System
Glossary
System Methodology & Intelligence Framework
Structure

The Intelligence Loop

1. Predict (Morning)

Every morning, the system combines live market data, breadth/internal-strength checks, a balanced driver-bucketed news shortlist, and a lower-timeframe futures overlay to produce a session briefing with sentiment, archetype, conviction, and scenario guidance.

2. Review (Evening)

After the close, the system grades the morning call against realized market action, stores both the review-generation time and the closing-data pull time, adds a separate non-weighted audit of story coverage, and records a descriptive session recap grounded in same-session developments.

3. Audit (Meta-Analysis)

Each Friday evening, when at least 3 new scored sessions have accumulated since the last run, the system analyzes performance patterns and regime health, writes prompt/config candidates for human review, and records only advisory prompt-simulation evidence rather than an automatic backtest-based promotion.

Evaluation

Execution Quality Rubric

20%
Narrative Accuracy
The heaviest weighted category. Measures whether the morning session narrative captured the actual driver sequence, intraday arc, and broad market behavior rather than just isolated price direction.
10%
Open Direction
Evaluates whether the morning briefing correctly anticipated the opening move or opening pressure. This is a short-horizon score and is intentionally separate from how the full day resolved, so the review should describe the open itself rather than blending in the closing result.
15%
Session Resolution
Measures whether the broad morning signal matched the actual session outcome by the close. This is the score that reconciles cases where the open was correct but the full day reversed.
10%
Sector Leadership
Audits whether the predicted sector leaders and laggards matched the realized ETF leadership by the close, rather than only the opening rotation.
15%
Archetype Fit
Measures alignment between the expected session shape and the realized one using the actual archetype set: TREND, BREAKOUT, CHOP, and REVERSAL.
15%
Driver Fit
Validates whether the drivers identified in the morning briefing actually remained the primary market movers and whether the macro and breadth confirmation held up through the session. If an explicit driver list is missing, the review can derive the active drivers from the morning story set rather than treating the category as absent.
10%
Watch Items
Analyzes whether the morning's named watch items, event windows, and tactical trigger levels actually mattered for the day’s realized price action.
10%
Conviction Calibration
Audits whether the morning confidence level matched the actual session clarity and persistence. A high-conviction call must do more than just get the open right.
Info
News Coverage Audit
A non-weighted diagnostic that checks whether the displayed morning story set captured the session's dominant drivers, contradictions, and missed themes without affecting the overall grade.
Interpretation

Review Semantics

Open Direction vs Session Resolution
The review intentionally separates the opening move from the full-day outcome. Open Direction measures whether the morning call anticipated the first market move; Session Resolution measures whether that broader signal still described the day by the close. The review UI is designed to render these dimensions from normalized stored comparison rows so the table text stays aligned with the actual grading logic.
Conviction Calibration
The evening review checks whether the morning confidence level was appropriate for the realized tape. A 7/10 bearish call that only gets the open right but misses a strong rebound should lose calibration points even if the open score is strong.
Verdict Bands
The review table uses score-aware verdict bands to summarize grading strength. Strong means 80% or better, Good means 65-79%, Mixed means 40-64%, and Weak means below 40%.
Review Comparison Context
A normalized evidence row stored with the review that captures the morning expectation, realized outcome, score, verdict, and explanation for each scored category. It keeps live review and archive views aligned because both pages read from the same comparison payload rather than rebuilding the language independently.
Session Recap
A concise after-close narrative that summarizes how the session actually unfolded, which drivers dominated, and where the realized tape diverged from the morning framing. It complements the numeric rubric by preserving the sequence and texture of the day.
Review Prompt Candidate
A proposed review-logic or prompt adjustment surfaced during meta-analysis for human inspection. It is advisory until explicitly accepted, and it exists to capture recurring grading blind spots in a form that can be reviewed, discussed, and tested.
Categorization

