra moves happening behind the scenes.
#AgenticAI #LLMstack #DevTwitter #AutoDev #TechFounders #AIAgents #StartupBreakdowns #WindsurfAI #BuildWithAI…

#LLMStack is not MIT nor other real #FOSS license, but some code-available garbage. Do not support lying @trypromptly. Love the community quote on Perplexity 😆.

monnef's tweet image. #LLMStack is not MIT nor other real #FOSS license, but some code-available garbage. Do not support lying @trypromptly.

Love the community quote on Perplexity 😆.

👀 Think coding is safe from disruption? Windsurf just laughed. Follow me for more deep dives into the wildest AI infra moves happening behind the scenes. #AgenticAI #LLMstack #DevTwitter #AutoDev #TechFounders #AIAgents #StartupBreakdowns #WindsurfAI #BuildWithAI

anstmoore's tweet image. 👀 Think coding is safe from disruption?
Windsurf just laughed.

Follow me for more deep dives into the wildest AI infra moves happening behind the scenes.
#AgenticAI #LLMstack #DevTwitter #AutoDev #TechFounders #AIAgents #StartupBreakdowns #WindsurfAI #BuildWithAI…

6/9🧵Atropos is 1 of 3 core components in the Nous RL stack. - Training + inference frameworks are on the way. - Together, they form an asynchronous, distributed system — the backbone of Psyche, a global decentralized training network. #Decentralized #Network #LLMStack #AI

Clofixs's tweet image. 6/9🧵Atropos is 1 of 3 core components in the Nous RL stack.

- Training + inference frameworks are on the way.
- Together, they form an asynchronous, distributed system — the backbone of Psyche, a global decentralized training network.
#Decentralized #Network #LLMStack #AI

Meet Lytix: An AI Platform that Brings Insights, Testing, and E2E Analytics to Your LLM Stack with Minimal Changes to Your Existing Codebase itinai.com/meet-lytix-an-… #Lytix #AIPlatform #LLMstack #TextDataAnalysis #TechSolutions #ai #news #llm #ml #research #ainews #innovation

vlruso's tweet image. Meet Lytix: An AI Platform that Brings Insights, Testing, and E2E Analytics to Your LLM Stack with Minimal Changes to Your Existing Codebase

itinai.com/meet-lytix-an-…

#Lytix #AIPlatform #LLMstack #TextDataAnalysis #TechSolutions #ai #news #llm #ml #research #ainews #innovation …

RAG talking gibberish? 🫠 Likely: bad chunking, weak embeddings, no reranker. Fix: ⚡ Smart chunking ⚡ Domain embeddings ⚡ Cross-encoder rerank 📌 Save this for later and follow @neurlcreators for more micro-wins. #RAG #AIinfra #LLMstack

NeurlCreators's tweet image. RAG talking gibberish? 🫠
Likely: bad chunking, weak embeddings, no reranker.
Fix:
 ⚡ Smart chunking
 ⚡ Domain embeddings
 ⚡ Cross-encoder rerank
📌 Save this for later and follow @neurlcreators for more micro-wins.
 #RAG #AIinfra #LLMstack

Unlock the power of the 7-layer LLM stack! Partner with Jai Infoway for expert mobile/web development at jaiinfoway.com. Transform your business today! Read full nlog- linkedin.com/pulse/7-layers… #AIRevolution #LLMStack #TechInnovation #JaiInfoway

Jaiinfoway_'s tweet image. Unlock the power of the 7-layer LLM stack!  Partner with Jai Infoway for expert mobile/web development at jaiinfoway.com. Transform your business today!

Read full nlog- linkedin.com/pulse/7-layers…

#AIRevolution #LLMStack #TechInnovation  #JaiInfoway

AGI is around the corner. LLMs are the new OS. Agents will run the world. You've heard the hype. But in 2025, product teams aren't chasing buzz—they're building real things. Here’s what actually works in AI today. #AIInfra #LLMStack

zeroxaitales's tweet image. AGI is around the corner. 
LLMs are the new OS. 
Agents will run the world. You've heard the hype. 
But in 2025, product teams aren't chasing buzz—they're building real things. Here’s what actually works in AI today. 
#AIInfra #LLMStack

LLMs don’t remember. They don’t loop. They don’t plan. Until you add wrappers, memory, and loops. In 2025, the best AI stacks aren’t model-first—they’re system-smart. Let’s compare the core layers: → Wrappers → Memory → Looping frameworks #LLMstack #AItools2025

zeroxaitales's tweet image. LLMs don’t remember. They don’t loop. They don’t plan.
Until you add wrappers, memory, and loops.
In 2025, the best AI stacks aren’t model-first—they’re system-smart.
Let’s compare the core layers:
→ Wrappers
→ Memory
→ Looping frameworks
#LLMstack #AItools2025

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