HoyoAI
Governed AI for software delivery and GitOps
Governed AI for software delivery and GitOps.
Discuss a projectWhat it is
HoyoAI binds automation to immutable inputs, repository policy, isolated credentials, deterministic validation, and human-owned delivery boundaries. Its reviewer analyses exact code revisions today while the broader GitOps change platform develops behind fail-closed controls.
The product has two materially different maturity layers. Hoyo Reviewer is a working governed pull-request reviewer for private trusted runners. The wider GitOps agent is a modular Go foundation whose external writes and production model path are currently disabled or incomplete.
Capabilities
Hoyo Reviewer — available
CLI and signed-webhook operation on a private trusted runner, review of exact pull-request commits, repository-specific policy and skill loading, structured findings with validated comment-level inline output, durable jobs, retries, and review artifacts.
Evaluation and feedback
Offline scoring, feedback, and evaluation workflows, plus a local mode that runs without repository credentials and produces deliberately non-postable output.
Delivery boundaries
Typed intent and deterministic routing and policy, immutable repository context and allowlists, an explicit Git, human, and GitOps boundary, and no execution of target-repository code.
GitOps foundation — in development
A Go modular monolith with bounded review, GitOps change, onboarding, and SRE capabilities, a filesystem spool for durable coordination, and a provider-neutral isolated model-runner foundation.
Who it is for
- Platform and delivery engineering teams.
- Engineering leaders responsible for review consistency and change control.
- Teams operating private or restricted build infrastructure.
These are supported personas and designed audiences, not evidence of current customers.
Technical proof
- Review is bound to exact pull-request commits, so findings reference an immutable revision.
- Repository policy and skills are loaded per repository rather than applied globally.
- A read-only Go operations interface protected through its intended OAuth boundary.
- Release provenance and artifact verification controls.
- No merge, deploy, rollback, secret management, or direct cluster mutation.
- No Kafka, Redis, or PostgreSQL dependency at this stage: durable coordination uses a filesystem spool.
Availability and scope
Hoyo Reviewer is a working reviewer available under controlled or internal availability, tagged through v0.19.4 with a passing test suite. The wider HoyoAI core is in active development at version 0.8.0 and should be treated as private preview.
Current limitations
- HoyoAI is not an autonomous production operator and not a general-purpose infrastructure-as-code generator.
- There is no automatic fix, merge, approval, deployment, or rollback, and no direct cluster or cloud mutation.
- Reviewer code has not yet been imported into the wider platform: the migration is accepted architecturally but not executed.
- GitOps Change, Onboarding, and SRE are not executable end-to-end capabilities.
- The isolated model runner exists but is disabled. No production model configuration or credentials are supplied, and no production caller invokes that path.
- Subscription and provider adapters are absent, and no external write path is enabled.
- It is not multi-tenant SaaS and not a horizontally scaled control plane.
- No high-recall coverage claim is made across an organisation, and reviewer and GitOps workflows are not unified today.