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Cat Links Software Engineering

Pagination That Doesn’t Fall Apart at Page 50,000: Keyset Cursors Done Right

Posted on October 27, 2026 teliaz

Almost every API starts its pagination life with LIMIT 20 OFFSET 40. It’s the pattern every ORM hands you, it

Continue readingPagination That Doesn’t Fall Apart at Page 50,000: Keyset Cursors Done Right

Cat Links AI News

Speculative Decoding: The Math, the Drafters, and When the Bet Pays Off

Posted on October 27, 2026 teliaz

Every token an LLM emits costs a full forward pass. The GPU reads hundreds of gigabytes of weights, computes one

Continue readingSpeculative Decoding: The Math, the Drafters, and When the Bet Pays Off

Cat Links Software Engineering

Reading EXPLAIN ANALYZE Like a Planner: A PostgreSQL Field Guide

Posted on October 19, 2026 teliaz

A slow query arrives. Someone runs EXPLAIN ANALYZE, pastes the output into a search engine, and a verdict comes back:

Continue readingReading EXPLAIN ANALYZE Like a Planner: A PostgreSQL Field Guide

Cat Links Software Engineering

PostgreSQL Connection Pooling in Go: Sizing pgxpool, Reading Its Stats, and When PgBouncer Earns Its Keep

Posted on October 16, 2026October 18, 2026 teliaz

Every Go service that talks to PostgreSQL ends up managing a pool of database connections, and almost every team gets

Continue readingPostgreSQL Connection Pooling in Go: Sizing pgxpool, Reading Its Stats, and When PgBouncer Earns Its Keep

Cat Links Software Engineering

PostgreSQL MVCC in Production: Dead Tuples, Autovacuum, and the Bloat-Wraparound Trade

Posted on October 13, 2026 teliaz

Ask a PostgreSQL database administrator what kills databases in production and you’ll hear about wraparound — the event where a

Continue readingPostgreSQL MVCC in Production: Dead Tuples, Autovacuum, and the Bloat-Wraparound Trade

Cat Links Software Engineering

Tokio Internals: Cooperative Budgets, Wakers, and the Polling Policies That Keep Tasks Fair

Posted on October 13, 2026October 14, 2026 teliaz

Every Tokio application eventually meets the same mystery: a task that looks harmless in code review brings an entire runtime

Continue readingTokio Internals: Cooperative Budgets, Wakers, and the Polling Policies That Keep Tasks Fair

Cat Links AI News

The Definitive Guide to Local LLM Inference on Mac: Why Your Machine Is Slow and the Six Fixes That Work

Posted on October 13, 2026 teliaz

Every Mac owner who has run a local LLM knows the feeling: the model downloads fine, the first answer looks

Continue readingThe Definitive Guide to Local LLM Inference on Mac: Why Your Machine Is Slow and the Six Fixes That Work

Cat Links Software Engineering

Inside the Event Loop: epoll, kqueue, and io_uring — Why Your Runtime Still Uses Readiness Notifications

Posted on October 11, 2026October 12, 2026 teliaz

Every high-concurrency server you have ever deployed eventually bottoms out at the same place: a call that says “tell me

Continue readingInside the Event Loop: epoll, kqueue, and io_uring — Why Your Runtime Still Uses Readiness Notifications

Cat Links Software Engineering

Inside the Go Scheduler: G, M, P, Work Stealing, and Why Goroutines Block Cheaply

Posted on October 9, 2026 teliaz

Every Go program you have ever shipped is a swarm of goroutines multiplexed onto a handful of operating system threads.

Continue readingInside the Go Scheduler: G, M, P, Work Stealing, and Why Goroutines Block Cheaply

Cat Links Software Engineering

Connection Pool Sizing: The Math That Says Fewer, Not More

Posted on October 5, 2026 teliaz

Every team seems to arrive at the same configuration at some point: the database feels slow, someone searches for a

Continue readingConnection Pool Sizing: The Math That Says Fewer, Not More

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