Roadmap

What's built, what's next, all in the open

The lab is a solo project. The roadmap is public for the same reason the portfolio is public — there is no reason to hide the work.

Exploring Planned In Progress Shipped Recently
Exploring
Improved Trade-Pair Return Metrics

Fix how BUY→SELL pairs are calculated. Move from last-BUY-wins to weighted average cost basis so multiple BUY signals before a SELL reflect a real cost basis. Surface open/unmatched BUYs as visible open positions in the accuracy dashboard.

Strategy operating system

Turn strategies into explicit, measurable system objects that can shape prompts, risk rules, and later evaluation.

Shared lab automation rules

Refine how the shared portfolio builds, trims, and holds positions so the experiment stays legible and disciplined in public.

Planned
A/B Prompt Testing

Run competing AI prompt strategies in shadow mode to find the best signal quality — without risking live performance.

Shared portfolio symbol drilldowns

Make each holding easier to inspect with clearer position history, order context, and links into the related decision trail.

Mobile-Responsive Improvements (charts)

Full responsive polish across all pages. Charts are the missing piece.

Portfolio lessons integration

Connect the portfolio page more tightly to weekly lessons so visitors can move from current state into reflection and takeaways.

In Progress
Confidence Calibration

Make confidence levels more meaningful. "High" confidence should measurably outperform "medium". Backed by data, not vibes.

Public portfolio rebuild

Rebuild `/portfolio` around holdings-first drilldown, traceable orders, and a cleaner explanation of how the experiment is going.

Educational product positioning

Keep reframing the project around learning from the shared portfolio instead of consuming isolated signals.

Marketing site repositioning

Keep the public site centered on the free shared lab, with the homepage orienting visitors and `/portfolio` providing proof.

Shipped Recently
Shared Paper Portfolio on Binance Demo

Shared decisions now run with portfolio context on Binance demo, with portfolio-first reporting on /results and /portfolio including holdings, weekly P&L, and recent orders.

Homepage Rebuilt Around the Public Lab

The homepage now explains the experiment as a public, free-to-follow paper portfolio rather than a signals product.

Market Regime Detection

Automatically classify whether the market is trending, ranging, or breaking out — and adapt signal behavior accordingly. Fewer bad signals in choppy markets.

Signal Reasoning Improvements

Clearer, more structured AI explanations. Separating quick summaries from detailed technical breakdowns so both beginners and experienced traders get value.

Portfolio Snapshots and Weekly P&L

Daily shared-portfolio snapshots now support inception tracking, equity-curve history, and weekly performance rollups.

Why a public roadmap?

The work is visible because the experiment is visible

The portfolio is public. The orders are public. The reasoning behind each decision is attached. It would be inconsistent to hide what gets built next.

Some things here will ship fast. Others will take longer, shift direction, or get dropped based on what the lab actually needs. Items in the "Exploring" column are genuinely uncertain — they are there to track thinking, not to make promises.

Internal things — prompt structure, model configuration, specific indicator weights — stay private. Everything that affects what you can see and follow is fair game for this board.

Feedback and suggestions

Wrong data, missing something, or have an idea?

If you spot something off on the portfolio page, have a suggestion for the lab, or want to push something up the roadmap — send it here. Every message gets read.

Also shipped

Some of everything else that has gone live

Mar 2026
Lessons Archive — A dedicated lessons area now gives the experiment a place for weekly reflection, mistakes, and changes.
Mar 2026
Roadmap Transparency — The public roadmap now tracks what is being explored, built, and shipped in the open.
Mar 2026
Accuracy Dashboard Improvements — Confidence-level filtering and better signal maps on the accuracy dashboard.
Mar 2026
Infrastructure — Background jobs health checks, Docker log rotation, server monitoring foundations.
Feb 2026
Accuracy Dashboard — 4-hour directional evaluation and BUY→SELL round-trip P&L tracking.
Feb 2026
AI Crypto Signals (5 Assets) — BTC, ETH, SOL, XRP, and BNB scanned every 4 hours with full AI reasoning. This is the foundation the lab has grown out of.

Follow the experiment

The portfolio is public. Holdings, orders, and the reasoning behind each decision are all there.