What's new in Tradewink

Changelog

Every feature, improvement, and fix — shipped fast and documented here. Follow along as Tradewink evolves.

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Features shipped
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AI upgrades
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Trading improvements
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Brokers supported

March 21, 2026

SuperTrend, PSAR, and quantile-MFE trailing stops

Trading

Three new adaptive trailing stop algorithms join the dynamic exit engine — SuperTrend for trend-following exits, Parabolic SAR for acceleration-aware trailing, and quantile-MFE which sets stop levels based on historical maximum favorable excursion distributions.

Comprehensive NaN/Inf price sanitization

Improvement

A full audit of every code path that touches prices — from quote ingestion to Discord embeds to strategy creation — now guards against NaN, Inf, and negative prices. Prevents hallucinated AI prices from propagating into live trades.

IBKR missed-fill recovery

Trading

Interactive Brokers positions are now reconciled after reconnection events, and missed-fill recovery runs as part of the pre-scan pipeline to catch fills that arrived while the connection was down.

Confidence calibrator in day trading pipeline

AI

AI conviction scores are now adjusted by the ConfidenceCalibrator before opportunity scoring, so historical accuracy data tunes the raw model output and improves trade selection quality.

March 20, 2026

Execution quality gates

Trading

New pre-trade gates check bid-ask spread, historical slippage, direction bias, and re-entry timing before allowing orders. Graduated re-entry prevents repeatedly entering the same ticker after a loss, and hourly bucketing tracks per-hour execution quality.

Regime-strategy correlation matrix

AI

The regime detector now builds a correlation matrix between market regimes and strategy performance, adds VIX term structure analysis and breadth indicators, and includes overfit detection in the backtester.

LightGBM support and ML pipeline improvements

AI

Added LightGBM as an ML model option alongside the existing pipeline, with feature screening, rolling z-score normalization, and walk-forward validation to reduce overfitting.

Mean reversion strategy overhaul

Trading

Vol-regime-aware thresholds, momentum deceleration detection, kurtosis and VoV filters, strategy-aware dead zones, ATR expansion filter, and session range gating make mean reversion far more selective about entries.

Momentum velocity improvements

Trading

New decay exit detects momentum exhaustion, ATR expansion filter blocks entries during volatility spikes, momentum acceleration confirmation, and single-timeframe mode for faster scanning.

Community intel expansion

New Feature

Research scanning now covers 10 Reddit subreddits plus web forums including Hacker News, Quant Stack Exchange, and Elite Trader — with a new reddit-learn skill to extract actionable codebase improvements from community posts.

Margin estimation and balance tracking

Trading

A running balance tracker now estimates margin requirements before each trade, preventing over-allocation when multiple positions are opened in rapid succession.

Auto-strategy creation from winning trades

AI

The system now automatically generates new strategy configurations from patterns found in winning trades, feeding successful trade characteristics back into the screener.

MATIC to POL migration

Improvement

Replaced MATIC/USD with POL/USD across Coinbase, IBKR, and CryptoQuant adapters following the Polygon network rebrand, with CoinGecko historical data fallback.

March 19, 2026

Parameter stability guard

Infrastructure

A new param_stability system prevents the autonomous agent from thrashing strategy parameters session-over-session. Changes are validated against bounds and rate-limited to reduce churn from conflicting optimization runs.

ORB strategy enhancements

Trading

Opening Range Breakout now uses EMA-slope filters, a minimum range gate, and momentum-scaled Chandelier trailing stops for better entry quality and tighter exits.

Exit reason normalization

Improvement

All exit reasons are now stored as structured codes (target_hit, stop_loss, time_decay, regime_shift, etc.) instead of free-text strings, enabling proper analytics and filtering.

CoinGecko rate limit resilience

Infrastructure

Batch prefetching in scan and monitor loops, adaptive backoff, and a semaphore-based thundering herd guard cut CoinGecko 429 errors by over 80%.

Win rate root cause analysis

AI

A systematic investigation into WR decline identified and fixed three signal-quality bugs — conviction gap zone, stale screener thresholds, and journal dedup race conditions.

15+ new glossary terms and learn articles

Content

Added articles on VWAP strategies, market regimes, MFE/MAE exits, screener pipelines, and price action concepts — plus matching glossary terms with cross-links.

PostHog tracking for chatbot and pipeline builder

Infrastructure

Added product analytics instrumentation to the chatbot widget and pipeline builder UI for usage tracking and funnel analysis.

March 18, 2026

MFE capture ratio improvement

Trading

A 3-fix decomposition raised MFE capture ratio from 0.33 to 0.50+ — fixing trailing stop retracement tolerance, time-decay extension logic, and the never-profitable guard. Trades now keep more of their peak gains.

