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Design retrieval-augmented generation systems with chunking, ranking, citation, and context-budget discipline that hold up in production.

Plan premium motion and UI polish upgrades without mutating code prematurely.

Design hard prompt boundaries, tool gating, and context sanitization so indirect prompt injection has fewer places to land.

Embed privacy-first product patterns with data minimization, retention controls, and defensible deletion workflows.

Shape technical project narratives into funder-ready proposals with budget logic, impact framing, and realistic milestones.

Plan premium motion and UI polish upgrades without mutating code prematurely.

Design hard prompt boundaries, tool gating, and context sanitization so indirect prompt injection has fewer places to land.

Shape approvals, status surfaces, and human handoff moments so advanced agent workflows stay legible and trustworthy.

Allocate work across local, cloud, and premium models so teams maximize capability coverage per dollar and per latency budget.

Compare two API or schema revisions and surface behavioral breakage, migration steps, and compatibility risk.

Reshape sprawling repositories and briefs into stable context lanes, memory checkpoints, and retrieval boundaries for long-horizon agent work.