Turn screenshots and bug reports into routed RCA, code-level analysis, and GitHub actions without losing the execution trail.
Current Flow
RAG to OpenCode
Requests move from structuring into dedup, routing, RCA, and GitHub issue creation.
Primary Signal
Image Studio faults
The sandbox is wired to trigger real RCA paths from intentional runtime failures.
> intake saved to storage
> triage summary embedded for retrieval
> routing decision chooses opencode_rca
> github issue prepared from RCA result
Sandbox
Image Studio is the active failure surface.
The sandbox is a working image toolchain with intentional faults. When a request fails, the RCA pipeline captures the event, reads the repo, and pushes the result toward GitHub.
> image pipeline booted
> compression, resize, and pdf routes online
> intentional fault paths preserved for RCA validation
> errors routed into Mamba ingestion
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Core Technology Stack
A compact system of framework, storage, routing, and agentic infrastructure.
Next.js
Core Framework
FastAPI
Python Core
MongoDB
Vector Search
Cloudflare
R2 Storage
MCP
Model Context
LangGraph
Agentic Flow
OpenCode
RCA Agent
React
UI Core
Pipeline Architecture
FastAPI orchestration, Gemini structuring, MongoDB vector retrieval, and OpenCode RCA in one routed graph.
Observability
The dashboard is the operating surface.
Review request health, follow timeline progression, inspect GitHub outcomes, and track whether RCA output was actually produced.
Real-time tracing
Follow execution from multimodal ingestion through routing, RCA, and issue creation.
Dedup decisions
See exactly when the system reuses context instead of spending another full RCA cycle.
Code-level RCA
Review the OpenCode path that reads the repo, isolates failure points, and drafts fixes.
Artifact visibility
Track logs, inputs, outputs, and GitHub actions without exposing private storage directly.