Win rate factor decomposition

AI

New WinRateFactorDecomposition analytics tool systematically diagnoses WR decline by decomposing performance across time-of-day, strategy type, regime, and ticker — pinpointing exactly what's underperforming.

Flat exit reduction

Trading

Time-decay exits (positions closed for lack of movement) dropped from 30% to under 15% through a conviction gate, early MFE breakeven floor, and RSI-based momentum gate.

Trailing stop safety caps

Trading

Trailing stops are now capped at min(3x ATR, 4%) to prevent runaway risk on volatile tickers, with a breakeven floor that activates when MFE reaches 2%.

Stale position auto-cleanup

Improvement

Portfolio positions now track an updated_at timestamp, and orphaned positions that haven't been refreshed are automatically force-closed instead of accumulating indefinitely.

Model router circuit breaker fixes

Infrastructure

The AI model router no longer opens circuit breakers on 502/504/timeout errors (which are transient), and blank_response_counts reset on success to prevent premature soft-bans of healthy providers.

March 12, 2026

DeepSeek R1 and Qwen 2.5-72B on free tier

AI

Free tier users now get DeepSeek R1 for quantitative strategy analysis and Qwen 2.5-72B Instruct for report generation — two of the best open-source models available at no cost.

Tavily research for predictions

AI

The predictions agent now uses Tavily for deep web research when evaluating markets, with DuckDuckGo as a fallback. Richer context leads to better-calibrated probability estimates.

Broker enabled/disabled status

Improvement

Replaced the internal `is_active` concept with an explicit `enabled` flag for broker connections. Stock-only brokers are now filtered from crypto and futures trading automatically.

March 10, 2026

Slow query auto-remediation loop

Infrastructure

A new background loop monitors query performance in real time and automatically generates and applies index migrations when slow queries are detected — no manual intervention required.

Twitter/X integration

New Feature

Added a twikit-based Twitter client for monitoring market-moving tweets and sentiment signals. The agent can now factor in real-time social chatter alongside traditional data sources.

Explicit Save Changes for settings panels

Improvement

Predictions and user settings panels now require an explicit Save button press rather than auto-saving on every change, preventing accidental configuration updates.

Live LLM rankings endpoint

New Feature

Added a `/llm-rankings` endpoint backed by live API data rather than static rankings, giving an up-to-date leaderboard of model performance across tiers.

March 9, 2026

DM alerts for prediction opportunities

New Feature

The predictions agent now sends Discord DMs for high-conviction opportunities, arbitrage spreads, and daily digest summaries — so you never miss a market edge.

Email delivery tracking via Resend webhooks

Infrastructure

Integrated Resend webhook handlers to track email delivery status (sent, opened, bounced) and feed that data back into notification reliability monitoring.

Compliance v3.0 with electronic signature

New Feature

Updated to compliance agreement v3.0 with seven new SEC/FINRA disclaimer clauses and an electronic signature requirement during onboarding.

PostHog cookieless analytics

Infrastructure

Enabled PostHog's cookieless mode to improve privacy for users who opt out of tracking, removing third-party cookie dependencies from the analytics pipeline.

March 8, 2026

Thompson Sampling RL strategy selector

Trading

The autonomous trading agent now uses a contextual multi-armed bandit with Thompson Sampling to adaptively weight strategies based on real-time performance — strategies that work in current market conditions get more capital.

AI model optimizer loop with A/B testing

AI

A new background loop continuously evaluates AI model performance across tasks and dynamically reassigns models to minimize cost and maximize accuracy using built-in A/B testing infrastructure.

Comprehensive compliance audit logging

Infrastructure

Every change to broker keys, user settings, and compliance agreements is now written to an immutable audit log with timestamp, user ID, and diff — meeting financial compliance requirements.

Compliance fail-closed

Improvement

Changed compliance enforcement from fail-open to fail-closed: if the compliance check errors out, trading is blocked rather than permitted. Safer default for regulated environments.

Account tier display in conversations

New Feature

Your subscription tier is now shown during AI conversations, giving the model context about your available features and model access.

Tier-based model routing for replies

AI

AI conversation replies and tool re-queries now route through the model router, so each tier gets the appropriate AI model for follow-up responses.

Multi-broker position reconciliation

Trading

Improved position reconciliation across multiple connected brokers for more accurate portfolio views.

Lower prediction liquidity requirements

Improvement

Reduced minimum liquidity thresholds for predictions, allowing more markets to be analyzed and scored.

March 5, 2026

Redis caching for options data

Infrastructure

Options chain data is now cached in Redis for faster lookups and reduced API calls during high-volume scanning.

