Project statusA proprietary Python operations application serving as the main decision, trade-selection, and position-management center of the automated ecosystem.

System rolePython decision and position-management center for currency strength, opportunity ranking, policy filtering, open-position supervision, command routing, execution feedback, and operator alerts.

Runtime and environmentPython 3.10+ desktop application using pandas, NumPy, Matplotlib, Tkinter/ttkbootstrap, requests, local CSV/JSON state, and MetaTrader-generated bridge files.

Code accessPrivate codebase

Production code remains private; the supplied GitHub backup contributes portfolio-safe documentation, tracked screenshots, and a clean-room public demo where available.

Repository evidence basisRepository snapshot reviewed: 27 July 2026

Reviewed from the supplied GitHub backup: repository README, ten tracked operational screenshots, public-demo package, source-audit notes, and validation report.

Technology

Engineering problem

A Hybrid score alone does not answer whether a trade should be opened now, which pair has priority, how portfolio exposure affects eligibility, or what should happen after the position is already open.

System response

The application evaluates the seven major FX pairs plus XAUUSD, builds ranked Top Picks, checks signal freshness and quality, market regime, confluence, cost, portfolio exposure, and safety rules, then produces traceable entry decisions. After entry, it keeps supervising positions and can issue HOLD, ADD, REDUCE, or EXIT commands as conditions change.

Engineering scope

Multi-timeframe ATR strength loading and normalization across D1, H4, H1, M15, M5, and M1-style feeds.
Pair- and currency-level directional analysis using Hybrid outputs, explicit probabilities, confidence fields, and fallback directional logic.
Trade Picker / Top Picks ranking with configurable strength-gap, confidence, ATR, readiness, regime, and directional-streak filters.
Stable UID-based position identity built from symbol, magic, side, open time, and open price rather than ticket continuity alone.
Rule-based HOLD, EXIT, ADD, and REDUCE decisions with reason, confidence, export eligibility, cooldown, and blocking state.
CSV command routing with SENT, ACKED, and DONE lifecycle visibility.
Operator panels for ATR grid, directional strength, Top Picks, PM settings, live position snapshots, grouped logs, bridge state, and manual path testing.
Selected Telegram notifications for signals, PM actions, and runtime visibility.

Architecture and responsibility layers

Market and model inputs

Reads Strong files by timeframe, pair/consolidated Hybrid output, Top Picks/debug data, position snapshots, and bridge feedback.

Python control layer

Calculates ATR/currency strength, directional context, candidate ranking, position-management decisions, runtime state, settings, and alert messages.

Execution bridge

Writes structured command rows and reads acknowledgement/completion files without placing broker orders directly from Python.

Operator interface

Provides monitoring, configuration, preview, diagnostics, command-lifecycle review, and manual execution-path testing.

Operating workflow

Load multi-timeframe Strong files, Hybrid output, Top Picks-related inputs, position snapshots, and bridge feedback.
Compute ATR-based currency strength and pair/currency directional context.
Rank candidates and apply readiness, confidence, regime, directional, and strength filters.
Read PM_Positions.csv, build stable position UIDs, and map open trades to the current signal environment.
Assign HOLD, EXIT, ADD, or REDUCE with reason and safety state.
Separate decision preview from send eligibility and actual command export.
Write eligible commands to TradePicker_Commands.csv when auto mode and policy gates allow.
Read TradePicker_Acks.csv and TradePicker_Done.csv to display command progress and outcome.
Publish selected Telegram alerts and persist runtime/settings state for monitoring and diagnostics.

Data and command interfaces

Interface	Direction	Purpose
D1/H4/H1/M15/M5/M1 Strong CSV files	Analysis feeds → dashboard	Supply multi-timeframe ATR and strength values for currency-level normalization and ranking.
Per-pair or consolidated Hybrid CSV	Hybrid engine → dashboard	Supplies Hybrid_Final, probabilities, confidence, scores, and directional context.
PM_Positions.csv	MetaTrader execution side → dashboard	Provides current open-position snapshots for UID mapping and management review.
TradePicker_Commands.csv	Dashboard → execution agent	Carries eligible entry or position-management command rows.
TradePicker_Acks.csv / TradePicker_Done.csv	Execution agent → dashboard	Reports acknowledgement and completion states for the command lifecycle.
Runtime/debug files and Telegram	Dashboard → operator/diagnostics	Publishes PM state, Top Picks diagnostics, grouped logs, and selected external alerts.

07A

System outputs

ATR and directional-strength grids
Ranked Trade Picker and Top Picks candidates
HOLD, EXIT, ADD, and REDUCE decisions with reasons
Entry and management command CSV rows
Acknowledgement/completion lifecycle state
PM runtime JSON and Top Picks debug exports
Telegram monitoring messages

07B

Safety and control layers

Stale position snapshots can block management exports.
Decision preview, send eligibility, and actual export are separate states for operator review and debugging.
Per-action cooldowns, command throttling, maximum command rate, readiness/picks requirements, and ADD/REDUCE count limits constrain exports.
Dry-run and disabled-export modes allow the decision engine to be inspected without sending commands.

