The operational problem
Content recommendations arrived as large generated batches, while review decisions, revision reasons, production details, and outcomes needed to stay connected without changing the source research.
A mobile-first Que Media workspace that turns immutable research batches into review decisions, production plans, and an auditable idea history.
Why this system exists
Separating immutable source batches from append-only review events protects provenance while giving the team a focused daily interface for deciding what should move toward production.
Research producers create checksummed batches. Q Ideas projects them into a review model, stores pending decisions locally, and imports validated review or outcome events into an append-only log.
How the work moves
- Receive research batch
- Validate checksum and schema
- Project review queue
- Inspect idea and evidence
- Approve, revise, or reject
- Plan production
- Append outcome
- Refresh history
What shaped the solution
Original repository images contain internal client ideas.
The public portfolio must use synthetic records.
What I owned
Designed
Immutable batch, review-event, production-plan, and client-workspace model
Developed
Review queue, idea library, client views, detail pages, and mobile navigation
Integrated
Batch exporters, approval import, and append-only outcome events
Tested
Checksum validation, immutability, event routing, deduplication, and responsive UI
Where AI fits
Model or agent role
Upstream research agents can discover, analyze, adapt, score, and structure content ideas.
Structured contract
Agents return a versioned, checksummed batch rather than free-form state changes.
Deterministic safeguards
Strict schemas, confidence, evidence references, duplicate checks, and append-only events protect the decision boundary.
Human decision
A person decides approval, revision, rejection, filmed, scheduled, or published state.
Decisions that carried the work
Keep source and decision separate
Checksummed research batches remain immutable while append-only events record review and production state.
Verified outcome
One review queue across clients and batches.
Review and production state remains separate from immutable source research.
Desktop, tablet, and mobile layouts are implemented.
What I will not overclaim
Portfolio captures intercept the data request and supply fictional clients, ideas, and metrics while preserving the real interface.
Verified from the Q Ideas repository, product documentation, local runtime, tests, and synthetic capture script.