#llmengineering search results

to generative AI to more advanced concepts like LLM evaluations and security. I haven’t written in a while. I will also be sharing my my LLMOps journey alongside whenever I can. I hope someone out there finds my writeup useful . #AI #llm #llmengineering #aiproductmanagement

jay_matics's tweet image. to generative AI to more advanced concepts like LLM evaluations and security. 

I haven’t written in a while. 

I will also be sharing my my LLMOps journey alongside whenever I can.

I hope someone out there finds my writeup useful .

#AI #llm #llmengineering #aiproductmanagement

3. LCS Lab (IIT Delhi) Academic but highly practical series on distributed optimization & LLM training. 👉 lnkd.in/gMcjmv2H #AIResearch #LLMEngineering


Beyond prompting: How technical programming can unlock emotional range in language models. I've been experimenting with context priming, memory weighting, and dynamic temperature adjustment to create more natural AI interactions. #LLMEngineering


Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks. This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…

aayodejii_'s tweet image. Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks.
This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…
aayodejii_'s tweet image. Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks.
This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…

✅ LangGraph Core Concepts - states - reducers - routing - prompt chaining ✅ Sequential Workflows 🔁 defined nodes, edges, and transitions Excited to dive into branching logic and dynamic workflows next. #LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney

EktaV1278's tweet image. ✅ LangGraph Core Concepts 
  - states
  - reducers
  - routing
  - prompt chaining

✅ Sequential Workflows
🔁 defined nodes, edges, and transitions

Excited to dive into branching logic and dynamic workflows next.

#LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney
EktaV1278's tweet image. ✅ LangGraph Core Concepts 
  - states
  - reducers
  - routing
  - prompt chaining

✅ Sequential Workflows
🔁 defined nodes, edges, and transitions

Excited to dive into branching logic and dynamic workflows next.

#LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney

Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save! Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing

aayodejii_'s tweet image. Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save!

Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing
aayodejii_'s tweet image. Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save!

Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing

LLMs don’t need more parameters — they need better memory. Long-context windows, vector memory, and episodic recall convert AI from reactive to continuously learning. Memory is the new model multiplier. #MemoryAI #LLMEngineering #ContextAI


Just deployed a local agent chain using: • Ollama (model host) • LangGraph (multi-step logic) • Supabase (vector store) • DeepEval (custom evals) Result: 40% faster iteration + deterministic flow. #AIInfra #LangGraph #LLMEngineering

pxdotone's tweet image. Just deployed a local agent chain using:
• Ollama (model host)
• LangGraph (multi-step logic)
• Supabase (vector store)
• DeepEval (custom evals)

Result: 40% faster iteration + deterministic flow.

#AIInfra #LangGraph #LLMEngineering

LLMs are great at language. They’re still clumsy with logic. That’s where orchestration comes in—structure that thinks in steps, not just tokens. #LLMEngineering #AgenticWorkflows #SaltAI


🔍 What if smaller AI models were smarter? Discover how Juniper, a 2B-parameter LLM, beat GPT-4o in function precision — and what it means for the future of AI at the edge. The game is changing. Are you ready? 🚀 👉 medium.com/@rogt.x1997/ju… #LLMEngineering #EdgeAI #FunctionCalling

DrRogerThomp's tweet image. 🔍 What if smaller AI models were smarter? Discover how Juniper, a 2B-parameter LLM, beat GPT-4o in function precision — and what it means for the future of AI at the edge. The game is changing. Are you ready? 🚀
👉 medium.com/@rogt.x1997/ju…
#LLMEngineering #EdgeAI #FunctionCalling

Async communication (for eg FastAPI async) is key for developing LLM apps! 🚀 - Handles slow tasks efficiently, preventing delays. - Boosts performance by handling more requests at once. - Saves resources by not keeping everything waiting. #LLMengineering


It gets better: MoR’s KV cache? Smarter than your ex. Keeps only what matters. No quadratic blowups. Just sleek memory curves. #LLMEngineering


px-01_ status: active. Building modular LLM systems with: • Ollama • LangGraph • Supabase • DeepEval The goal isn’t just output. It’s autonomous reasoning, with structure. #AIInfra #LLMEngineering


[BEST] #Udemy LLM Engineering: Master AI, Large Language Models & Agents Course Become an LLM Engineer in 8 weeks: Build and deploy 8 LLM apps, mastering Generative AI, RAG, LoRA and AI Agents. Course Coupon: courseswyn.com/coupon/llm-eng… #AI #LLMEngineering #LargeLanguageModels


Real-time feedback loop now live. Every agent output is scored → logged → used to refine next response. Feedback signal is dynamic: scales based on context, task type, and error class. The system improves itself mid-run. #LLMEngineering #DeepEval #AIInfrastructure


