EchoMind AIᶠˣ
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Research System · Main-Line Layer 1

Data Acquisition Layer

The eyes through which the AI sees the market — turning 30+ market instruments into dual-track screenshot + data inputs, so the AI reads the whole trend and pins down every detail.

The data acquisition layer is the origin of the entire research pipeline — every downstream analysis rests on the data it produces. It runs on demand: near-zero footprint when idle, and within tens of seconds it completes collection for the scenario at hand, providing solid, structured raw material for everything that follows.

Collection Flow

Never spins idly; responds on demand. When several requests coexist, the most time-sensitive runs first.

01

Receive request

A collection request is issued by time window or breaking event

02

Prioritized response

When requests coexist, the most time-sensitive runs first

03

Scenario-based collection

Economic calendar · overnight range · main symbols · cross pairs · regional families · market-digestion level

04

Dual-track output

Visual screenshots (big picture) + quantified data (details)

05

Deliver with status

Each run completes atomically with a status summary, delivered to the AI

Visual + Numerical · Dual-Track Input

Relying on one input alone can mislead — vision reads the big picture, numbers read the detail, and the two tracks cross-check each other for steadier judgment that's harder to throw off by any single source.

Visual screenshots · the big picture

Multi-timeframe, multi-symbol charts let the AI grasp overall trend and structure without losing the big picture.

Quantified data · the details

Volatility, momentum, key levels, range structure and more let the AI quantify each step precisely, not by feel.

Three Core Ideas

Turning the AI's error-prone judgments into concrete, objective numbers.

Trend momentum, quantified

Price movement is turned into concrete speed and direction numbers, so the AI reads momentum from data rather than by “red-down, green-up” feel.

Key levels by math

Support, resistance and pivots are derived mathematically rather than eyeballed from charts — more objective and reliable.

Digestion check

A percentile-based gauge of whether a move has “already gone too far,” helping avoid overreacting after big events.

Scenarios & Coverage

Collection scenarios

  • Economic calendar (next 48h)
  • Overnight high/low range
  • Main-symbol panorama
  • Cross pairs
  • Regional currency families
  • Market-digestion level

Instrument coverage

Covers 30+ market instruments and indices — major currencies, cross pairs, energy, and global indices.

Design Traits

Event-driven · on-demand

Near-zero footprint when idle; works only when needed, never hogging resources.

Atomic · retriable

Each run either completes fully or fails clearly, with a status summary — failures can be re-requested.

Dual-track · steadier

Visual and numerical tracks corroborate each other, reducing single-source misjudgment.

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