William Nauroy·6h agoInside protoruf: encoding a Pydantic model to protobuf in 1 µsGoogle’s protobuf encodes a message in 0.3 µs. Getting your Pydantic model into it costs 58 µs. Here is how protoruf skips that step
InGoPenAIbydk.websolutions·1d agoHow to Get Reliable Structured Output From LLMs: JSON Schema, Constrained Decoding and RetriesA Hands-On Python Guide to Pydantic Schemas, Native Structured Outputs on OpenAI, Claude and vLLM, and the Failures That Still Slip ThroughA response icon1A response icon1
William Nauroy·2d agogRPC in Python, the FastAPI way: models in, models outHere is what a gRPC handler usually looks like in Python:
Prathamharer·4d agoHow Python’s Dynamic Nature Breaks Production (And How Pydantic Fixes It)Catching Bugs at the Door: Why Your Python Code Needs Data Boundaries
Walid Ahmed·4d agoHow to Request Structured LLM Output and Validate It with PydanticDefine a response format, request JSON, and check the result before your application uses it
Shivam Pahariya·6d agoBuilding a Production-Ready FastAPI Project with Modular StructureFrom a single file to a scalable, maintainable Python API — step by step.A response icon1A response icon1
Asmaa Chebba·Oct 28What Happens When an LLM Builds Its Own Context to Run a Microgrid? (Part 2/3)Build, run, and test an agent that writes its own playbook, entirely on your machine.
Vishal Purohit·Oct 27One Agent Isn’t Enough: Building Autonomous Multi-Agent Swarms with LangGraph!When building production AI agents, developers often fall into the “God Agent” trap.A response icon1A response icon1
Peeyush Kant Misra·Oct 26LLM Said JSON. Pydantic Said No. Build a Self-Healing Structured Output Loop in 50 Lines of PythonValidate every model reply, feed the exact errors back, and turn messy LLM text into typed Python objects you can trustA response icon1A response icon1
Tuncay YAYLALI·Oct 25Benchmarking Response Formats in LangChain Agents: ProviderStrategy vs. ToolStrategyWhen building autonomous agents with LangChain, extracting structured, validated data (like a Pydantic model) is usually a non-negotiable…