PROBLEM
What makes this difficult?
Intraday market signals are noisy, while live data can fail in ways that a simple connected/disconnected flag cannot explain.
Market intelligence · real-time systems · research
TradeBot
Governed market-intelligence infrastructure for intraday decision support.
- Current gate
- Live / evidence validation
- Current focus
- Evidence reconciliation, data integrity and candidate validation.
- Next gate
- Public-safe operational evidence review.
Career translation
PythonWebSocketsAPIsReal-time dataTestingML researchObservabilityGovernance
PUBLIC ARCHITECTURE
How this system makes the difficult parts visible.
Separate data truth, research output, risk and execution authority while preserving reproducible evidence.
A governed market-intelligence and validation system spanning real-time data, research candidates, risk controls and read-only/live observation.
SYSTEM FLOW / PUBLIC MODEL
- 01Feed
- 02State
- 03Research
- 04Risk
- 05Human authority
ENGINEERING STORY
Problem → challenge → build → outcome
The work is explained through its constraints and evidence, not a technology-logo wall.
CHALLENGE
What must remain controlled?
Separate data truth, research output, risk and execution authority while preserving reproducible evidence.
WHAT EXISTS
The system response
A governed market-intelligence and validation system spanning real-time data, research candidates, risk controls and read-only/live observation.
OUTCOME
What this enables
A platform capable of structured research, evidence capture and bounded decision support without publishing proprietary signal logic.
Live data integrity
Connection state, freshness, subscription truth and evidence state are treated as different concerns rather than one green light.
Research authority
Promising research does not silently become trading authority. Candidates remain isolated until explicit validation and governance gates pass.
Human authority
Evidence and decision support can be automated while execution authority remains an explicit boundary.
RESEARCH BOUNDARY
Research is a gated lifecycle, not a shortcut to authority.
The public page explains method without publishing proprietary strategy mechanics.
METHOD
Observe → hypothesize → freeze → test
Candidate logic is frozen before evaluation so results cannot silently rewrite the question being tested.
BOUNDARY
Holdout and live observation stay separate
Research evidence can support a decision to continue testing; it does not automatically grant execution authority.
DATAFeed health split into connection, freshness and subscription truth
RESEARCHResearch candidates isolated behind explicit validation gates
LIVERead-only observation used to expose failure paths before authority
EVIDENCE / PUBLIC BOUNDARY
Claims stay bounded by what can be shown.
Proof records are public-safe summaries. Sensitive logic and operational data stay outside the site.
METHODFrozen-hypothesis research and holdout separation
PUBLIC SUMMARY
LIVERead-only live observation and failure-recovery work
PUBLIC SUMMARY
BOUNDARYStrategy parameters and proprietary edge remain private
ENFORCED