Anchor the implementation-design branch: C19 (construction is a bootstrap phase — param-generic blueprint -> frozen instance; recursive up to the harness; params size/configure but never change topology). C20 (strategy = reusable context-free composite blueprint with role inputs + position-event output; harness = the root sim graph and C1's disjoint unit, with structural axes = experiment matrix vs tuning params = sweep; both strategy AND experiment authored in Rust via builder APIs, not a config DSL). Extend C8 (schema declares tunable params+ranges), C16 (a project is a Rust crate: cdylib of node/strategy/experiment blueprints + static Aura.toml; hosted by aura during research, frozen to a binary for deploy), C17 (all logic is Rust — nodes/strategies/experiments; Aura.toml = static context only), C12 (frozen topology = a harness instance; structural matrix is the outer axis). Add CLAUDE.md invariant 11; refresh project-layout.md (experiments/ dir, Rust experiments, day-in-the-life). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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How aura is used — engine, projects, and a day in the life
This document describes the outside of aura: how you sit in front of it and
what a research session looks like. The inside (the engine's contracts) is the
design ledger (docs/design/INDEX.md).
Engine vs. project (the game-engine split)
aura is a game engine for traders, and like any game engine it is separate from the things built with it:
- This repo (
aura) is the engine:aura-core(the shared contract),aura-std(universal standard nodes),aura-engine(the deterministic sim runtime),aura-cli(theaurabinary), and later the egui playground. It ships at mostexamples/fixture nodes for its own tests — never your real signals. - A research project is its own external repo (e.g.
~/dev/ger40-lab/), with its own git history, its own Gitea repo (its own forward-queue), and a cargo dependency on aura. It is itself a Rust crate (acdyliblibrary of node / strategy / experiment blueprints); theaurahost loads and runs it during research (hot-reload), and freezes a chosen strategy + broker into a standalone binary for deploy. This is where you and Claude author signals and experiments — all in Rust — and where the runs live. (Contracts C16, C20.)
The aura CLI is a tool you run inside a project directory — it finds the
project root by walking up to an Aura.toml, the way cargo finds Cargo.toml.
A project is always a Rust program built on the engine.
A project repo
ger40-lab/ # your research project — a separate Rust crate (cdylib)
├── Aura.toml # STATIC context only: data paths, instrument/pip
│ # metadata, default broker & window, runs dir (no logic)
├── Cargo.toml # cdylib; depends on aura-core/aura-std (+ shared node crates)
├── CLAUDE.md # the project's own skills wiring (authoring discipline)
├── .claude/dev-cycle-profile.yml
├── nodes/ # project-local node & strategy blueprints (Rust)
│ └── third-candle-long/
├── experiments/ # experiment/harness definitions (Rust): matrices, sweeps
├── runs/ # the run registry: manifest + metrics per run
└── (frozen bots, …)
Where reusable nodes live (three tiers)
Everything that plugs into the engine is fractally a Node. Reuse is plain
cargo, layered by maturity (contract C16):
aura-std— universal blocks shipped with the engine (SMA/ATR/RSI, resamplers, theSessionNode, standard combinators, broker profiles).- Shared node crates — cross-project-reusable blocks in their own repos
(e.g.
Brummel/aura-nodes-fx), pulled in as cargo git dependencies. - Project-local
nodes/— experimental, project-specific blocks.
Promotion is the ordinary Rust gradient: a node proves itself project-local →
gets extracted into a shared crate → if it turns universal, into aura-std.
Shared nodes are rlib dependencies; the hot-reload unit stays the project-side
cdylib that composes them, so editing a shared node still rebuilds and reloads
the dependent.
Authoring happens in Claude Code (contract C17)
aura has no built-in coding-LLM. You author by talking to Claude Code, which
writes the Rust — nodes, strategies, and experiments — builds it, runs it, and
reports back. Declarative config (Aura.toml) holds only static context, never
logic. IONOS LLMs appear only as a runtime data source (e.g. a news-agent node
emitting a bias), recorded before it enters a backtest, and only with your
per-session consent.
A day in the life
- You (in Claude Code, inside
ger40-lab/): "I suspect the 3rd 15m candle after GER40 open is long-biased when the first two close bullish — build it as a signal." - Claude (via the skills pipeline) writes
nodes/third-candle-long/, implementsschema+evalagainstaura-core. - Backtest:
aura backtest nodes/third-candle-long --symbol GER40 --from 2020 --to 2024→ the strategy produces a broker-independent position table (open/close events); the default sim-optimal broker projects it into a synthetic pip-equity, yielding a metrics table (trades, hit-rate, pip-P&L, max-DD, Sharpe) + a run record (manifest + metrics) underruns/. Brokers are consumer nodes, and several can be attached at once: add--broker pepperstoneto get a realistic currency curve alongside the default sim-optimal pip curve — two comparable equity curves from the same position table. (Contract C10.) - Sweep / Monte-Carlo / matrix — a Rust experiment. Anything beyond a
single backtest is an experiment in
experiments/(Rust, builder API): a parameter sweep, Monte-Carlo over seeds, or a structural matrix like "these 10 strategies × these 3 instruments × {sim-optimal, pepperstone}". The matrix is plain Rust loops, not a config schema (C20).aura run experiments/comparebootstraps the matrix, fans the disjoint sims over all cores (C1), and writes the comparable runs toruns/. - Compose: "combine it with
momentum-filteras a weighted sum" → Claude writes a composite node (fractal, C9). - Walk-forward: another experiment kind (rolling in-sample optimize + out-of-sample test) → an out-of-sample verdict.
- Freeze:
aura freeze nodes/strategy-y --broker pepperstone --out bots/strategy-y→ a standalone, statically-linked bot (C13). - (Later) Look:
aura playopens the egui playground — equity curve, trade overlays on the chart, sweep heatmaps. For looking, not authoring (C14).
CLI command names and Aura.toml are illustrative; the concrete surface is
designed with the relevant milestone (see the open threads in the design ledger).
The forward-queue — what to try next — lives in the project's Gitea tracker, not
in code (contract C18).