# 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` (the `aura` binary), and later the egui playground. It ships at most `examples/` 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 and its own Gitea repo (its own forward-queue), anchored by a static `Aura.toml`. Its default tier is **data-only** — blueprints, process, and campaign documents over the std vocabulary, no crate, no build step; the `aura` host loads and runs it during research as is. The moment the project needs native node logic (role-2 work), it attaches a **node crate** (a `cdylib`, scaffolded by `aura nodes new`) via `Aura.toml [nodes]`; the `aura` host then hot-reloads that crate too, and freezing a chosen strategy + broker still yields one standalone binary spanning both halves for deploy. This is where you and Claude author signals *and experiments*, and where the runs live. (Contracts **C16**, **C20**, **#241**.) 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 a directory anchored by `Aura.toml`; native node logic never lives in the project directory itself, only in an attached node crate (the two tiers below). ## A project repo (two tiers) The default project is **data-only** — no crate, no build step. `aura new` scaffolds exactly this: ``` ger40-lab/ # your research project — a plain directory, no crate ├── Aura.toml # STATIC context only: `[paths] runs` (the runs dir) │ # and `[paths] data` (the archive root; defaults to │ # the built-in Pepperstone path when unset); no │ # logic — instrument geometry is the recorded │ # sidecar (C15), never authored here. A `[nodes]` │ # section, absent here, is what tier-selects a │ # node crate in (see below). ├── CLAUDE.md # the project's own skills wiring (authoring discipline) ├── blueprints/ # op-scripts / campaign / process documents (data, no build) └── runs/ # the run registry: manifest + metrics per run ``` Runs, sweeps, and campaigns over the **std vocabulary** work immediately — nothing to compile. The moment a project needs a *native* node type (role-2 work), `aura nodes new ` scaffolds a sibling **node crate** and attaches it via an `Aura.toml [nodes]` pointer: ``` ger40-lab/ # unchanged: still Aura.toml + blueprints/ + runs/ ├── Aura.toml # now carries `[nodes] crates = ["../ger40-lab-nodes"]` └── … ger40-lab-nodes/ # a SIBLING directory — its own cdylib crate ├── Cargo.toml # cdylib; depends on aura-core (+ shared node crates); │ # carries an empty [workspace] table (see note below) ├── CLAUDE.md # the node crate's own skills wiring └── src/ └── lib.rs # the project's native node types, `::`-prefixed ``` The `aura` host loads the pointed-at node crate during research (hot-reload); freezing a chosen strategy + broker still yields one standalone binary for deploy, spanning both halves. > **The empty `[workspace]` table (node-crate tier only).** A node crate is > its own cargo workspace, never a member of the engine's. This matters the > moment a node crate lives *under* the engine repo (common while authoring, > before it moves to its own repo): cargo otherwise walks up, finds the > engine's root manifest, and refuses to build — > > ``` > error: current package believes it's in a workspace when it's not: > ... to keep it out of the workspace, add an empty [workspace] table ... > ``` > > The fix is cargo's own hint: an empty `[workspace]` table in the node > crate's `Cargo.toml`. It pins the crate as a standalone workspace root and > costs nothing when the node crate later sits in its own repo. The `aura > nodes new` scaffolder emits this line; a hand-rolled node crate adds it > itself. ## 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): 1. **`aura-std`** — universal blocks shipped with the engine (SMA/ATR/RSI, resamplers, the `SessionNode`, standard combinators, broker profiles). 2. **Shared node crates** — cross-project-reusable blocks in their own repos (e.g. `Brummel/aura-nodes-fx`), pulled in as cargo git dependencies. 3. **The project's own node crate** — experimental, project-specific blocks, attached via `Aura.toml [nodes]` (scaffolded by `aura nodes new`; see the two tiers above). 