Market Archetypes

TREND
Trend Day
Strong directional bias with increasing intensity throughout the session. In the morning workflow, this is an expected session shape, not a guaranteed realized outcome. It is usually associated with a high Volatility Ratio (>0.6), a significant directional move, broad participation, and lower-timeframe evidence that the tape is accepting away from fair value rather than rotating back and forth.
BREAKOUT
Violent Expansion
A violent expansion of the daily range. Price moves decisively beyond previous day limits, often triggered by surprise news. In practice this is associated with extreme close-versus-range behavior, a large realized move relative to expected range, and strong participation rather than just a small premarket gap.
CHOP
Range-Bound
A quiet or conflicting narrative where the market lacks a clear leader. Price is more likely to mean-revert within range than to sustain directional expansion. A session can still be classified as CHOP even when it has a visible upward or downward bias, if volatility and participation never build enough to confirm a true trend or reversal.
REVERSAL
Mean Reversion
Market exhaustion at major psychological or data-driven levels. Price moves strongly in one direction before "snapping back" sharply as the narrative shifts and materially rejects the earlier move. A mere afternoon fade is not enough; the reversal needs meaningful intensity, participation, and intraday sector rotation to change the character of the session. If the tape only looks reversal-like visually but realized intensity stays muted, the system should keep it in CHOP with directional bias rather than promote it to a true REVERSAL.
Strategic Framework

Strategic Outlook Framework

90-Day Thesis
A high-level structural assessment of the market environment (e.g., Structural Bearishness). It anchors the daily briefings, providing a broader context for short-term news events.
Strategic Alignment
ALIGNED: The daily sentiment matches the 90-day thesis (e.g., Bullish Daily vs Bullish Strategic).
DIVERGING: The daily sentiment contradicts the thesis (e.g., Bearish Daily vs Bullish Strategic), signaling a potential "Counter-Trend Breakout" or a "Deep Dip."
Freshness States
FRESH: Generated within the last 10 days; high relevance.
AGING: 10–17 days old; thesis still active but the next biweekly refresh is due.
STALE: 17–27 days old; thesis still renders, but a fresh strategic update is increasingly preferred.
EXPIRED: 28+ days old; thesis logic is excluded from daily synthesis until a newer strategic view replaces it.
Meta Alignment Summary
A synthesis layer in the outlook workflow that explains how the current strategic thesis, recent review evidence, and regime-health read either reinforce one another or pull in different directions. It helps separate a structurally aligned setup from a tactically noisy one.
Strategic Risks
The explicit list of conditions that could weaken or invalidate the current strategic thesis. These risks focus the outlook on what would change the structural case, not just what would create a noisy single-session deviation.
Structured Invalidation Rules
The subset of strategic conditions the system can check automatically. If one is breached, it can request a strategic refresh.
Informational Watchlist
The broader set of strategic conditions kept for visibility and context. These stay on the page even when they are descriptive, manual-only, or not yet checked automatically.
Tactical Bridge
The transition layer between structural outlook and the next trading session. It translates the longer-horizon thesis into concrete near-term conditions, trigger zones, and evidence to watch so the outlook remains actionable instead of abstract.
Quantification

