Every insight needs a source.

An evidence ledger, an operator console and a read-only bridge to AI agents.

Discipline: Digital products
Scope: Product direction, workflow design and AI-assisted implementation
Collection: Archive project / 2026

THE PROJECT SOUNDTRACKChameleonHerbie Hancock · 1973

Different signals, a consistent underlying groove.

Listen in full ↗

Architecture diagram based on the existing Reddit Intelligence documentation; not a product screenshot. Portfolio illustration based on existing project documentation.

The starting
point.

Reddit Intelligence turns community conversations into traceable market signals. The existing project was developed for iGaming market research. This portfolio presents its software architecture and documented deliverables, without client records or marketing performance claims.

The challenge

Keep the connection between a source conversation, an interpretation and its delivery intact across several systems. A statement should remain traceable when it moves from the console to a CRM or an AI assistant.

Decisions
that shape it.

Evidence stays attached

The documented data model connects insights to an evidence ledger. Source links come from stored records, and quoted passages are checked against the original payload.

One API, several interfaces

The FastAPI service is the core. An operator console, a client portal and a read-only MCP interface provide different ways to access the same system.

Separate implementation from deployment

The README distinguishes the Railway daily collector from the legacy ARQ worker retained in the repository. A component’s presence in source code is not presented as proof that it is running.

The screenshot above is the selected visual record. Explore the implementation through the repositories listed below.

What
took shape.

The existing source includes the operator console, client portal, read-only MCP server and measurement-engine documentation. A production setup is documented as verified on September 21, 2026. This case is a source-based architectural overview; it does not repeat that operational verification.

Operator console
Client portal
Read-only MCP interface
Evidence-ledger architecture
Measurement-engine documentation

Download case selection ↓

Status and next steps

The repository remains private. Current service availability, security controls and integrations have not been re-tested for this case. Client names, dashboards, credentials, conversations and datasets are excluded. The diagram is a portfolio illustration of documented architecture, not a screenshot or a new production feature.

Production credits

Personal project developed with AI assistance. The source documents Claude worktrees and an Anthropic integration; that does not establish exclusive authorship or prove current operation. Portfolio diagram and curation by Codex under the owner’s direction.

KEEP EXPLORING / 07

CalculoBR