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.

Shared lab automation rules

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

Planned

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.

In Progress

Confidence Calibration

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

Educational product positioning

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

Shipped Recently

Shadow Strategy A/B Testing

Every trade decision now runs a second AI pass with an alternate strategy. The shadow decision is logged, scored against real price movement, and surfaced transparently at /lab/experiments.

Lab Experiments Page

A dedicated /lab/experiments page showing shadow vs. primary strategy comparison: agreement rates, win rates, per-symbol breakdowns, and a recent decisions timeline.

Strategy Operating System Foundations

Strategies are now explicit system objects with assigned prompt rules, regime behaviors, and risk parameters.

Position Scaling & Multiple BUY Support

The AI can now scale into positions over time, adding to held coins while managing cumulative risk limits.

Binance OCO Exit Orders (TP/SL Protection)

Every BUY order now triggers a corresponding OCO order to enforce Take Profit and Stop Loss levels reliably at the exchange.

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

Public Portfolio & Lab Rebuild — Rebuilt the public portfolio around a modular Lab with sub-pages for holdings, orders, decisions, strategies, universe, and weekly performance.

Mar 2026

Marketing Site Repositioning — Centered the public site on the free shared lab, with the homepage orienting visitors and /lab providing proof.

Mar 2026

Portfolio Lessons Integration — Connect the portfolio page more tightly to weekly lessons. A new lessons section helps track ongoing experiment learnings.

Mar 2026

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.

Mar 2026

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

Mar 2026

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.

Mar 2026

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

Mar 2026

Portfolio Snapshots and Weekly P&L — Daily shared-portfolio snapshots now support inception tracking, equity-curve history, and weekly performance rollups.

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.

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