-LoopOver is a deterministic control plane for Gittensor OSS contribution work.
+Software delivery is a pipeline. LoopOver makes it a loop: agents write, agents review, agents merge — and every outcome trains the next pass. Any GitHub repo, both sides of the lifecycle.
+
+- **For maintainers (self-hosted):** an autonomous review agent works the PR queue end-to-end — AI review grounded in finished CI status, full post-change file content, and codebase RAG — then gates, approves, requests changes, merges, or closes on its own, governed by dry-run / pause / freeze / kill-switch controls.
+- **For contributors:** the [`@loopover/mcp`](https://www.npmjs.com/package/@loopover/mcp) copilot brings predicted gate verdicts, branch preflight, duplicate detection, and cross-repo opportunity discovery into your own AI harness; the autonomous miner runtime (`@loopover/miner`) runs unattended across a fleet of repos, respecting each target repo's `.loopover-miner.yml` goal spec.
+- **With proof:** merge/close decisions are outcome-confirmed (merged / reopened / reverted), published with coverage and confidence intervals on the live [fairness report](https://loopover.ai/fairness), and backed by a certified close-precision guarantee that self-tightens as data grows. The backtest corpus behind the published numbers is checksummed and [replayable by anyone](https://loopover.ai/docs/verify-this-review).
+- **Gittensor-native intelligence built in:** for Bittensor SN74 miners the same engine adds scoreability previews, registry economics, and the cross-repo duplicate graph — while keeping wallet, hotkey, and raw trust-score context out of public GitHub output.
-It helps contributors plan cleaner work, helps maintainers review with less public noise, and keeps private scoring, wallet, hotkey, and reviewability context out of public GitHub output.
+Self-hosting the whole stack is the path available today — and it doubles as the trust story: audit the algorithm, run it on your own infra, replay the published numbers yourself. A hosted plane is in open development on the public milestones (ORB Cloud Readiness, Rent-a-Loop): rentable, metered loops you point at a repo — and, further out, at nothing more than an idea.
-It is also the single converged home of the native review system; the legacy separate reviewbot repo/runtime is not part of the active architecture described here.
+It is the single converged home of the native review system; the legacy separate reviewbot repo/runtime is not part of the active architecture described here.
-It is not a Gittensor explorer, public leaderboard, reward-farming bot, wallet dashboard, or autonomous PR agent.
+It is not a Gittensor explorer, public leaderboard, reward-farming bot, or wallet dashboard.
## Privacy Boundary
@@ -71,24 +79,24 @@ See [Tuning your reviews](https://loopover.ai/docs/tuning) for the full flag, se
## Start Here
-| Audience | Start | Useful next links |
-| ------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| Miners and contributors | [Quickstart](https://loopover.ai/docs/quickstart) | [MCP client setup](https://loopover.ai/docs/mcp-clients), [Miner workflow](https://loopover.ai/docs/miner-workflow), [Scoreability](https://loopover.ai/docs/scoreability) |
-| Maintainers | [GitHub App](https://loopover.ai/docs/github-app) | [Maintainer workflow](https://loopover.ai/docs/maintainer-workflow), [Self-host reviews](https://loopover.ai/docs/maintainer-self-hosting), [Privacy and security](https://loopover.ai/docs/privacy-security) |
-| Repo owners and operators | [Beta onboarding](https://loopover.ai/docs/beta-onboarding) | [Upstream drift](https://loopover.ai/docs/upstream-drift), [Troubleshooting](https://loopover.ai/docs/troubleshooting), [Roadmap](https://loopover.ai/roadmap) |
-| Agent authors | [Agents](https://loopover.ai/agents) | [API browser](https://loopover.ai/api), [MCP client setup](https://loopover.ai/docs/mcp-clients) |
+| Audience | Start | Useful next links |
+| ------------------------- | ----------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| Miners and contributors | [Quickstart](https://loopover.ai/docs/quickstart) | [MCP client setup](https://loopover.ai/docs/mcp-clients), [Miner workflow](https://loopover.ai/docs/miner-workflow), [Scoreability](https://loopover.ai/docs/scoreability) |
+| Maintainers | [GitHub App](https://loopover.ai/docs/github-app) | [Maintainer workflow](https://loopover.ai/docs/maintainer-workflow), [Self-host reviews](https://loopover.ai/docs/maintainer-self-hosting), [Privacy and security](https://loopover.ai/docs/privacy-security) |
+| Repo owners and operators | [Beta onboarding](https://loopover.ai/docs/beta-onboarding) | [Upstream drift](https://loopover.ai/docs/upstream-drift), [Troubleshooting](https://loopover.ai/docs/troubleshooting), [Roadmap](https://loopover.ai/roadmap) |