Intelligence Metrics

RVOL (Relative Volume)
The raw RVOL metric compares current traded volume against the average of the prior 10 full daily sessions. The system also uses a contextual premarket interpretation so extremely early snapshots are not judged against full New York session participation as if they were directly comparable.
Volatility Ratio
The raw Volatility Ratio compares the current realized move against a 10-session average daily range baseline. During premarket phases, the system also uses a contextual interpretation so a small London or early pre-open move is judged against expected premarket behavior rather than against a completed New York cash session.
Intraday Futures Overlay
A compact lower-timeframe layer derived from S&P 500 futures bars. It summarizes session shape through features like opening drive, trend consistency, VWAP behavior, reversal evidence, and chop score. It is used as an overlay for archetype selection, not as a replacement for the broader snapshot.
Evening Intraday Context
The close-side review uses regular-session lower-timeframe features, not just daily bars, to classify the realized session shape. It looks at realized opening drive, VWAP behavior, reversal strength, and chop score to judge whether the day actually behaved like trend, chop, breakout, or reversal. This is distinct from the morning intraday overlay, which is based on premarket futures context rather than the realized cash-session tape.
Intraday Data Quality
A guardrail that tells the system whether lower-timeframe futures evidence is usable, thin, degraded, or unavailable. If the latest bar is stale or bar coverage is too sparse for the current New York session phase, the system lowers confidence and avoids letting weak intraday evidence dominate the morning call.
Conviction Score
A 1-10 confidence scale assigned by the system. It combines narrative strength, price action, breadth, cross-asset agreement, and event risk. As a rough interpretation guide, 0-3 suggests low conviction, 4-6 suggests moderate conviction, and 7-10 suggests high conviction. It is not a literal probability of being correct. High conviction implies not just a strong move, but a move that is also internally confirmed.
Market Internals
A compact internal-strength layer built from sector breadth, average sector movement, dispersion, and participation flags. It helps the system distinguish a broad, confirmed move from a narrow or fragile one. For example, green index futures with weak cyclical sectors can still represent a low-quality or unstable opening tape. The system also treats these readings with caution because premarket quotes are not always perfectly time-synced across futures, ETFs, and other proxies.
Opening Bias
The expected directional pressure into the cash open based on the premarket tape, overnight narrative, and internal confirmation. It focuses on the first meaningful move after the bell rather than the final close.
Session Bias
The broader expected direction and tone for the full regular session after accounting for opening setup, macro schedule, and follow-through risk. It is the directional anchor used for session-resolution grading.
Group Participation
A breadth-style read on how many of the key sector and risk groups are actually supporting the move. The system now tracks per-group breadth counts such as up, down, and flat members so it can distinguish genuinely broad leadership from a misleading average driven by only one or two sectors.
Leadership Profile
The ranked pattern of expected leaders and laggards across sectors, indices, and risk proxies. It helps define whether the setup looks cyclical, defensive, tech-led, broad, or unusually fragmented.
Internal Confirmation
Agreement between direction, breadth, sector participation, and cross-asset behavior. A move with internal confirmation has supporting evidence beneath the headline index print rather than relying on one narrow driver.
Breadth Metrics
The set of internal measurements that judge participation quality, including sector breadth, average sector move, dispersion, and related confirmation flags. These metrics help determine whether a move is broad, narrow, or conflicted.
Breadth Bias
The directional lean implied by the internal participation map. It can reinforce the headline session bias, soften it, or warn that the visible move lacks enough support to trust at face value.
Event-Day Mode
A special morning-analysis posture used when high-impact macro data is scheduled during the session. On these days, the pre-data tape is treated as provisional rather than fully settled, and the briefing is expected to use more conditional scenario language around the release time and its possible surprise outcomes.
ATR Drift
Measures the expansion or contraction of the Average Daily Range (High-Low) relative to a 10-day baseline. A drift of >30% indicates that the market has entered a new volatility regime.
Sector Dispersion
The mathematical spread between the best and worst performing sector ETFs. High Dispersion (>2.0%) suggests sectors are moving independently, making standard broad-market calls more complex.
Open vs Session Gap
A meta-analysis signal that compares average open-direction success with average full-session resolution success. A large positive gap means the system is reading pre-open momentum well but over-projecting that opening tape into the close.
Regime Fit Score
A 1-5 assessment of whether the current Market Regime still explains the session. Very weak readings can accelerate a meta-analysis run via the hysteresis trigger, but they do not automatically rewrite the live system.
Prompt Simulation
An advisory LLM-based check that asks whether a proposed prompt change would likely have improved a prior miss. It is stored as supporting evidence only and does not count as a true historical backtest or auto-promotion rule.
ADR (Average Daily Range)
The average price range (High to Low) over a specified period (usually 10 days). It provides the baseline for expected daily movement. A 10-day ADR of 120 points means the market "normally" moves 120 points in a session.
Premarket Pace
A session-context layer that adjusts how pre-open activity is interpreted across overnight, early premarket, and late pre-open phases. Its purpose is to reduce false low-conviction signals caused purely by the fact that liquidity is naturally thinner before the New York cash open.
Asynchronous Premarket Tape
A practical limitation of the pre-open snapshot: different instruments may update on slightly different clocks. Index futures often move first, while sector ETFs and some cross-asset proxies can lag. The system therefore treats early contradictions as tentative unless they are broad, persistent, or confirmed by multiple instruments.
Liquidity Proxy (BTC-USD)
Bitcoin is tracked as a high-beta risk appetite proxy. Its behavior helps test whether equity strength is being confirmed by broader speculative capital or whether risk is fragmenting beneath the surface.
BTC Confirmation / Divergence
The system checks whether Bitcoin confirms or contradicts the day's equity risk tone. Confirmation strengthens the risk narrative; divergence suggests a thinner or more fragile move even when stocks are green.
Balanced Story Selection
Morning story choice is AI-led but constrained by per-driver candidate buckets. The goal is to preserve real cross-currents across active drivers instead of collapsing to one dominant headline cluster. The system prefers fewer, stronger stories and is allowed to leave weak buckets blank rather than forcing filler coverage.
Session Catalysts
The specific releases, headlines, flows, or price levels most likely to redirect the session. They give the briefing a concrete map of what can accelerate, invalidate, or reframe the current narrative once trading gets underway.
Review Timestamps
The review page tracks two separate clocks: when the grading output was generated, and when the closing market data used for that grading was pulled. This avoids conflating report time with data freshness.
Story Coverage Audit
A stored informational review note that measures whether the displayed morning stories captured the session's most important drivers and contradictions. It is visible in review/archive history but does not change the weighted score.
Evidence Summary
A compact explanation of the most important evidence supporting the current call. It gathers the strongest confirming and conflicting inputs into one readable synthesis so the reasoning behind the bias is easy to audit later.
Logistics