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. Every tier follows the same three-part pattern — a `Node` impl, a `PrimitiveBuilder` recipe, and rostering the type id into a vocabulary lookup — worked through end to end, with the scaffold's own starter node as the example, in [`docs/authoring-guide.md`, §0](authoring-guide.md#0-authoring-a-new-node-in-rust). ## 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. Wiring *already-built* node types into a graph, and naming experiment intent over such a graph, is a separate, closed-vocabulary **data** surface, not Rust: an **op-script** (`aura graph build`) assembles a strategy blueprint from node types already in the vocabulary, a **process document** (`aura process`) names a validation/eval methodology, and a **campaign document** (`aura campaign`) names instruments × windows × strategy × param axes × process. All three are headless-authorable and introspectable without a build. See [`docs/authoring-guide.md`](authoring-guide.md) for the worked grammar and command sequences. ## A day in the life 1. **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." 2. **Claude** (via the skills pipeline) attaches the project's node crate — once, `aura nodes new ger40-lab-nodes` — and implements the `ThirdCandleLong` node's `schema` + `eval` in it, against `aura-core`. 3. **Backtest:** an op-script wiring `ger40_lab_nodes::ThirdCandleLong` (§1, `docs/authoring-guide.md`) is built into `blueprints/third-candle-long.json` (`aura graph build`); `aura run blueprints/third-candle-long.json --real GER40 --from 1704067200000 --to 1735689600000` (the window bounds are Unix milliseconds — here 2024) → the strategy produces a broker-independent, unsized **bias stream** (one signed, bounded `f64 ∈ [-1,+1]` per cycle — sign = direction, magnitude = optional conviction). A downstream **risk-based executor** (stop-rule → position-management, in **R**, the protective stop defining 1R) turns the bias into tracked trades, and the **R-evaluator** integrates the per-trade R-outcomes into an **R-expectancy / R-curve** — the signal's *quality*, measured account- and instrument-agnostically in **R** (E[R], SQN), not currency. Optionally compose a **cost model** — a C9 graph of cost nodes, in R (`net R = gross R − cost-in-R`) — to draw the **net-R** curve beside the gross one. The run yields an R-metrics table + a run record (manifest + metrics) under `runs/`. (Contract C10.) Money, a real broker, and a currency curve are a later **live/deploy-edge** concern (the only reliable ground truth, measured forward — never an authored historical "realistic broker"); the legacy `SimBroker` pip yardstick survives only as an optional dual readout, not the model. 4. **Sweep / Monte-Carlo / matrix — a campaign document.** Anything beyond a single backtest is experiment *intent* named in a **campaign document** (data, not Rust, §3 `docs/authoring-guide.md`): a parameter sweep, Monte-Carlo over seeds, or a structural matrix like "these 10 strategies × these 3 instruments × {fixed-stop, vol-stop} risk-executors" — instruments × windows × strategy × param axes × process, headless-authorable and registered under `blueprints/`. `aura campaign run ` bootstraps the matrix, fans the disjoint sims over all cores (C1), and writes the comparable runs to `runs/`. 5. **Compose:** "combine it with `momentum-filter` as a weighted sum" → Claude writes a composite node (fractal, C9). 6. **Walk-forward:** another experiment kind (rolling in-sample optimize + out-of-sample test) → an out-of-sample verdict. 7. **Freeze:** `aura freeze blueprints/strategy-y.json --out bots/strategy-y` → a standalone, statically-linked bot (C13); the live broker connection (e.g. cTrader Open API) is bound at this **deploy edge** — the only place account money appears, measured forward against a real venue, never an authored historical broker. 8. **Explore — `aura play`.** The playground plays *any* harness and shows what your **sinks** recorded (C22): live equity/signal streams while a run executes, and recorded traces + meta-views afterwards — stitched walk-forward equity, sweep surfaces, multi-strategy comparison. It is a trace explorer, not a scene editor (the World is a *program*; only sink-recorded data is visible — no sink, nothing to see). Topology you grow in Rust (hot-reload); runtime params you tune with sliders (C12). The real value is not step 3 (one backtest — every quant system does that) but the **World**: steps 4/6 dynamically construct and orchestrate *families* of harnesses, and the playground explores those families. The single-harness engine is the substrate; the World is the product (C20–C22). 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).