LangChain vs LangGraph vs OpenAI Agents SDK vs Pydantic AI
These frameworks overlap at the demo layer, but they assign very different responsibilities to the application team once an agent must persist, recover, and be reviewed.
Read the field note →
How to design an AI agent workflow you can actually maintain
The orchestration framework matters less than the operating design around tools, approvals, memory, evaluation, and ownership.
LlamaIndex vs Haystack for document and RAG agents
The right framework is determined less by a chatbot demo than by how your team prepares sources, evaluates retrieval, composes workflows, and operates the data path.
Follow the work, not the hype cycle.
Six focused desks connect evaluation methods, implementation details, and the tools worth testing.
Workflow design, tool permissions, observability, and MCP integration patterns for maintainable agents.
22 articles RAG, retrieval & evaluationRAG quality, retrieval architecture, hybrid search, reranking, and monitoring for document AI systems.
27 articles Coding agents & developer workflowsEvaluation, sandboxing, code review, security, and adoption practices for AI coding agents.
13 articles AI productivity & business operationsSupport, sales, meetings, spreadsheets, and everyday operational AI workflows for teams.
24 articles Creative, multimodal & document AICreative production, multimodal QA, document extraction, video AI, and brand-safe asset workflows.
26 articles AI governance, procurement & securityGovernance, procurement, vendor review, data retention, and risk controls for AI tool adoption.
New reporting and practical guides
AI Evaluation Platform Selection Guide
Select an AI evaluation platform using dataset ownership, trace coverage, evaluator calibration, release gates, privacy, portability, and cost.
AutoGen Review: Architecture, Operations, and Fit
A source-verified AutoGen review covering AgentChat, Core, Studio, extensions, migration risk, execution controls, and production ownership.
Coding Agent CI Quality Gates Guide
Design CI gates for coding-agent changes using scoped diffs, deterministic tests, security checks, evidence review, and controlled merge authority.
Cursor Review for Production Coding Workflows
A source-verified Cursor review covering editor agents, cloud agents, privacy controls, pricing, repository governance, and review ownership.
GraphRAG vs Vector RAG Selection Guide
Choose GraphRAG or vector RAG by query structure, relationship evidence, ingestion cost, update behavior, evaluation, and operating complexity.
Khoj Review for Private Knowledge Workflows
A source-verified Khoj review covering private search, document sync, agents, cloud and self-hosting, local models, permissions, and operations.
LangSmith Review for Observability and Evaluation
A source-verified LangSmith review covering tracing, datasets, offline and online evaluation, deployment options, privacy, pricing, and lock-in.
LightRAG Review for Graph-Based Retrieval
A source-verified LightRAG review covering graph extraction, retrieval modes, storage backends, multimodal ingestion, evaluation, and operations.
MCP Server Lifecycle Governance Guide
Govern MCP servers from discovery and approval through versioning, runtime enforcement, evidence review, revocation, and final retirement.
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