Thoughts & Observations

Notes

Short, informal pieces on frontend architecture, engineering craft, and systems thinking.

The CAP-Adjacent Trade-off Behind Optimistic UI

Optimistic UI chooses availability of the interface over immediate consistency with the server. The load-bearing assumption: the server is canonical, the client is a draft.

frontendarchitectureoptimistic updatesCAP theoremdistributed systems

Pessimistic Locking, Optimistic Concurrency, and Last-Write-Wins

Concurrency control is about one question: what should the system assume when two actors might change the same thing? Pessimistic, optimistic, and last-write-wins offer three different answers.

concurrencydistributed systemsarchitecturedatabasessystems

Ways to Handle Editing Conflicts

Three strategies for managing concurrent edits: pessimistic locking, last-write-wins, and optimistic concurrency control.

concurrencycollaborationsystems

Optimistic Updates

Optimistic updates show results immediately before the server confirms — a latency-hiding technique, not a safety mechanism.

concurrencycollaborationsystems

Presence Awareness

Presence shows who is here and what they are doing — but it is a courtesy layer, not a data-integrity mechanism.

concurrencycollaborationsystems

Two Racing Optimistic Updates from the Same Client

When two mutations race from the same client, resolving by response arrival order instead of user intent order produces the classic optimistic update bug.

frontendarchitectureoptimistic updatesstate managementrace conditions

Restoring Full UI State on Rollback, Not Just Data

Optimistic rollback must restore both the data model AND the user's interaction context — focus, scroll, selection — or the user pays the recovery cost.

frontendarchitectureuxoptimistic updatesstate management

Thinking in Systems

Notes on applying systems thinking to frontend architecture — feedback loops, stocks and flows, and leverage points.

architecturesystems

On Leverage

Short notes on finding the highest-leverage activities as an engineer.

engineeringcraft

The Frontend Complexity Trap

Why frontend codebases get complex faster than backend ones, and what to do about it.

frontendarchitecture