Compare LangChain, CrewAI, AutoGen and LlamaIndex for building production multi-agent systems in 2025. Cover developer ergonomics, observability, tool support, and production readiness.

Benchmark Llama 3.3, DeepSeek V3, Mistral Large, and Qwen 2.5 across reasoning, coding, multilingual, and cost. Recommend the best fit for a startup building an agentic workflow product.

Design a production multi-agent research workflow with planner, researcher, synthesizer, and critic agents. Include orchestration, memory, retries, evals, and human-in-the-loop checkpoints.

Map the 2025 AI infrastructure landscape: model providers, gateways, vector DBs, agent platforms, and evals. Identify the most defensible category for a new entrant.

Build a 90-day go-to-market plan for a B2B AI agent product targeting mid-market ops teams. Cover ICP, pricing, channels, content, and the first three case-study targets.

Summarize the state of AI regulation in the EU, US, UK and China as of 2025 and what an early-stage AI startup must do this quarter to stay compliant.