Roadmap · 2026 – 2028
Today AlphaNode is a solitary miner: your machine, your formulas, honest tests. Over the next two years it grows a mind of its own, then a society — an agent inside every node, a network between them, a breeding loop across the network, and an economy that pays the contributors. In that order, each stage shipping as product.
Every future feature inherits today's rules: locked out-of-sample tests, forward tracking on closed bars, full costs. A network makes overfitting easier — so the referee gets stricter, never looser.
Formulas never travel in plaintext. The vault that today protects a single library is the same machinery that will let strangers' nodes cooperate without trusting each other.
Credits must work as boring internal bookkeeping first. A token only wraps an economy that already functions without it — never the other way around.
Access is open by request: desktop on three platforms, headless Docker nodes, sealed vault, licence hub, the download pipeline. The remaining work is polish that earns trust.
done whena stranger can go from the site to a mining node on any OS without talking to us.
An autonomous AI agent joins the app as a module. The blind evolutionary search gets an observer that reads its results, forms hypotheses and steers.
done whenan agent-steered node beats a default node on held-out TEST across a season, reproducibly.
The licence hub grows into a network layer. Nodes opt in to share what can be shared honestly — performance, never plaintext formulas — and an internal economy starts keeping score.
done whena node earns credits it can spend on something it wants, with zero plaintext ever crossing the wire.
A network-walking breeder: it visits participating libraries, crosses champions from different nodes — islands exchanging genes — and returns offspring that survive network-wide honest tests. More machines stop meaning merely more tries; they start meaning deeper search.
done whena mutator-bred formula tops the global leaderboard and its parents' owners get paid for it.
By now the credits economy has a year of real history: earnings, spends, royalties. Tokenization wraps that proven ledger — it does not invent value, it settles value that already moves.
done whena contributor can convert a year of honest mining into something the outside world accepts.