The Fallback Is the Contract: Reliability Patterns for Clinical AI
Every LLM-backed agent in this platform has a deterministic rule-based fallback. The case always finalises. The fallback isn't a workaround — it's the contract.
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Ardan Ultimate AI #12 — Two-phase tool calling explained
The tool-calling dance: the LLM emits a structured tool call → application runs the tool → application appends the result → the LLM uses it in the next turn. Two phases. Everything else is detail.
Ardan Ultimate AI #04 — Streaming chat completions via SSE
Token-by-token streaming over Server-Sent Events. The Go HTTP handler is short; the UX win is huge. The pattern every chat app needs.
Ardan Ultimate AI #03 — Context injection into a prompt
Before RAG and tools, the original way to give an LLM extra information was to inject it into the prompt. The example shows the right way to format injected context and what the LLM does (and doesn't) pay attention to.