ORBITRON // DOCUMENTATION STACK

LeMarché Documentation

A quick operating reference for the deterministic market workspace: route the question, inspect evidence, test one assumption, and leave a reproducible handoff.

LeMarché Core GoldShield AI
QUICK TEST LOOP

From market question to reproducible observation

LeMarché is the deterministic evidence layer. Use it to inspect data and calculations, not to infer a conversational AI answer from a proxy response.

REPEATABLE RUNBOOKS

Quick-test runbooks

Use a runbook when you need a result you can reproduce in under ten minutes. Each row names the minimum input, the correct surface, the verification step, and the expected handoff.

TestSurfaceMinimum inputVerify withExpected outputTime
WHAT IS AVAILABLE

Curated stack inventory

Start with one job, not the whole file matrix. The names below are the intended routing map for a quick test.

HOW THE STACK FITS TOGETHER

Routes and boundaries

The stack is intentionally layered. Route work by the kind of truth it needs, then hand it to the next layer instead of blending every tool into one opaque answer.

FOR FUTURE LLMS AND AGENTS

Agent protocol

Every operator should make intent, allowed inputs, evidence, output, uncertainty, and the next action explicit. Use this contract as a prompt prefix or handoff template.


                    
FOR SALES AND DEMOS

Show the workflow, not the file count

A credible demo proves the operating loop in a few minutes. Keep the first pass focused, visible, and honest about the boundary between generated interpretation and verified evidence.

GUARDRAILS

Best practice checklist

Use these rules before a decision-relevant output is accepted, handed off, or shown in a demo.

GOLDSHIELD AI STACK

Prompt library for the highest-value use cases

Choose a lane, replace the bracketed inputs, and copy the enhanced prompt into the appropriate Prime AI surface. Every prompt asks for bounded output and makes missing evidence visible.