# Design-Implementation Gap Analysis Report > **Summary**: Comprehensive comparison of polymarket-arb-bot-prompt.md specification against actual implementation > > **Author**: gap-detector > **Created**: 2026-03-18 > **Last Modified**: 2026-03-18 > **Status**: Review --- ## Analysis Overview - **Analysis Target**: Polymarket Temporal Arbitrage Bot - **Design Document**: `D:\PRJ\poly_company\dtr2_poly\polymarket-arb-bot-prompt.md` - **Implementation Path**: `D:\PRJ\poly_company\dtr2_poly\polymarket-arb-bot\` - **Analysis Date**: 2026-03-18 --- ## Overall Scores | Category | Score | Status | |----------|:-----:|:------:| | Directory Structure | 90% | PARTIAL | | Dependencies | 100% | IMPLEMENTED | | API Integrations | 88% | PARTIAL | | Core Strategy Logic | 95% | IMPLEMENTED | | Risk Management | 100% | IMPLEMENTED | | Implementation Phases | 82% | PARTIAL | | Execution Commands | 67% | PARTIAL | | Speed Requirements | 70% | PARTIAL | | Asset-Specific Handling | 100% | IMPLEMENTED | | **Overall** | **87%** | PARTIAL | --- ## 1. Directory Structure (Spec lines 75-123) ### Status: PARTIAL (90%) | Specified File/Directory | Status | Notes | |--------------------------|:------:|-------| | `.env` | IMPLEMENTED | `.env.example` exists (actual `.env` gitignored, correct) | | `config.toml` | IMPLEMENTED | All sections present, values match spec | | `requirements.txt` | IMPLEMENTED | All 14 dependencies present | | `src/__init__.py` | IMPLEMENTED | Exists (empty) | | `src/main.py` | IMPLEMENTED | Full ArbBot class with event loop | | `src/config.py` | IMPLEMENTED | Nested dataclasses, TOML loader, env overlay | | `src/feeds/__init__.py` | IMPLEMENTED | Exports BinanceFeed, PolymarketFeed | | `src/feeds/binance_ws.py` | IMPLEMENTED | Full async WebSocket with reconnect | | `src/feeds/coinbase_ws.py` | MISSING | Coinbase cross-validation feed not implemented | | `src/feeds/polymarket_ws.py` | IMPLEMENTED | Full orderbook WebSocket with auto-reconnect | | `src/strategy/__init__.py` | IMPLEMENTED | Exports all strategy classes | | `src/strategy/temporal_arb.py` | IMPLEMENTED | Full strategy with probability model | | `src/strategy/sum_to_one.py` | IMPLEMENTED | Full sum-to-one with signal generation | | `src/strategy/spread_capture.py` | IMPLEMENTED | Full spread capture (disabled by default) | | `src/strategy/signal.py` | IMPLEMENTED | SignalAggregator coordinating all strategies | | `src/execution/__init__.py` | IMPLEMENTED | Exists | | `src/execution/clob_client.py` | IMPLEMENTED | EIP-712 auth, order ops, async wrapper | | `src/execution/order_manager.py` | IMPLEMENTED | Full lifecycle, expiry cancellation | | `src/execution/position_tracker.py` | IMPLEMENTED | Mark-to-market, PnL tracking | | `src/market/__init__.py` | IMPLEMENTED | Exports MarketDiscovery, WindowTracker | | `src/market/discovery.py` | IMPLEMENTED | Gamma API with filtering | | `src/market/window_tracker.py` | IMPLEMENTED | Clock-aligned windows for 3 assets x 2 TFs | | `src/market/oracle.py` | IMPLEMENTED | Chainlink ABI, latency monitoring | | `src/risk/__init__.py` | IMPLEMENTED | Exists | | `src/risk/position_sizer.py` | IMPLEMENTED | Kelly Criterion with 4 safety caps | | `src/risk/risk_manager.py` | IMPLEMENTED | Daily loss, exposure, position count checks | | `src/risk/fee_calculator.py` | IMPLEMENTED | 5M vs 15M fees, breakeven calc, EV calc | | `src/data/__init__.py` | IMPLEMENTED | Exports TradeDB | | `src/data/models.py` | IMPLEMENTED | All models: Market, Position, Trade, etc. | | `src/data/db.py` | IMPLEMENTED | SQLite with trades, windows, daily_summary, balance | | `src/utils/__init__.py` | IMPLEMENTED | Exists | | `src/utils/logger.py` | IMPLEMENTED | structlog with console/JSON renderers | | `src/utils/telegram.py` | IMPLEMENTED | Trade, fill, daily, error, halt notifications | | `src/utils/metrics.py` | IMPLEMENTED | Rolling windows, asset breakdown, hourly stats | | `paper_trade.py` | IMPLEMENTED | Full paper bot with virtual execution engine | | `backtest.py` | IMPLEMENTED | Synthetic + historical modes (not in spec but bonus) | | `dashboard/app.py` | MISSING | Streamlit dashboard not implemented | --- ## 2. Dependencies (Spec lines 126-143) ### Status: IMPLEMENTED (100%) | Dependency | Spec Version | Impl Version | Status | |------------|:------------:|:------------:|:------:| | py-clob-client | >=0.18.0 | >=0.18.0 | IMPLEMENTED | | web3 | >=6.0 | >=6.0 | IMPLEMENTED | | websockets | >=12.0 | >=12.0 | IMPLEMENTED | | aiohttp | >=3.9 | >=3.9 | IMPLEMENTED | | python-dotenv | >=1.0 | >=1.0 | IMPLEMENTED | | toml | >=0.10 | >=0.10 | IMPLEMENTED | | eth-account | >=0.11 | >=0.11 | IMPLEMENTED | | structlog | >=24.0 | >=24.0 | IMPLEMENTED | | sqlite-utils | >=3.36 | >=3.36 | IMPLEMENTED | | ccxt | >=4.2 | >=4.2 | IMPLEMENTED | | numpy | >=1.26 | >=1.26 | IMPLEMENTED | | pandas | >=2.2 | >=2.2 | IMPLEMENTED | | streamlit | >=1.32 | >=1.32 | IMPLEMENTED | | python-telegram-bot | >=21.0 | >=21.0 | IMPLEMENTED | Note: `streamlit` is listed in requirements.txt but `dashboard/app.py` is not implemented. `python-telegram-bot` is in requirements.txt but the actual Telegram implementation uses `aiohttp` directly instead. --- ## 3. API Integrations (Spec lines 147-240) ### Status: PARTIAL (88%) #### 3.1 Polymarket Gamma API Market Discovery | Requirement | Status | Location | |-------------|:------:|----------| | GET /events endpoint | IMPLEMENTED | `src/market/discovery.py:16` | | Query params: tag=crypto, active=true, closed=false, limit=100 | IMPLEMENTED | `src/market/discovery.py:17-22` | | Filter: "Up or Down" in title | IMPLEMENTED | `src/market/discovery.py:179` (regex) | | Filter: "5 Min" or "15 Min" | IMPLEMENTED | `src/market/discovery.py:30-37` | | Filter: BTC / ETH / SOL | IMPLEMENTED | `src/market/discovery.py:24-28` | | Filter: enableOrderBook == true | IMPLEMENTED | `src/market/discovery.py:201` | | Filter: active == true | IMPLEMENTED | `src/market/discovery.py:199` | | Continuous discovery loop | IMPLEMENTED | `src/market/discovery.py:235` | | Rate limit handling (429) | IMPLEMENTED | `src/market/discovery.py:143-147` | #### 3.2 CLOB API Authentication (EIP-712) | Requirement | Status | Location | |-------------|:------:|----------| | py-clob-client ClobClient usage | IMPLEMENTED | `src/execution/clob_client.py:53-61` | | host, key, chain_id, signature_type, funder params | IMPLEMENTED | `src/execution/clob_client.py:56-61` | | API key creation (create_api_key) | IMPLEMENTED | `src/execution/clob_client.py:68` | | Order placement (OrderArgs, GTC) | IMPLEMENTED | `src/execution/clob_client.py:122-132` | | Market order (FOK) | IMPLEMENTED | `src/execution/clob_client.py:155-167` | | Async wrapper (thread executor) | IMPLEMENTED | `src/execution/clob_client.py:43-46` | #### 3.3 Binance WebSocket | Requirement | Status | Location | |-------------|:------:|----------| | Combined stream URL format | IMPLEMENTED | `src/feeds/binance_ws.py:31-34` | | btcusdt@trade, ethusdt@trade, solusdt@trade | IMPLEMENTED | `src/feeds/binance_ws.py:21-25` | | Parse stream name -> symbol mapping | IMPLEMENTED | `src/feeds/binance_ws.py:206-209` | | Extract price (data['p']), volume (data['q']) | IMPLEMENTED | `src/feeds/binance_ws.py:212-213` | | Auto-reconnect with exponential backoff | IMPLEMENTED | `src/feeds/binance_ws.py:96-131` | #### 3.4 Polymarket WebSocket (Orderbook) | Requirement | Status | Location | |-------------|:------:|----------| | Subscribe message format | IMPLEMENTED | `src/feeds/polymarket_ws.py:211-217` | | Channel: "book" (spec says "market") | CHANGED | Spec: `"channel": "market"`, Impl: `"channel": "book"` | | assets_ids field (spec: assets_id singular) | CHANGED | Spec: `"assets_id"`, Impl: `"assets_ids"` (array) | | Parse bid/ask updates | IMPLEMENTED | `src/feeds/polymarket_ws.py:250-269` | | Maintain OrderBookSnapshot | IMPLEMENTED | `src/feeds/polymarket_ws.py:271-278` | | Auto-reconnect | IMPLEMENTED | `src/feeds/polymarket_ws.py:108-143` | #### 3.5 Coinbase WebSocket (Cross-validation) | Requirement | Status | Notes | |-------------|:------:|-------| | coinbase_ws.py module | MISSING | File does not exist | | Cross-validation feed | MISSING | No Coinbase integration at all | **Note**: The spec marks this as "auxiliary feed for cross-validation". The `.env.example` includes `COINBASE_WS_URL` but no implementation exists. --- ## 4. Core Strategy Logic (Spec lines 244-333) ### Status: IMPLEMENTED (95%) #### 4.1 TemporalArbStrategy Class | Spec Requirement | Status | Implementation Detail | |-----------------|:------:|----------------------| | `__init__` with config params | IMPLEMENTED | Takes `TemporalArbConfig`, `RiskConfig`, `FeesConfig` | | `min_price_move_pct = 0.15` | CHANGED | Config default 0.15, but `config.toml` has 0.03 | | `max_poly_price = 0.65` | IMPLEMENTED | `max_poly_entry_price = 0.65` | | `min_edge = 0.20` | CHANGED | Config default 0.20, but `config.toml` has 0.05 | | `exit_before_resolution_sec = 5` | IMPLEMENTED | Matches spec | | `max_position_per_market = 5000` | IMPLEMENTED | In RiskConfig | | `taker_fee_rate = 0.0156` | IMPLEMENTED | FeesConfig with timeframe-aware fee | #### 4.2 Evaluate Function - 10 Steps | Step | Spec Description | Status | Notes | |:----:|-----------------|:------:|-------| | 1 | Price direction calculation | IMPLEMENTED | `(cex_price - window_start_price) / window_start_price * 100` | | 2 | Direction magnitude check (`abs < min_price_move_pct`) | IMPLEMENTED | `temporal_arb.py:85-86` | | 3 | Direction determination (UP/DOWN) | IMPLEMENTED | `temporal_arb.py:89` | | 4 | Probability estimation | IMPLEMENTED | Enhanced: multi-factor model (base + time decay + volatility) | | 5 | Polymarket price selection | IMPLEMENTED | `temporal_arb.py:98-99` | | 6 | Edge calculation (prob - price - fee) | IMPLEMENTED | `temporal_arb.py:112-113` | | 7 | Edge threshold check | IMPLEMENTED | `temporal_arb.py:115-116` | | 8 | Entry price ceiling check | IMPLEMENTED | `temporal_arb.py:102-103` | | 9 | Time-to-resolution check | IMPLEMENTED | `temporal_arb.py:93-95` | | 10 | Position sizing | IMPLEMENTED | `temporal_arb.py:120-125` | #### 4.3 Kelly Criterion Position Sizing | Requirement | Status | Notes | |-------------|:------:|-------| | Formula: f* = (bp - q) / b | IMPLEMENTED | `temporal_arb.py:233` | | b = (1/price - 1) | IMPLEMENTED | `temporal_arb.py:226` | | p = estimated_prob | IMPLEMENTED | `temporal_arb.py:227` | | Max 25% Kelly cap | IMPLEMENTED | `temporal_arb.py:234` via `kelly_fraction_cap` | | Dollar size = balance * kelly_fraction | IMPLEMENTED | `temporal_arb.py:236` | | max_position_per_market cap | IMPLEMENTED | `temporal_arb.py:236` | | Return shares = dollar_size / price | IMPLEMENTED | `temporal_arb.py:237` | #### 4.4 Signal Generation | Requirement | Status | Notes | |-------------|:------:|-------| | Signal dataclass with all fields | IMPLEMENTED | `models.py:72-81` | | Signal aggregation across strategies | IMPLEMENTED | `signal.py` SignalAggregator | | Signal deduplication / cooldown | IMPLEMENTED | 30-second cooldown per direction/asset/timeframe | --- ## 5. Risk Management (Spec lines 337-394) ### Status: IMPLEMENTED (100%) #### 5.1 Config Parameters (config.toml) | Parameter | Spec Value | Impl Value | Status | |-----------|:----------:|:----------:|:------:| | `mode` | "paper" | "paper" | IMPLEMENTED | | `assets` | ["BTC","ETH","SOL"] | ["BTC","ETH","SOL"] | IMPLEMENTED | | `timeframes` | ["5M","15M"] | ["5M","15M"] | IMPLEMENTED | | `log_level` | "INFO" | "INFO" | IMPLEMENTED | | `temporal_arb.enabled` | true | true | IMPLEMENTED | | `temporal_arb.min_price_move_pct` | 0.15 | 0.03 | CHANGED | | `temporal_arb.max_poly_entry_price` | 0.65 | 0.65 | IMPLEMENTED | | `temporal_arb.min_edge` | 0.20 | 0.05 | CHANGED | | `temporal_arb.exit_before_resolution_sec` | 5 | 5 | IMPLEMENTED | | `sum_to_one.enabled` | true | true | IMPLEMENTED | | `sum_to_one.min_spread_after_fee` | 0.02 | 0.02 | IMPLEMENTED | | `spread_capture.enabled` | false | false | IMPLEMENTED | | `spread_capture.spread_target` | 0.04 | 0.04 | IMPLEMENTED | | `risk.max_position_per_market_usd` | 5000 | 5000 | IMPLEMENTED | | `risk.max_total_exposure_usd` | 20000 | 20000 | IMPLEMENTED | | `risk.max_daily_loss_usd` | 2000 | 2000 | IMPLEMENTED | | `risk.kelly_fraction_cap` | 0.25 | 0.25 | IMPLEMENTED | | `risk.max_concurrent_positions` | 6 | 6 | IMPLEMENTED | | `fees.taker_fee_5m` | 0.0156 | 0.0156 | IMPLEMENTED | | `fees.taker_fee_15m` | 0.03 | 0.03 | IMPLEMENTED | | `exchange.binance.ws_url` | spec URL | matches | IMPLEMENTED | | `exchange.binance.symbols` | 3 pairs | matches | IMPLEMENTED | | `exchange.polymarket.*` | all URLs | matches | IMPLEMENTED | | `notifications.*` | all fields | matches | IMPLEMENTED | **Note on CHANGED values**: `min_price_move_pct` (0.15->0.03) and `min_edge` (0.20->0.05) were intentionally lowered in config.toml (comments explain: "lower for evaluation"). The default dataclass values still match the spec. This appears to be parameter tuning, not a design deviation. #### 5.2 Risk Manager Features | Feature | Status | Location | |---------|:------:|----------| | Maximum exposure check | IMPLEMENTED | `risk_manager.py:110-117` | | Daily loss limit with auto-halt | IMPLEMENTED | `risk_manager.py:93-108` | | Position count limit | IMPLEMENTED | `risk_manager.py:119-125` | | Trading halt/resume | IMPLEMENTED | `risk_manager.py:131-141` | | Risk summary for dashboard | IMPLEMENTED | `risk_manager.py:147-161` | #### 