Free tier model access update

AI

Updated the AI models available on the free tier to provide better quality analysis out of the box.

Trade loop architecture deep dive

Content

Added detailed architecture documentation to the web UI explaining how the autonomous trade loop works internally.

March 3, 2026

Gemini Flash-Lite 2.0 upgrade

AI

Upgraded from Gemini Flash-Lite 1.5 to 2.0 across all services for faster inference and improved analysis quality.

Glossary search and filtering

New Feature

The glossary now supports full-text search, category filtering, and previous/next term navigation for easier learning.

Profile dropdown

New Feature

New profile dropdown in the navigation for quick access to account settings and dashboard.

February 28, 2026

AI batch processing for strategies

AI

Strategy updates now process in batches through the AI engine, significantly reducing scan cycle time and API costs.

Time-based AI cache keys

Improvement

AI engine caching now uses time-based keys to prevent stale analysis from persisting across market sessions.

Gemini 3.1 Flash-Lite

AI

Upgraded to Gemini 3.1 Flash-Lite with reordered AI provider priority for optimal cost-performance balance.

Provider-specific tier overrides

Improvement

AI model routing now supports per-provider tier overrides, allowing fine-grained control over which models serve each subscription tier.

February 24, 2026

SEO analysis and content gap discovery

New Feature

New marketing service capabilities for analyzing SEO performance and discovering content opportunities.

Community section

New Feature

Introduced a community section with user content management for sharing trading ideas and strategies.

Trading tools: calculators

New Feature

Added position size calculator, risk/reward calculator, and options profit calculator to the web tools section.

Broker comparison pages

Content

Programmatic SEO pages comparing supported brokers with dynamic routes, RSS feed, and sitemap integration.

February 20, 2026

LEAN-inspired chained risk management

Trading

Implemented a new risk management system inspired by QuantConnect LEAN, with chained risk rules that evaluate sequentially before every trade.

Exit reason tracking

Trading

Crypto and futures trades now track detailed exit reasons (target hit, stop loss, regime shift, EOD flatten) for post-trade analytics.

Crypto screener parallelization

Improvement

Crypto screening now fetches data in parallel, cutting scan cycle time significantly.

February 15, 2026

Protective stop orders for futures

Trading

Futures trades now automatically submit initial protective stop orders on entry, with correct limit price sign handling for Alpaca and Schwab.

Centralized agent configuration

New Feature

All agent loop settings are now configurable through user settings in Discord, consolidating previously scattered configuration.

Per-user prediction settings

New Feature

Prediction agent now respects per-user settings, allowing individual customization of prediction parameters.

February 10, 2026

GPT-5 Nano and Gemini 3 Flash

AI

Upgraded AI models to GPT-5 Nano and Gemini 3 Flash across all tiers, with Elite tier getting dedicated model overrides.

Batch conviction scoring

AI

AI conviction scoring now processes candidates in batches, reducing latency and token usage per scan cycle.

Conversation action registry

Infrastructure

Refactored 40+ conversation action handlers from a 400-line if/elif chain into a clean registry pattern for better maintainability.

February 5, 2026

Per-scope trade locks

Trading

Trading operations now use per-scope locks to prevent race conditions when multiple users trade simultaneously.

Daily loss recovery

Trading

New daily loss recovery system that automatically adjusts position sizing and risk parameters after significant drawdowns.

Volatility-scaled trailing stops

Trading

Dynamic exit engine now scales trailing stop distances based on real-time volatility, tightening in calm markets and widening in volatile ones.

Broker re-resolution at execute time

Trading

Futures trading now re-resolves broker connections at execution time, rejecting inactive broker records to prevent failed orders.

January 30, 2026

Crypto data provider scoping

Infrastructure

Crypto data providers now use task-local context managers for broker scoping, preventing data leaks between concurrent user sessions.

Options broker persistence

Trading

Options strategies, legs, and journal entries now persist their broker association for accurate tracking across sessions.

Crypto broker fail-closed resolution

Trading

Crypto broker resolution now fails closed when a requested broker is unavailable, rather than silently falling back to an active broker.

January 25, 2026

Standalone API docs service

New Feature

Launched a dedicated API documentation service with Scalar React reference, deployed on Fly.io with its own Buildkite pipeline.

50+ alert type mappings

New Feature

Added granular user preference mappings for 50+ alert types, giving users fine-grained control over which notifications they receive.

Product tour with reset

New Feature

New interactive product tour that launches after onboarding, with the ability to reset and replay it from settings.

Event-based Kalshi market discovery

Improvement

Switched prediction market discovery to event-based fetching to avoid parlay floods, with improved volume/liquidity filtering.

More updates coming soon. Follow us on Discord for real-time announcements.