6 posts tagged with “python”
Most LLM apps send every request to the most expensive model and re-pay for every duplicate question. The LLM Gateway pattern fixes both — with smart routing, semantic caching, and budget guards. Here is the production architecture, with code.
Single-agent architectures hit a wall the moment your task needs planning, research, and execution in parallel. Multi-agent systems solve this — but most tutorials skip the hard parts. This guide doesn't.
Most RAG pipelines retrieve garbage, stuff it into context, and pray. Agentic RAG replaces the prayer with a judge, a retry loop, and a routing layer that actually works.
Your agent framework handles the happy path. Erlang's supervision trees handled telecom uptime for 40 years. Here's how to apply the same 'let it crash' philosophy to make AI agents self-healing.
KittenTTS ships a 15M-parameter TTS model in 25MB that runs on CPU at 1.5x realtime — no GPU, no API key, no per-character billing.
Step-by-step tutorial with complete Python code to build a production-ready event-sourced AI agent — orchestrator, planner, policy guard, tool executor, and replay engine.
