MC ACCURACY — SELF-IMPROVING OPTIMIZER
LATEST MAE
—
avg position error (lower=better)
WINNER HIT
—
last archive replay
ARCHIVE
—
races in validation set
LAST RUN
—
optimizer decision
CURRENT TUNABLES (self-tuned, backtest-validated)
| PARAM | VALUE | SCOPE |
|---|---|---|
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ACCURACY TREND (each row = an optimizer decision)
| WHEN | DECISION | MAE | RACES |
|---|---|---|---|
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MODEL BIASES — measured from scored 2026 races (signed position error; negative = predicted too optimistic)
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| WHO | BIAS | READ | N |
|---|---|---|---|
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SYSTEM OVERVIEW
TIMESCALEDB
—
checking...
MONGODB
—
checking...
GEMINI LLM
—
checking...
OPENF1 API
—
checking...
SESSIONS (2026)
—
CACHED REPLAYS
—
in MongoDB
NEWS ARTICLES
—
raw articles
CIRCUITS
—
in database
QUICK ACTIONS
SERVICES
| SERVICE | STATUS | DETAIL |
|---|---|---|
| Loading... | ||
SESSION MANAGEMENT
2026
2025
SESSION STATUS
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| RND | CIRCUIT | SESSION | DATE | KEY | STATUS | CACHED | ACTION |
|---|---|---|---|---|---|---|---|
| Loading... | |||||||
OPENF1 SYNC
SESSION KEY SYNC
Fetches session_key values from OpenF1 for all past sessions, marks completed sessions, and triggers a MongoDB cache sweep for any newly completed sessions.
Sync output will appear here...
MANUAL SESSION CACHE
Force-download raw data for a specific session key into MongoDB. Use after syncing if a session shows has_key=true but cached=false.
MONGODB CACHE STATUS
CACHED SESSIONS
| RND | CIRCUIT | SESSION | KEY | STATUS | CACHED | |
|---|---|---|---|---|---|---|
| Click REFRESH to load | ||||||
INVITE A VIEWER
Viewers see exactly what you see (predictions, live, history) but cannot run sims or
change anything — they get the full read-only view. Share the username + password you set here.
CURRENT USERS
| USER | ROLE | ACTIVE | ||
|---|---|---|---|---|
| Click REFRESH to load | ||||
NEWS FEED
ARTICLE ACTIONS
LATEST ARTICLES (0)
- Click REFRESH LIST to load
INTELLIGENCE PIPELINE
STEP 1 — FETCH NEWS
Pull articles from formula1.com, autosport, motorsport.com
STEP 2 — PARSE WITH LLM
Output will appear here...
STEP 3 — GENERATE MODIFIERS
Output will appear here...
PARSED INTELLIGENCE (0)
| TIME | RACE | CATEGORY | TEAM | DRIVER | DELTA MS | CONF |
|---|---|---|---|---|---|---|
| Run pipeline to see intelligence | ||||||
CAR BASELINES
2026
2025
TEAM PERFORMANCE COEFFICIENTS
Values relative to 1.0 baseline. Higher = better (except drag, tire_deg).
| TEAM | POWER KW | DOWNFORCE | DRAG | TIRE DEG | ERS EFF | STRAIGHT | CORNER | MECH GRIP |
|---|---|---|---|---|---|---|---|---|
| Click REFRESH to load | ||||||||
WIND TUNNEL — KALMAN AERO STATE
LIVE AERO CHARACTERIZATION PER TEAM
Learned from sector times + weather/wind/density/tire/fuel corrections.
Updated every 30min by WindTunnelAgent.
| TEAM | DRAG Cd | DOWNFORCE CL | FLOOR EFF | X-MODE EFF | DIRTY AIR SENS | STRAIGHT IDX | CORNER IDX | UPDATED |
|---|---|---|---|---|---|---|---|---|
| Click REFRESH to load | ||||||||
INTERPRETATION
Drag Cd — lower = faster straights. Team's aero package development.
Downforce CL — higher = faster corners. Balances against drag.
Floor Eff — 2026 ground-effect floor performance. Benefits aero-weighted circuits (Barcelona, Zandvoort).
X-Mode Eff — active aero drag-reduction effectiveness. 1.0 is reference, >1.0 means better straight-line benefit when activated. Gated by battery SOC at runtime.
Dirty Air Sens — pace loss coefficient when following another car. High-downforce cars typically >0.6; low-drag cars <0.4.
Downforce CL — higher = faster corners. Balances against drag.
Floor Eff — 2026 ground-effect floor performance. Benefits aero-weighted circuits (Barcelona, Zandvoort).
X-Mode Eff — active aero drag-reduction effectiveness. 1.0 is reference, >1.0 means better straight-line benefit when activated. Gated by battery SOC at runtime.
Dirty Air Sens — pace loss coefficient when following another car. High-downforce cars typically >0.6; low-drag cars <0.4.
WEEKEND CALIBRATION
STORED CALIBRATIONS
| WEEKEND KEY | SESSIONS DONE | UNCERTAINTY MS | UPDATED | ACTION |
|---|---|---|---|---|
| Click REFRESH to load | ||||
AGENT ARCHITECTURE — 226 TOTAL (219 LIVE + 7 ON-DEMAND)
THINKING FEED — WHAT THE AGENTS ARE WORKING ON
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ORCHESTRATION FLOW
DATA FLOW
CAR AGENTS (154) — 22 drivers × 7 per car
TEAM AGENTS (55) — 11 teams × 5 per team
FIA OFFICIALS (7)
ENVIRONMENT (3) + PRE-RACE (3) + VISION (3) + ANALYSIS (1)
AGENT NETWORK — LIVE TOPOLOGY
TOTAL AGENTS
—
—
GLOBAL
—
FIA + env
TEAM AGENTS
—
per-team
CAR AGENTS
—
per-driver
ACTIVE THIS LAP
—
no sim running
GLOBAL AGENTS
TEAMS
CARS (PER DRIVER)