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Operations overview
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Data operations
Refresh and backfill
Latest market data
Queue one immediate pull from the current DSE market page.
Feature control
Public switches
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Ingestion queue
Recent jobs
| Requested | Operation | Status / stage | Records | Progress | Details |
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Privacy-aware analytics
Traffic
Page views—
Unique visitors—
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Server errors—
Daily activity
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Accountability
Audit trail
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Hybrid AI assistant
AI usage
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Conversations—
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Deterministic responses—
DeepSeek calls—
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Output tokens—
Est. DeepSeek cost—
Generated SQL—
Executed SQL—
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DeepSeek TTFT p95—
DeepSeek total p50—
DeepSeek total p95—
End-to-end p50—
End-to-end p95—
Analytical transformation health
dbt
ClickHouse models and data-quality results from the latest archived dbt execution.
Latest dbt failure
Execution history
Recent dbt runs
| Time | Duration | Models | Tests | Status | Failure details |
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Select the dbt tab to load execution history.
ClickHouse conversation warehouse
Archived AI chats
Complete conversations archived after ClickHouse confirmation. Training status remains unreviewed until a separate curation process approves it.
Choose a session to inspect its transcript.
DseForecast publishes a next-trading-session direction with a confidence that is calibrated on out-of-fold historical replays. It is technical research output, not investment advice and not trade execution. Confidence describes historical reliability of the evidence region, not a probability of profit.
Frozen before the session opened
Next-session forecast
One horizon only: the next observed trading session, scored against the last observed close.
- Backtest accuracy (strict)
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- Backtest accuracy (moved only)
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- Pseudo-live predictions
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- Pseudo-live sessions
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- Settled forecasts
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- Settled accuracy
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- Flat outcomes
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- No-trade outcomes
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Sortable · filterable
Frozen forecasts
Confidence is the calibrated historical hit rate of this evidence region, not a probability of profit.
| Calibrated on out-of-fold history | Model | Model agreement | Top evidence | Target date | Status | Details |
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Nested walk-forward evidence
Research and backtest
Every number below was measured on historical dates the model had not seen.
- Chosen configuration
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- Selected features
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- Target contract
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- Elapsed study time
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Model comparison
| Method | Accuracy | Moved only | Coverage | UP | DOWN | Brier |
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Training-history policy
| Policy | Accuracy | Moved only | Coverage | Brier |
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Accuracy vs coverage
| Tier | Predictions | Per day | Accuracy | Moved only | UP | DOWN |
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Confidence calibration
| Displayed band | Predictions | Observed accuracy | Calibration gap |
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Baselines
| Baseline | Predictions | Accuracy | Moved only | Oracle |
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Feature-family ablation
| Family removed | Removed | Kept | Accuracy | Delta |
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Indicator leaderboard
| Feature | Family | Signals | Accuracy | Lift | After control | Status | Reason |
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Redundancy clusters
| Representative | Mean |rho| | Members |
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Period stability
| Period | Predictions | Accuracy | Moved only | Flat rate |
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Replay example
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Storage and freshness
DseForecast data health
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- Frozen predictions
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- Settled outcomes
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- Awaiting settlement
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- Latest target session
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- Latest cutoff session
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- Feature registry checksum
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DseSignal labels are experimental research summaries generated from technical indicators and frozen hypotheses. They are not investment advice or trade execution instructions.
Frozen hypotheses · category consensus
Daily research summary
What the frozen technical evidence said after the session below closed. This is not tomorrow's market data.
Category consensus counts
Next observed session outlook
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- Symbols evaluated
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- Hypotheses evaluated
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- Prospective events
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- UP family votes total
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- DOWN family votes total
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- Latest indicator run
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- Latest prospective run
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- Active families
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Sortable · filterable
Symbol candidates
Sorted by confidence, then symbol. Confidence summarizes evidence quality and agreement; it is not a probability of a future result.
| Close | Research ranking score, not a probability of profit | UP families | DOWN families | Focus matches | Liquidity snapshot | Historical Accuracy | V2 Short | Indicator status | Details |
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Prospective evidence
Observation status
Real prospective records exist only after the frozen historical boundary.
- Prospective start boundary
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- Latest prospective trade date
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- Open events
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- Partially matured
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- Fully matured
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- Invalidated
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- New settlements today
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- Historical rows before boundary
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Audit trail
Daily signal history
A generated label is never rewritten. Any result shown beside it was observed afterwards.
| As-of date | Symbol | Research stance | Family consensus | Source mode | Observed afterward |
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Engine and data health
Data health
Stale data should be obvious here before anyone reads a label.
- Latest raw market date
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- Latest mart date
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- Latest indicator date
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- Latest prospective date
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- Latest summary date
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- Indicator run status
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- Prospective run status
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- Signal-summary run status
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- Symbols expected
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- Symbols succeeded
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- Symbols not ready
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- Symbols failed
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