1. worker.py: missing template variables ({market}, {target}, etc.)
now auto-fallback with LLM inference hint instead of crashing
2. Agent.tsx: swarm flush() resets lastEventRef to prevent
safety timeout from killing active swarm runs
- Add CompositeEngine for backtesting portfolios spanning multiple markets
(e.g. A-shares + crypto) with a single shared capital pool
- Extract on_bar logic (funding fee, liquidation, swap) into _market_hooks.py
as pure functions, called by both original engines and CompositeEngine
- Fix _align() signal shift bug: shift on each symbol's own trading calendar
then ffill to unified dates (prevents Monday close-and-reopen for A-shares)
- Add calendar-day annualization for cross-market Sharpe calculation
- Add cross-market-strategy skill with vol-adjusted weighting example
- Update all READMEs (en/zh/ja/ko/ar): news, 69 skills, composite engine
- Update test imports for extracted _market_hooks functions
Upgrade pine-script skill from TradingView-only to multi-platform export.
/pine now generates indicator code for TradingView (Pine Script v6),
通达信/同花顺/东方财富 (TDX formula), and MetaTrader 5 (MQL5) in a single file.
Add 2026-04-12 news to all README translations.
When a loader (e.g. OKX) is reachable but returns no data at runtime
(network block, SSL failure, regional restriction), the backtest runner
now walks the FALLBACK_CHAINS to try the next available source
(e.g. ccxt/Binance). Covers both explicit source and auto-detect paths.
- ffill(limit=5) replaces unlimited ffill to prevent stale prices from
masking long suspensions; all-NaN symbols auto-dropped with warning
- try/except per symbol in _execute_bars so one symbol failure doesn't
crash the entire backtest
- pydantic BacktestConfigSchema validates config.json before execution
(codes non-empty, date format, start<=end, valid interval/engine/source)
- validate_date_range() shared helper called from all 5 loaders
- 25 regression tests covering all four fixes
Show connectivity status on startup (CLI + API server) so users
immediately see which services are reachable and which are not,
instead of getting cryptic errors mid-run.
Moved most good-first-issues to a Roadmap section in README
to keep the issue tracker focused. 3 well-scoped issues remain
open for external contributors.
- CONTRIBUTING.md with dev setup, code standards, and difficulty-tiered roadmap
- GitHub issue templates (bug report + feature request) with YAML forms
- README: add Contributing section with contribution areas table
Restructured ml-strategy SKILL.md from a skills-creator perspective:
- Added validate_data() input gate (columns, min rows, NaN ratio)
- Guarded RSI/Bollinger Band division-by-zero with .replace(0, nan)
- Added inf→NaN sanitization at end of build_features()
- Added sliding window option (window_type + sliding_size params)
- Added output contract: fillna(0).clip(-1, 1) guarantees clean signals
- Provided complete SignalEngine example so agent can copy-paste safely
- Reduced Common Pitfalls from 7 to 3 (4 now enforced by code)
- Zero changes to backtest engine — all fixes are skill-only
- Add DataLoader Protocol + Registry with market-level fallback chains
- New data sources: AKShare (A-shares/US/HK/futures, free) and CCXT (100+ crypto exchanges)
- Auto-fallback: tushare unavailable -> akshare; OKX unavailable -> CCXT
- Zero-config: all markets work without any API keys
- New web_search tool (DuckDuckGo) for web information retrieval
- Skill categorization: 68 skills organized into 7 categories (data-source, strategy, analysis, asset-class, crypto, flow, tool)
- New data-routing meta-skill for intelligent data source selection
- Registry self-initializes via _ensure_registered() — no manual imports needed
- Pattern detection returns market type instead of source name (decoupled)
- runner.py loads .env via dotenv for reliable token access
Add full-stack Pine Script export: backtest strategies can now be
converted to TradingView Pine Script v6 via natural language, CLI,
API, or the web UI.
- New `pine-script` skill with Python-to-Pine mapping table and v6 syntax guide
- CLI: `/pine <run_id>` slash command and `--pine` flag
- API: `GET /runs/{run_id}/pine` endpoint
- Frontend: Pine Script button on RunCompleteCard + modal code viewer with copy
- README: updated news, capabilities, skill count (65), CLI/API docs
warren618