Validation evidence

The supplied public-demo validation report records Python syntax compilation, a Tkinter smoke test under a virtual display, five expected tabs, eight synthetic symbols, and package-manifest/SHA-256 generation.
The public demo was checked for absence of network, subprocess, broker, CSV-bridge, and secret-loading imports.
The demo is interface-only; those checks do not establish analytical accuracy, execution correctness, or trading suitability.

Public and private boundaries

Published evidence

Hybrid ingestion, currency-strength confirmation, candidate ranking, entry filtering, decision traces, position-management actions, command states, monitoring, and documented application captures.

Protected implementation

Full source, account and broker data, private signal values, exact filter thresholds, routing configuration, Telegram credentials, live positions, private datasets, and production state.

Interpretation and limitations

The dashboard documents decision and position-management software; displayed states are not public trade recommendations.
Execution is performed by the separate SignalFileTrader application, even when both programs are distributed or operated together.
Real account data, broker settings, private thresholds, credentials, routing details, and live positions are excluded from public material.

Additional interface evidence

Repository-backup evidence

These captures come directly from the supplied GitHub backup and are displayed openly on this page.

9 documented views

Directional-strength view with multi-mode currency and pair context. — **Directional context used alongside ATR, Hybrid output, and readiness filters during opportunity review.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/directional-strength.png

Fusion and ranking table combining analytical inputs into candidate review rows. — **Row-level fusion and ranking evidence used by Trade Picker and Top Picks review.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/fusion-table.png

Trade Picker panel with ranked candidates, filter state, and readiness context. — **Operator review of candidate ranking and qualification before export eligibility.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/trade-picker-panel.png

Wide PPM monitor showing open-position snapshots and management context. — **Live position snapshot monitoring used for UID mapping and PM decision review.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/ppm-monitor.png

Position-management logs and grouped command lifecycle records. — **Readable SENT, ACKED, and DONE lifecycle blocks for operational review.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/pm-logs.png

Position-management settings editor with threshold, cooldown, rate, and action controls. — **Configuration surface for HOLD, EXIT, ADD, REDUCE, eligibility, cooldown, and safety policy.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/pm-settings.png

Execution-bridge diagnostic showing a REDUCE command moving through the external execution path. — **Command-bridge evidence separating Python policy decisions from terminal-side execution.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/execution-bridge-reduce.png

Telegram alert examples generated from selected signal and position-management events. — **External runtime awareness for selected setup, PM, and operational events.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/docs/screenshots/telegram-alerts.png

Currency Strength and Position Management public demo with synthetic multi-asset operating states. — **Validated interface-only shell with five tabs and eight synthetic symbols; no production analytics, bridge, broker, or secrets.**
Source details
Source: Currency-Strength-Position-Management-Dashboard/images/public-demo.png

Previously documented portfolio evidence

2 documented views

FX Signal Control Center confirmed-signals dashboard with input status, signal table, match counts, USD history, and timeframe-mix charts. — **Confirmed-signal monitoring with input freshness, match counts, USD strength history, and timeframe-mix evidence.**
Source details
Source: User-supplied updated application capture · FX Signal Control Center V54.155 · 2026-07-28 · confirmed-signals-dashboard.png

FX Signal Control Center Hybrid Lab with weighted-compute controls and classification, regression, setup, and final-vote charts. — **Hybrid control lab exposing synchronization, weighted-compute settings, component votes, and the final USD-oriented signal history.**
Source details
Source: User-supplied updated application capture · FX Signal Control Center V54.155 · 2026-07-28 · hybrid-control-lab.png

System response

Interface

Direction

Purpose

D1/H4/H1/M15/M5/M1 Strong CSV files

Analysis feeds → dashboard

Supply multi-timeframe ATR and strength values for currency-level normalization and ranking.

Per-pair or consolidated Hybrid CSV

Hybrid engine → dashboard

Supplies Hybrid_Final, probabilities, confidence, scores, and directional context.

PM_Positions.csv

MetaTrader execution side → dashboard

Provides current open-position snapshots for UID mapping and management review.

TradePicker_Commands.csv

Dashboard → execution agent

Carries eligible entry or position-management command rows.

TradePicker_Acks.csv / TradePicker_Done.csv

Execution agent → dashboard

Reports acknowledgement and completion states for the command lifecycle.

Runtime/debug files and Telegram

Dashboard → operator/diagnostics

Publishes PM state, Top Picks diagnostics, grouped logs, and selected external alerts.

Safety and control layers

Stale position snapshots can block management exports.

Decision preview, send eligibility, and actual export are separate states for operator review and debugging.

Per-action cooldowns, command throttling, maximum command rate, readiness/picks requirements, and ADD/REDUCE count limits constrain exports.

Dry-run and disabled-export modes allow the decision engine to be inspected without sending commands.

Interpretation and limitations

The dashboard documents decision and position-management software; displayed states are not public trade recommendations.

Execution is performed by the separate SignalFileTrader application, even when both programs are distributed or operated together.

Real account data, broker settings, private thresholds, credentials, routing details, and live positions are excluded from public material.

Currency Strength & Position Management Dashboard

Engineering problem

System response

Engineering scope