+| Agent authors | [Agents](https://loopover.ai/agents) | [API browser](https://loopover.ai/api), [MCP client setup](https://loopover.ai/docs/mcp-clients) |
## Surfaces
-| Surface | Link |
-| ----------------- | ---------------------------------------------------------------------------------------------------------------------------------- |
-| Website | [loopover.ai](https://loopover.ai/) |
-| Docs | [loopover.ai/docs](https://loopover.ai/docs) |
-| MCP package | [@loopover/mcp](https://www.npmjs.com/package/@loopover/mcp) |
-| Engine package | [`@loopover/engine`](packages/loopover-engine/README.md) — shared deterministic logic for the review stack and miner |
-| Miner package | [`@loopover/miner`](packages/loopover-miner/README.md) — local foundation CLI for the autonomous miner runtime |
-| API | [API browser](https://loopover.ai/api) and [OpenAPI JSON](https://api.loopover.ai/openapi.json) |
-| GitHub App | [Setup docs](https://loopover.ai/docs/github-app) — self-hosting is the only currently available path |
+| Surface | Link |
+| -------------- | -------------------------------------------------------------------------------------------------------------------- |
+| Website | [loopover.ai](https://loopover.ai/) |
+| Docs | [loopover.ai/docs](https://loopover.ai/docs) |
+| MCP package | [@loopover/mcp](https://www.npmjs.com/package/@loopover/mcp) |
+| Engine package | [`@loopover/engine`](packages/loopover-engine/README.md) — shared deterministic logic for the review stack and miner |
+| Miner package | [`@loopover/miner`](packages/loopover-miner/README.md) — local foundation CLI for the autonomous miner runtime |
+| API | [API browser](https://loopover.ai/api) and [OpenAPI JSON](https://api.loopover.ai/openapi.json) |
+| GitHub App | [Setup docs](https://loopover.ai/docs/github-app) — self-hosting is the only currently available path |
## MCP Install
diff --git a/apps/loopover-ui/content/docs/beta-onboarding.mdx b/apps/loopover-ui/content/docs/beta-onboarding.mdx
index 6d947944b7..f491a8b01a 100644
--- a/apps/loopover-ui/content/docs/beta-onboarding.mdx
+++ b/apps/loopover-ui/content/docs/beta-onboarding.mdx
@@ -5,11 +5,12 @@ eyebrow: Get started
---
- **Product positioning.** LoopOver is a deterministic base-agent and control-plane layer for the
- Gittensor ecosystem. It is [jsonbored/loopover](https://github.com/jsonbored/loopover),
- independent of [entrius/gittensor](https://github.com/entrius/gittensor). Use it to plan work,
- preflight branches, and keep GitHub review surfaces quiet — not as an official Gittensor frontend,
- wallet UI, or payout dashboard.
+ **Product positioning.** LoopOver is an agent stack for both sides of the pull request on any
+ GitHub repo, with Gittensor-native intelligence built in. It is
+ [jsonbored/loopover](https://github.com/jsonbored/loopover), independent of
+ [entrius/gittensor](https://github.com/entrius/gittensor). Use it to plan work, preflight
+ branches, and keep GitHub review surfaces quiet — not as an official Gittensor frontend, wallet
+ UI, or payout dashboard.
## Miner journey
diff --git a/apps/loopover-ui/content/docs/upstream-drift.mdx b/apps/loopover-ui/content/docs/upstream-drift.mdx
index d49504796a..7a7bed71c9 100644
--- a/apps/loopover-ui/content/docs/upstream-drift.mdx
+++ b/apps/loopover-ui/content/docs/upstream-drift.mdx
@@ -11,9 +11,9 @@ LoopOver stores versioned snapshots of the Gittensor source and ruleset from
without re-deriving the whole world.
- **Upstream relationship.** `entrius/gittensor` is the upstream project LoopOver analyzes. LoopOver
- is [jsonbored/loopover](https://github.com/jsonbored/loopover) — an independent base-agent layer
- for the Gittensor ecosystem, not affiliated with the official subnet.
+ **Upstream relationship.** `entrius/gittensor` is the upstream project LoopOver's Gittensor-native
+ intelligence analyzes. LoopOver is [jsonbored/loopover](https://github.com/jsonbored/loopover) —
+ an independent project, not affiliated with the official subnet.
## Signal fidelity vs readiness
diff --git a/apps/loopover-ui/src/components/site/site-footer.tsx b/apps/loopover-ui/src/components/site/site-footer.tsx
index c2ca8a4d31..2cd1d1aee4 100644
--- a/apps/loopover-ui/src/components/site/site-footer.tsx
+++ b/apps/loopover-ui/src/components/site/site-footer.tsx
@@ -60,8 +60,9 @@ export function SiteFooter() {
ittensory
- Deterministic base-agent layer for Gittensor OSS contribution mining. Built for the
- Gittensor ecosystem — not affiliated with the official subnet.
+ Closed loop, open receipts — agents write, review, and merge, and every outcome trains
+ the next pass. Gittensor-native intelligence included; not affiliated with the official
+ subnet.