🧩 What do you get when AI agents can search, code, and visualize on their own? 💥 Perplexity Labs. With 15M users, $100M ARR, and a protocol that’s replacing REST for AI workflows—this is the stack that beat GPT-4o by 6x. 👇 medium.com/@rogt.x1997/ho… #LLMEngineering #AgenticAI

blog.gopenai.com

How Perplexity Labs Scored 21.1%

The Standard That Powers Autonomous AI Applications 🧠📊


From Full Stack Developer (shoutout to @kirat_tw for the solid foundation 🙌) to now thriving as an LLM/AI App Engineer! 💻✨ Career Update 🚀 Joined as a Remote LLM/AI App Engineer. Let’s fckin’ go! 💻✨ #LLMEngineering #AI #remotework


DON'T JUST CONSUME, CONTRIBUTE! THOSE WHO LEARN AI NOW WILL DEFINE TOMORROW'S WORLD. I'VE BEEN QUIET, BUT NOT IDLE. NOW, I'M BACK TO CONNECT! #ArtificialIntelligence #LLMEngineering #AIRevolution #MachineLearning #DEEsJOURNEY


LLMs don’t need more parameters — they need better memory. Long-context windows, vector memory, and episodic recall convert AI from reactive to continuously learning. Memory is the new model multiplier. #MemoryAI #LLMEngineering #ContextAI


[BEST] #Udemy LLM Engineering: Master AI, Large Language Models & Agents Course Become an LLM Engineer in 8 weeks: Build and deploy 8 LLM apps, mastering Generative AI, RAG, LoRA and AI Agents. Course Coupon: courseswyn.com/coupon/llm-eng… #AI #LLMEngineering #LargeLanguageModels


🔍 What if smaller AI models were smarter? Discover how Juniper, a 2B-parameter LLM, beat GPT-4o in function precision — and what it means for the future of AI at the edge. The game is changing. Are you ready? 🚀 👉 medium.com/@rogt.x1997/ju… #LLMEngineering #EdgeAI #FunctionCalling

DrRogerThomp's tweet image. 🔍 What if smaller AI models were smarter? Discover how Juniper, a 2B-parameter LLM, beat GPT-4o in function precision — and what it means for the future of AI at the edge. The game is changing. Are you ready? 🚀
👉 medium.com/@rogt.x1997/ju…
#LLMEngineering #EdgeAI #FunctionCalling

LLMs are great at language. They’re still clumsy with logic. That’s where orchestration comes in—structure that thinks in steps, not just tokens. #LLMEngineering #AgenticWorkflows #SaltAI


Our GenAI workflow: Choose the right LLM Design prompt logic Embed into tools Iterate + scale Build domain-specific AI that works. #WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday waysandmeanstechnology.com | +1 (424) 777-6936

WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936
WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936
WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936
WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936

✅ LangGraph Core Concepts - states - reducers - routing - prompt chaining ✅ Sequential Workflows 🔁 defined nodes, edges, and transitions Excited to dive into branching logic and dynamic workflows next. #LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney

EktaV1278's tweet image. ✅ LangGraph Core Concepts 
  - states
  - reducers
  - routing
  - prompt chaining

✅ Sequential Workflows
🔁 defined nodes, edges, and transitions

Excited to dive into branching logic and dynamic workflows next.

#LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney
EktaV1278's tweet image. ✅ LangGraph Core Concepts 
  - states
  - reducers
  - routing
  - prompt chaining

✅ Sequential Workflows
🔁 defined nodes, edges, and transitions

Excited to dive into branching logic and dynamic workflows next.

#LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney

It gets better: MoR’s KV cache? Smarter than your ex. Keeps only what matters. No quadratic blowups. Just sleek memory curves. #LLMEngineering


Thinking to start learning LLM engineering with web dev. What your suggestions ? #LLM #LLMengineering #Largelanguagemodel


Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save! Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing

aayodejii_'s tweet image. Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save!

Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing
aayodejii_'s tweet image. Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save!

Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing

DON'T JUST CONSUME, CONTRIBUTE! THOSE WHO LEARN AI NOW WILL DEFINE TOMORROW'S WORLD. I'VE BEEN QUIET, BUT NOT IDLE. NOW, I'M BACK TO CONNECT! #ArtificialIntelligence #LLMEngineering #AIRevolution #MachineLearning #DEEsJOURNEY


📚 Blog: pgupta.info/blog/2025/07/d… 💻 Code: github.com/pg2455/distrib… I wrote this to understand the nuts and bolts of LLM infra — If you're on the same path, this might help. #PyTorch #LLMEngineering #DistributedTraining #MLInfra


Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks. This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…

aayodejii_'s tweet image. Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks.
This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…
aayodejii_'s tweet image. Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks.
This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…

🤯 Small but smarter? Meet the 2B-parameter LLM that’s challenging AI titans on precision + speed — with no cloud dependency. This is the future of edge AI 🚀 #LLMEngineering #PrivacyAI #EdgeAI medium.com/p/juniper-vs-g…


