LLM Swarm Terminals

// Agent Timeline

When each agent fires.

The Swarm operates on a 6-hour intelligence cycle. Four times per day, the full chain executes in sequence. Specialist agents run on their own schedules.

6-Hour Intelligence Cycle

05:50 BST

Shadow Matrix

Missed alpha scanner. Analyses every signal the system rejected in the past 24 hours, calculates how much profit was left on the table, and feeds the forensics directly to the Swarm for filter correction.

Repeats 11:50 . 17:50 . 23:50

06:00 BST

Sentinel Broadcaster

Full 9-point clinical intelligence broadcast via Claude Sonnet. Reads 97 indicators across 88 symbols, dissects every trade from the past 6 hours, analyses crime scenes with full physics snapshots, and produces a comprehensive market observation. 4 broadcasts per day build the intelligence chain the Swarm reads before evolving.

Repeats 12:00 . 18:00 . 00:00

06:05 BST

Watchdog

Account health guardian. Tracks equity drawdown from peak, monitors 20-trade rolling win rate. Push alerts at 10% drawdown. Emergency swarm injection triggered at 15% to force immediate DNA evolution.

Repeats 12:05 . 18:05 . 00:05

06:10 BST

Performance Snapshot

Captures full system state. Win rates, PnL percentages, equity curve data points, open positions with unrealised returns, and engine breakdown across all 4 trading engines.

Repeats 12:10 . 18:10 . 00:10

Strategic Agents

Every 48h, 2h prior

Weekly Digest

Compresses the prior days of sentinel broadcasts, trade data, and swarm evolution into a single strategic summary. Identifies recurring failure patterns, regime cycles, and evolution priorities. Runs 2 hours before each swarm cycle so the full intelligence is fresh and ready.

Every 48h

Organism Swarm

50 generation evolution cycle across 11 structural paradigms rotating A through K. Gemini 3 Flash with Sonnet 4.6 callback ingests sentinel broadcasts, the weekly digest, the shadow matrix of missed trades, and the full indicator physics from losing and winning trades. Each generation is assigned one paradigm sequentially (gen modulo 11): Wyckoff Spring, Harmonic XABCD, Order Block Reclaim, FVG Consequent Encroachment, Renko Streak Reversal, Volume Profile POC/VAH/VAL, PCA Anomaly Break, Fibonacci OTE, Asian Range Sweep, Breaker Block Flip, and Effort-vs-Result Absorption. The LLM may also invent up to five novel composite features per candidate; if the champion crowns, those features are AST-extracted, validated, and added to the permanent knowledge base. Every generation is backtested against 6 days of real data across 88 symbols with realistic fees. Champion Validator gates each candidate on contract correctness, cache idempotency, and the 1.2 ATR stop floor. Scored by V8 Calmar (risk-adjusted return), V7 Sortino audit logged in parallel. Only a config that strictly beats the live system on the same window takes the throne. If nothing beats it, the system holds. The decision not to evolve is itself intelligence.

// LLM Intelligence

50 generation evolution. 11 paradigms. Natural selection.

Every cycle runs 50 generations through eleven structural paradigms rotating sequentially, powered by Gemini 3 Flash with a Claude Sonnet 4.6 callback. It ingests sentinel broadcasts, the strategic digest, a shadow matrix of missed trades, and the full indicator physics from every recent win and loss. Armed with a 150+ indicator universe, a comprehensive market-structure library (swing detection, BOS/CHoCH, Wyckoff spring/upthrust, order blocks, FVG consequent encroachment, volume profile POC/VAH/VAL, Renko streak, PCA anomaly, Fibonacci OTE, harmonic XABCD, effort-vs-result absorption), and persistent evolution memory from all prior cycles. Candidates may invent novel composite features. Then it evolves.

A WYCKOFF SPRING

Price breaks below a multi-bar accumulation range on low volume then closes back inside. Long at the reclaim. Short prohibited in bull macro. Library: detect_spring().

B HARMONIC XABCD

Five-point XABCD pattern (Gartley, Bat, Butterfly, Crab, Cypher). Limit entry at the D-point PRZ on reclaim. Library: harmonic_xabcd().

C ORDER BLOCK RECLAIM

Last opposing candle before a confirmed break of structure. Enter on retest of the OB zone with quality > 0.6. Premium/discount zone filter. Library: detect_order_blocks().

D FVG RETEST (CE)

Fair Value Gap with gap/ATR > 0.4. Enter on retest of the 50 percent midpoint (consequent encroachment). Library: detect_fvg().

E RENKO STREAK

ATR-adaptive Renko bricks. After 5+ same-direction bricks, the first opposing brick at a structural level is a reversal strike. Library: renko_bricks().

F VOLUME PROFILE

7-day volume profile with POC, VAH, VAL. Enter on POC magnet reversion, VAH/VAL rejection, or naked-POC revisit. Library: volume_profile().

G PCA ANOMALY

OHLCV features through PCA. When anomaly score exceeds mean + 2σ, a structural break is in progress. Direction from the return-feature sign. Library: pca_anomaly().

H FIBONACCI OTE

Optimal Trade Entry zone (61.8-78.6 percent retrace) of the dominant swing, gated by PDH/PDL/PWH/PWL or unmitigated order block. Library: fibonacci_levels().

I ASIAN RANGE SWEEP

If London session sweeps the Asian low first, bullish bias for the day. Inverse for Asian-high sweep. Strike on reclaim of the swept extreme. Library: asian_range().

J BREAKER BLOCK FLIP

When price closes through an active order block, the zone flips polarity. Enter on retest of the flipped breaker. Strongest when the original OB swing swept liquidity. Library: detect_breaker_blocks().

K EFFORT vs RESULT

Ratio << 1 = high volume with minimal price progress = absorption at a structural level. Enter the reversal confirmation bar against the trapped flow. Library: effort_vs_result().

THE EVALUATOR

Every single generation is backtested against 6 days of real market data across 88 perpetual futures symbols with realistic taker fees (0.06%) and slippage (0.02% per side). Honest Physics enforced: 1-minute signal lookups must use a mandatory 60 second delay so lookahead bias cannot fake a score. Hard 1.2 ATR stop floor. 50 trade activity minimum. The Champion Validator gates every candidate on contract correctness, cache idempotency, and DNA shape before the score is even allowed to count. Operator-set safety rails. Non-negotiable.

STRICT BEAT OR HOLD

A new candidate must strictly beat the reigning champion on the same fresh 6-day window or the throne stays. Saved to the Hall of Fame either way (champion or runner-up), so even non-promoted strategies remain available for analysis. If nothing beats the live config, the system holds. No change for the sake of change. The swarm evolves only when evolution produces something genuinely superior.

When each agent fires.

50 generation evolution. 11 paradigms. Natural selection.

Direct feed from every agent.