# Future Work ## Covered call portfolio valuation Portfolio value should account for sold call options. Shares covered by in-the-money calls should be valued at the strike price, not the market price. Example: 500 shares of AMZN at $225, with 3 sold calls at $220 strike. 300 shares should be valued at $220 (covered), 200 shares at $225 (uncovered). ## Human review of analytics modules AI review complete; human review still needed for: - `src/analytics/risk.zig` — Sharpe, volatility, max drawdown, portfolio summary - `src/analytics/indicators.zig` — SMA, Bollinger Bands, RSI Known issues from AI review: - `risk.zig` uses population variance (divides by n) instead of sample variance (n-1). Negligible with 252+ data points but technically wrong. ## Risk-free rate maintenance `risk.zig` `default_risk_free_rate` is currently 4.5% (T-bill proxy as of early 2026). This is now a parameter to `computeRisk` with the default exported as a public constant. Callers currently pass the default. **Action needed:** When the Fed moves rates significantly, update `default_risk_free_rate` in `src/analytics/risk.zig`. Eventually consider making this a config value (env var or .env) so it doesn't require a rebuild. ## CLI/TUI code review (lower priority) No review has been done on these files. They are presentation-layer code and not part of the reusable library API. TUI: - `src/tui.zig` - `src/tui/chart.zig` - `src/tui/keybinds.zig` - `src/tui/theme.zig` Commands: - `src/commands/common.zig` - `src/commands/analysis.zig` - `src/commands/cache.zig` - `src/commands/divs.zig` - `src/commands/earnings.zig` - `src/commands/enrich.zig` - `src/commands/etf.zig` - `src/commands/history.zig` - `src/commands/lookup.zig` - `src/commands/options.zig` - `src/commands/perf.zig` - `src/commands/portfolio.zig` - `src/commands/quote.zig` - `src/commands/splits.zig` ## Market-aware cache TTL for daily candles Daily candle TTL is currently 24 hours, but candle data only becomes meaningful after the market close. Investigate keying the cache freshness to ~4:30 PM Eastern (or whenever TwelveData actually publishes the daily candle) rather than a rolling 24-hour window. This would avoid unnecessary refetches during the trading day and ensure a fetch shortly after close gets fresh data. I think that issue has been alleviated by the 23hr 45min plus cron job. ## On-demand server-side fetch for new symbols Currently the server's SRF endpoints (`/candles`, `/dividends`, etc.) are pure cache reads — they 404 if the data isn't already on disk. New symbols only get populated when added to the portfolio and picked up by the next cron refresh. Consider: on a cache miss, instead of blocking the HTTP response with a multi-second provider fetch, kick off an async background fetch (or just auto-add the symbol to the portfolio) and return 404 as usual. The next request — or the next cron run — would then have the data. This gives "instant-ish gratification" for new symbols without the downsides of synchronous fetch-on-miss (latency, rate limit contention, unbounded cache growth from arbitrary tickers). Note that this process doesn't do anything to eliminate all the API keys that are necessary for a fully functioning system. A more aggressive view would be to treat ZFIN_SERVER has a 100% record of reference, but that would introduce some opacity to the process as we wait for candles (for example) to populate. This could be solved on the server by spawning a thread to fetch the data, then returning 202 Accepted, which could then be polled client side. Maybe this is a better long term approach?