How engineers actually use AI to build software.
Built in real products, stress-tested until they crack.
what we cover
- rag
- cag
- graphrag
- agentic rag
- retrieval augmented generation
- cache augmented generation
- agentic coding
- ai coding agents
- coding agents
- ai code review
- ai pair programming
- vibe coding
- spec-driven development
- context engineering
- prompt engineering
- system prompts
- agent rules
- claude.md
- agents.md
- cursor rules
- evals
- llm evals
- llm benchmarks
- llm as a judge
- regression tests for prompts
- local llms
- self-hosted llms
- ollama
- vllm
- llama.cpp
- lm studio
- open weight models
- llama
- qwen
- deepseek
- mistral
- gemma
- gpt
- claude
- gemini
- inference costs
- token costs
- gpu costs
- latency
- throughput
- embeddings
- embedding models
- vector databases
- pgvector
- qdrant
- weaviate
- pinecone
- chroma
- hybrid search
- bm25
- reranking
- chunking strategies
- semantic search
- knowledge graphs
- tool calling
- function calling
- structured outputs
- json mode
- mcp
- model context protocol
- mcp servers
- multi-agent systems
- agent orchestration
- agent frameworks
- langchain
- langgraph
- llamaindex
- crewai
- autogen
- openai agents sdk
- claude agent sdk
- guardrails
- prompt injection
- llm security
- red teaming llms
- llm observability
- tracing
- langfuse
- langsmith
- claude code
- cursor
- codex
- copilot
- windsurf
- aider
- cline
- gemini cli
- n8n
- hermes
- workflow automation
- ai automation
- ai workflows
- agent workflows
- fine-tuning
- lora
- qlora
- quantization
- gguf
- distillation
- long context
- context window
- context compression
- prompt caching
- kv cache
- semantic caching
- reasoning models
- chain of thought
- thinking models
- test-time compute
- ai in production
- llm ops
- llmops
- mlops
- ai infrastructure
- ai dev tooling
- developer productivity
- ai engineering
- software engineering with ai
- ai for backend
- ai for frontend
- ai for mobile
- ai for devops
- ai for data pipelines
- ai testing
- ai agents in production
- agent memory
- agent planning
- computer use agents
- browser agents
- voice agents
- ai product engineering
- build vs buy ai
- ai architecture
- ai system design
- ai team practices
- ai adoption for engineering teams