Treat agents like product releases: → Dev → Staging → Prod → Simulate edge cases → Stress test latency & cost → Monitor usage drift Your agent is a living service, not a static feature. #AgentDevStack #AIMLOps #LLMEngineering


🧩 What do you get when AI agents can search, code, and visualize on their own? 💥 Perplexity Labs. With 15M users, $100M ARR, and a protocol that’s replacing REST for AI workflows—this is the stack that beat GPT-4o by 6x. 👇 medium.com/@rogt.x1997/ho… #LLMEngineering #AgenticAI

blog.gopenai.com

How Perplexity Labs Scored 21.1%

The Standard That Powers Autonomous AI Applications 🧠📊


px-01_ status: active. Building modular LLM systems with: • Ollama • LangGraph • Supabase • DeepEval The goal isn’t just output. It’s autonomous reasoning, with structure. #AIInfra #LLMEngineering


Real-time feedback loop now live. Every agent output is scored → logged → used to refine next response. Feedback signal is dynamic: scales based on context, task type, and error class. The system improves itself mid-run. #LLMEngineering #DeepEval #AIInfrastructure


to generative AI to more advanced concepts like LLM evaluations and security. I haven’t written in a while. I will also be sharing my my LLMOps journey alongside whenever I can. I hope someone out there finds my writeup useful . #AI #llm #llmengineering #aiproductmanagement

jay_matics's tweet image. to generative AI to more advanced concepts like LLM evaluations and security. 

I haven’t written in a while. 

I will also be sharing my my LLMOps journey alongside whenever I can.

I hope someone out there finds my writeup useful .

#AI #llm #llmengineering #aiproductmanagement

Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks. This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…

aayodejii_'s tweet image. Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks.
This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…
aayodejii_'s tweet image. Reflecting on my full-stack journey... Before my pivot, I was part of teams building AI-powered web apps by integrating LLM APIs. Saw firsthand how AI offloads massive tasks.
This definitely influenced my move into #AIAutomation & #LLMEngineering. The possibilities are endless!…

✅ LangGraph Core Concepts - states - reducers - routing - prompt chaining ✅ Sequential Workflows 🔁 defined nodes, edges, and transitions Excited to dive into branching logic and dynamic workflows next. #LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney

EktaV1278's tweet image. ✅ LangGraph Core Concepts 
  - states
  - reducers
  - routing
  - prompt chaining

✅ Sequential Workflows
🔁 defined nodes, edges, and transitions

Excited to dive into branching logic and dynamic workflows next.

#LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney
EktaV1278's tweet image. ✅ LangGraph Core Concepts 
  - states
  - reducers
  - routing
  - prompt chaining

✅ Sequential Workflows
🔁 defined nodes, edges, and transitions

Excited to dive into branching logic and dynamic workflows next.

#LangGraph #GenAI #LLMEngineering #AgenticAI #LearningJourney

Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save! Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing

aayodejii_'s tweet image. Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save!

Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing
aayodejii_'s tweet image. Automated invoice processing workflow extracts data, updates your database, and sends emails. Imagine the time you'll save!

Check out the details and let's chat about customizing it for your business. #AIAutomation #LLMEngineering #InvoiceProcessing

Just deployed a local agent chain using: • Ollama (model host) • LangGraph (multi-step logic) • Supabase (vector store) • DeepEval (custom evals) Result: 40% faster iteration + deterministic flow. #AIInfra #LangGraph #LLMEngineering

pxdotone's tweet image. Just deployed a local agent chain using:
• Ollama (model host)
• LangGraph (multi-step logic)
• Supabase (vector store)
• DeepEval (custom evals)

Result: 40% faster iteration + deterministic flow.

#AIInfra #LangGraph #LLMEngineering

🔍 What if smaller AI models were smarter? Discover how Juniper, a 2B-parameter LLM, beat GPT-4o in function precision — and what it means for the future of AI at the edge. The game is changing. Are you ready? 🚀 👉 medium.com/@rogt.x1997/ju… #LLMEngineering #EdgeAI #FunctionCalling

DrRogerThomp's tweet image. 🔍 What if smaller AI models were smarter? Discover how Juniper, a 2B-parameter LLM, beat GPT-4o in function precision — and what it means for the future of AI at the edge. The game is changing. Are you ready? 🚀
👉 medium.com/@rogt.x1997/ju…
#LLMEngineering #EdgeAI #FunctionCalling

Our GenAI workflow: Choose the right LLM Design prompt logic Embed into tools Iterate + scale Build domain-specific AI that works. #WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday waysandmeanstechnology.com | +1 (424) 777-6936

WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936
WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936
WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936
WMTechnology's tweet image. Our GenAI workflow:

Choose the right LLM
Design prompt logic
Embed into tools
Iterate + scale
Build domain-specific AI that works.
#WMTechnology #GenerativeAI #LLMEngineering #AIApps #WorkflowWednesday
waysandmeanstechnology.com | +1 (424) 777-6936

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