5.3 Fee Calculator | Feature | Status | Notes | |---------|:------:|-------| | 5M taker fee (1.56%) | IMPLEMENTED | `fee_calculator.py:39` | | 15M taker fee (3%) | IMPLEMENTED | `fee_calculator.py:39` | | Fee applied to profit, not cost | IMPLEMENTED | `fee_calculator.py:40-43` | | Breakeven probability calc | IMPLEMENTED | `fee_calculator.py:45-57` | | Expected value calculation | IMPLEMENTED | `fee_calculator.py:80-90` | --- ## 6. Implementation Phases (Spec lines 398-430) ### Status: PARTIAL (82%) #### Phase 1: Infrastructure & Data Pipeline | Item | Status | Notes | |------|:------:|-------| | Project scaffolding | IMPLEMENTED | All directories, deps, config | | Binance WebSocket BTC/ETH/SOL | IMPLEMENTED | Full async with reconnect | | Polymarket Gamma API discovery | IMPLEMENTED | With filtering and continuous loop | | Window tracker (start price / end time) | IMPLEMENTED | Clock-aligned for 3x2 windows | | Logging & SQLite trade log | IMPLEMENTED | structlog + SQLite with 4 tables | #### Phase 2: Strategy Engine | Item | Status | Notes | |------|:------:|-------| | Temporal arb signal generator | IMPLEMENTED | Enhanced probability model | | Sum-to-one arb monitor | IMPLEMENTED | Full with signal generation | | Probability estimation model | IMPLEMENTED | 3-factor model (base + time + volatility) | | Kelly Criterion sizing | IMPLEMENTED | With 4 safety caps in PositionSizer | #### Phase 3: Execution Engine | Item | Status | Notes | |------|:------:|-------| | CLOB auth (EIP-712 + API Key) | IMPLEMENTED | py-clob-client wrapper | | Order manager (create/modify/cancel) | IMPLEMENTED | Full lifecycle management | | Position tracker (real-time PnL) | IMPLEMENTED | Mark-to-market updates | | Fee calculator (5M vs 15M) | IMPLEMENTED | With breakeven and EV calcs | #### Phase 4: Risk & Monitoring | Item | Status | Notes | |------|:------:|-------| | Risk manager (daily loss, max exposure) | IMPLEMENTED | Auto-halt on breach | | Telegram notification bot | IMPLEMENTED | Trade, fill, daily, error, halt alerts | | Streamlit real-time dashboard | MISSING | `dashboard/app.py` does not exist | | Paper trading mode | IMPLEMENTED | Full virtual execution engine | #### Phase 5: Optimization & Live | Item | Status | Notes | |------|:------:|-------| | Paper trading validation | IMPLEMENTED | `paper_trade.py` with simulated orderbooks | | Small-amount live trading | IMPLEMENTED | `src/main.py` with live mode support | | Parameter tuning | PARTIAL | Config supports it, no auto-tuning | | Performance analysis | IMPLEMENTED | `backtest.py` (bonus: not in original spec) | --- ## 7. Execution Commands (Spec lines 482-496) ### Status: PARTIAL (67%) | Command | Status | Notes | |---------|:------:|-------| | `python paper_trade.py` | IMPLEMENTED | Full paper trading bot at project root | | `python src/main.py` | IMPLEMENTED | Full live/paper ArbBot with all components | | `streamlit run dashboard/app.py` | MISSING | Dashboard directory does not exist | --- ## 8. Speed Requirements (Spec lines 463-467) ### Status: PARTIAL (70%) | Requirement | Status | Implementation | |-------------|:------:|----------------| | Opportunity window: 2-5 seconds | IMPLEMENTED | Strategy evaluates on every tick | | Order detect -> fill < 500ms | PARTIAL | Async architecture supports it; actual latency depends on network | | Binance tick -> signal: < 50ms | PARTIAL | Callback-based, should be <50ms; no explicit measurement | | Signal -> CLOB order: < 200ms | PARTIAL | Uses thread executor for sync SDK; no latency metrics | | Server near Polygon RPC | N/A | Deployment concern, not code | **Notes**: - `src/utils/logger.py` provides `log_timing` context manager for measurement, but it is not used in the hot path (strategy eval -> order submission). - No explicit latency benchmarking or monitoring exists in the strategy pipeline. - The `signal.py` aggregator has rate limiting at 0.5s intervals per market, which could theoretically delay signals. --- ## 9. Asset-Specific Handling (BTC, ETH, SOL Simultaneous) ### Status: IMPLEMENTED (100%) | Requirement | Status | Notes | |-------------|:------:|-------| | BTC support | IMPLEMENTED | Asset.BTC enum, Binance stream, Gamma filter | | ETH support | IMPLEMENTED | Asset.ETH enum, Binance stream, Gamma filter | | SOL support | IMPLEMENTED | Asset.SOL enum, Binance stream, Gamma filter | | Simultaneous operation | IMPLEMENTED | WindowTracker manages 6 windows (3 assets x 2 TFs) | | Per-asset price tracking | IMPLEMENTED | BinanceFeed._latest_prices keyed by symbol | | Oracle monitoring per asset | IMPLEMENTED | OracleMonitor.FEEDS has all 3 Chainlink addresses | --- ## Differences Found ### MISSING Features (Design O, Implementation X) | Item | Spec Location | Description | Impact | |------|---------------|-------------|--------| | `src/feeds/coinbase_ws.py` | Spec line 87 | Coinbase WebSocket for cross-validation | Low | | `dashboard/app.py` | Spec line 122 | Streamlit real-time dashboard | Medium | | Explicit latency measurement | Spec lines 463-467 | No tick-to-order latency tracking in hot path | Medium | ### ADDED Features (Design X, Implementation O) | Item | Implementation Location | Description | |------|------------------------|-------------| | `backtest.py` | Project root | Synthetic + historical backtester (not in spec) | | Enhanced probability model | `temporal_arb.py:169-205` | Multi-factor model (base + time decay + volatility boost) vs spec's simple linear model | | `PositionSizer` class | `src/risk/position_sizer.py` | Standalone Kelly sizer with 4 caps (half-Kelly, exposure cap) beyond spec | | `OracleMonitor` class | `src/market/oracle.py` | Chainlink oracle latency tracking (spec mentions oracle but no dedicated monitor) | | Signal deduplication | `signal.py:78-84` | 30-second cooldown per market direction | | Simulated orderbooks in paper mode | `paper_trade.py:461-529` | Generates fake Polymarket prices for paper trading when no real market exists | | Balance history table | `src/data/db.py:102-113` | Tracks balance over time (not in spec) | | Early exit logic | `temporal_arb.py:245-284` | `should_exit_early()` method for reversal/take-profit detection | ### CHANGED Features (Design != Implementation) | Item | Spec | Implementation | Impact | |------|------|----------------|--------| | WebSocket subscribe channel | `"channel": "market"` | `"channel": "book"` | Low (likely API correction) | | WebSocket subscribe field | `"assets_id": TOKEN_ID` | `"assets_ids": [token_id]` (array) | Low (likely API correction) | | `config.toml` min_price_move_pct | 0.15 | 0.03 | Low (tuning, default still 0.15) | | `config.toml` min_edge | 0.20 | 0.05 | Low (tuning, default still 0.20) | | Probability estimation | `min(0.95, 0.55 + abs(pct) * 100)` | Multi-factor: base + time_decay + vol_boost | Low (improvement) | | Telegram implementation | `python-telegram-bot` SDK | Direct `aiohttp` HTTP calls | Low (simpler, fewer deps) | | Fee calculation scope | `taker_fee_rate = 0.0156` (fixed) | Timeframe-aware via `FeesConfig.fee_for_timeframe()` | Low (improvement) | --- ## Summary by Component | Component | Files | Completeness | Quality | |-----------|:-----:|:------------:|:-------:| | Config & Setup | 4 | 100% | High - frozen dataclasses, env overlay | | Data Feeds | 2/3 | 67% | High - auto-reconnect, heartbeat | | Market Discovery | 3 | 100% | High - rate limiting, continuous loop | | Strategy Engine | 4 | 100% | High - 3 strategies, aggregator, dedup | | Execution Engine | 3 | 100% | High - async SDK wrapper, lifecycle | | Risk Management | 3 | 100% | High - auto-halt, multi-check | | Data Layer | 2 | 100% | High - 4 tables, aggregation queries | | Utilities | 3 | 100% | High - structured logging, metrics | | Entry Points | 2/3 | 67% | High - paper + live, missing dashboard | | Bonus | 1 | N/A | backtest.py not in spec | --- ## Recommended Actions ### Immediate Actions (Priority: High) 1. **Implement `dashboard/app.py`** -- The Streamlit dashboard is specified in the design and `streamlit` is already in `requirements.txt`. This provides visibility into bot performance and is explicitly called out as an execution command (`streamlit run dashboard/app.py`). Should display: live positions, PnL chart, trade log, risk status, asset breakdown using data from `MetricsCollector` and `TradeDB`. ### Medium Priority 2. **Add latency instrumentation** -- The `log_timing` utility exists in `src/utils/logger.py` but is never used in the critical path. Wrap the strategy evaluation and order submission flows to verify the spec's <50ms and <200ms targets. 3. **Implement `src/feeds/coinbase_ws.py`** -- Coinbase cross-validation was specified as auxiliary. Consider adding as a secondary price source to detect exchange-specific anomalies or confirm Binance prices. ### Low Priority / Documentation 4. **Document config.toml parameter changes** -- The deployed `config.toml` has `min_price_move_pct=0.03` and `min_edge=0.05` vs spec defaults of `0.15` and `0.20`. These are clearly intentional tuning choices (inline comments explain), but should be documented in a tuning log. 5. **WebSocket field differences** -- The Polymarket WebSocket uses `"channel": "book"` and `"assets_ids"` (array) instead of spec's `"channel": "market"` and `"assets_id"` (singular). These appear to be corrections reflecting the actual API behavior. Update the spec to match. --- ## Match Rate: 87% The implementation covers the vast majority of the specification with high code quality. The two primary gaps (Streamlit dashboard and Coinbase feed) are well-contained and do not affect core trading functionality. Several additions (backtester, oracle monitor, enhanced probability model, early exit logic) represent improvements beyond the original spec. ### Verdict Match Rate >= 70% && < 90%: **There are some differences. Document update and focused implementation recommended.** Specific focus areas: - Build the Streamlit dashboard to complete Phase 4 - Add latency metrics to validate speed requirements - Update spec to reflect API corrections and intentional improvements