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Learning roadmap

Every non-obvious concept this project runs on, with one canonical home each.

Every non-obvious concept this project runs on, with one canonical home each. Entries follow one shape: what (one line), why it matters here, gotcha from this codebase, external source. Deep explanations live at the sources; project behavior lives in docs/ — these pages only bridge the two.

Pages

Page Covers
new-things.md Platform + stack: Tauri 2, IPC, CLI-agent subprocesses, ast-grep, agent talks, Rust traits/rusqlite, provider APIs, auto-updater, PostHog, DORA, calibration, workspaces, CF Pages, GEO, release chaining
telemetry-and-indexing.md The usage pipeline: JSONL transcript parsing, usage dedup, incremental byte-offset cursors, day bucketing, API-equivalent pricing, rolling quota windows, background QoS
verification-and-judgment.md The verification stack: pairwise judging + order effects, staged verification, audience provenance, deterministic taste verdict, worktree isolation, FTS5, synthetic QA, spec-driven workflow

Coverage map (subsystem → learning entry → canonical doc)

Subsystem Learning entry Canonical doc
Tauri shell + IPC new-things: Tauri 2, Tauri IPC docs/architecture/overview.md
Review engine (CLI agents) new-things: CLI-agent subprocess docs/architecture/overview.md
Evidence patterns new-things: ast-grep
Session indexing + usage telemetry telemetry-and-indexing (all) docs/development/performance.md
Provider quota cards telemetry-and-indexing: rolling windows
Synthetic user QA verification-and-judgment: synthetic QA docs/product/synthetic-user-qa.md
Audience validation / taste verification-and-judgment: pairwise judging, provenance, taste verdict openspec/specs/ (audience-validation, taste-verdict)
Fix attempts / sandbox verification-and-judgment: worktree isolation
Repo Unpacked new-things: outcome calibration docs/architecture/repo-unpacked.md
Benchmarking claims — (read the doc directly) docs/development/benchmark.md
Testing stacks verification-and-judgment: synthetic QA docs/development/testing.md
Release pipeline new-things: auto-updater, Actions chaining .github/workflows/*.yml comments
T-Rex PR watchers new-things: PR polling watchers
Work (conversation over local PTY execution) new-things: PTY-backed execution openspec/specs/agent-panel/
Landing / discoverability new-things: GEO LANDING_STANDARD.md (fleet root)

Update rule: when a change introduces a concept with a non-obvious gotcha, add one entry to the matching page (or a new page past ~300 lines) and a row here. Don’t re-explain what a linked source already explains.

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