Generative AI Developer Stack as an animated graph #ai #fullstack #genai #aistack #python #llm

Generative AI Developer Stack as an animated graph #ai #fullstack #genai #aistack #python #llm
The full 10-layer GenAI Developer Stack flows top-to-bottom with staggered fade-in animations on every layer, chip, and pill .

Here's what each layer covers:
#LayerWhat's inside01User & inputCLI, REST/GraphQL, Chat UI, Webhooks, Voice/multimodal02Orchestration & agentsLangChain, LlamaIndex, CrewAI, AutoGen, DSPy · ReAct, CoT, multi-agent patterns03Prompt engineeringZero-shot, few-shot, CoT, system prompts · context assembly, RAG injection, compaction04Foundation modelsFrontier APIs (Claude, GPT-4o, Gemini) · Open weights (LLaMA 3, Mistral, Phi-3)05Tools, memory & RAGWeb search, code exec, DB, APIs · in-context / vector / episodic memory · full RAG pipeline06Infra & servingvLLM, TGI, Triton, Ollama · AWS/GCP/Azure · quantization, KV-cache, Flash Attention07Safety & evalsInput/output filters, jailbreak detection, PII · ROUGE, LLM-as-judge, RAGAS08Training & fine-tuningLoRA/QLoRA, RLHF/DPO, distillation · DeepSpeed, FSDP, Axolotl09Automation & MLOpsCI/CD, experiment tracking, Docker/K8s, observability, drift detection10Output & deliveryChat, code, JSON, automated actions, media, feedback loop

#genai #ai #machinelearning #llm #openai #langchain #rag #aiagents #generativeai #softwareengineering #mlops #python #artificialintelligence #chatgpt #developer

Видео Generative AI Developer Stack as an animated graph #ai #fullstack #genai #aistack #python #llm канала Tushar Anand Tech