System Operations & Behaviors

Divergence Alert
Triggered when inter-market correlations break down (e.g., Gold crashing while Bond Yields spike, or Nasdaq rallying while BTC lags). This signifies "Inter-market Decoupling" and often precedes a higher-volatility session as different asset classes re-price at different speeds.
Safe-haven Decoupling
A tactical state where traditional hedges (Gold/Bonds) fail to act as a defensive buffer, forcing a chaotic reorganization of defensive assets. BTC’s relative performance provides the primary directional bias in these states.
Holiday Protocol
The system detects full US market holidays and shortened sessions using an ET-aware market calendar. During closures, it avoids producing stale live-session assumptions and keeps the dashboard oriented around the next valid session.
Update Cadence
Morning and review workflows run on scheduled automation, but the system is also built to support manual reruns. Execution uses broad DST-safe polling plus ET-aware gate windows, so actual run time can vary within the approved window instead of landing on one exact minute. In practice, the morning briefing usually appears in two pre-open passes, with the later pass typically landing about 5 to 60 minutes before the open, while the review usually appears within about 120 minutes after the close. The strategic outlook refreshes on a biweekly cadence (every other Sunday), keeping the thesis within the fresh or aging window under normal operation.
Model Hierarchy & Thinking
Core text workflows use a three-model routing stack: Gemini 3 Flash Preview first, Gemini 2.5 Flash second, and Gemini 3.1 Flash Lite Preview as the high-volume fallback. This ordering keeps the strongest synthesis model in the lead while preserving a stable reasoning standby and a generous-capacity backup path.

Thinking levels are tuned by workflow rather than applied globally. Narrative, Meta, and Strategic workflows default to HIGH; Grading defaults to MEDIUM; Search defaults to LOW; and Simulation defaults to MEDIUM. Some model families express this as an explicit thinking level, while others fall back to their native automatic reasoning behavior.
Market Open Lock
A logical guard prevents the system from treating an already-open session as a fresh premarket prediction window. This preserves the historical integrity of the morning call and reduces accidental retrospective regeneration.
Review Fallback
If a manual review run happens before the current session has actually closed, the review builder can fall back to the most recent completed market session for verification instead of grading incomplete data.
System Health Assessment
The bi-weekly review that labels the regime as VALID, DRIFT, or CHANGE. It can suggest prompt or config changes for human review, but it does not change the live system by itself.
Proposal Acceptance State
The reviewed status of a suggested change. It records whether an idea is pending, accepted, rejected, or still held back from use.
Methodology

Core Systematic Concepts

Market Regimes
The overarching thematic state of the market (e.g., Fed Centric, AI Euphoria, Reflation). Regimes determine the "weight" given to specific news drivers.
Hysteresis Handoff
The logic bridge between daily execution and bi-weekly meta-analysis. Very weak regime-fit readings can force an earlier system audit, but they do not automatically rewrite prompts or configs. Human review still controls any accepted changes.
Data Dimensions
The system monitors primary indices (S&P 500, Nasdaq, Dow), sector ETFs, and a broader cross-asset risk map that includes Oil, Gold, Treasury Yields, USD, and Bitcoin. It also uses market internals, premarket breadth/dispersion signals, scheduled macro events, and lower-timeframe overlays to judge whether the tape is broad, fragile, event-driven, or internally contradictory.
Thesis Confidence
The confidence attached to the current strategic outlook after weighing structural evidence, recent review performance, and regime stability. It expresses how strongly the system trusts the thesis itself, which is a different question from how forcefully it leans on a single session call.
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