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Tag: performance

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

Cat Links Software Engineering

MHA, MQA, GQA, MLA: The KV-Cache Trade-offs Behind Every Modern Transformer

Posted on October 1, 2026October 2, 2026 teliaz

Ask someone to sketch a transformer on a whiteboard and they’ll draw the 2017 version: softmax attention over every pair

Continue readingMHA, MQA, GQA, MLA: The KV-Cache Trade-offs Behind Every Modern Transformer

Cat Links Software Engineering

Reading EXPLAIN Like a Planner: Debugging Slow Queries in PostgreSQL

Posted on September 30, 2026October 1, 2026 teliaz

# POST 2: Reading EXPLAIN A query that ran in 20 milliseconds yesterday takes 40 seconds today. Nothing in the

Continue readingReading EXPLAIN Like a Planner: Debugging Slow Queries in PostgreSQL

Cat Links Software Engineering

Five Code Gems From Quake, Redis, Linux, Python, and SQLite — and What They Teach

Posted on September 24, 2026 teliaz

Some code teaches you an algorithm. Some code teaches you a way of thinking. The snippets below are in the

Continue readingFive Code Gems From Quake, Redis, Linux, Python, and SQLite — and What They Teach

Cat Links Software Engineering

Load Balancing Beyond Round Robin: Least Outstanding Requests and Consistent Hashing

Posted on September 20, 2026 teliaz

Here is a failure mode that shows up in every system with more than two backends: round robin distributes requests

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Cat Links AI News

Speculative Decoding Explained: How EAGLE-3 Makes LLMs 2-3x Faster Without Changing Outputs

Posted on September 17, 2026September 17, 2026 teliaz

Autoregressive decoding is the reason large language models feel slow: every token is generated by a full forward pass, and

Continue readingSpeculative Decoding Explained: How EAGLE-3 Makes LLMs 2-3x Faster Without Changing Outputs

Cat Links Software Engineering

Zero-Downtime Schema Migrations in PostgreSQL: Expand-Contract, Lock Timeouts, and Safe ALTER TABLE

Posted on September 17, 2026September 20, 2026 teliaz

PostgreSQL takes an ACCESS EXCLUSIVE lock for most ALTER TABLE operations. That lock conflicts with everything — reads, writes, even

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Cat Links Software Engineering

MVCC and VACUUM in PostgreSQL: Dead Tuples, Autovacuum Tuning, and What PG18 Changed

Posted on September 10, 2026September 11, 2026 teliaz

Every UPDATE in PostgreSQL is secretly an INSERT-plus-a-tombstone. The old row version stays on disk, fully readable to any transaction

Continue readingMVCC and VACUUM in PostgreSQL: Dead Tuples, Autovacuum Tuning, and What PG18 Changed

Cat Links Software Engineering

epoll Under the Hood: How Linux Event Loops Actually Work

Posted on September 9, 2026 teliaz

Every high-concurrency network server on Linux eventually converges on the same bottleneck: not CPU, not memory, but the question of

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Cat Links Software Engineering

Go Memory Management Under the Hood: Allocator, Stacks, Escape Analysis, and GC

Posted on September 8, 2026 teliaz

Every go process you ship is quietly running a second program: the garbage collector. It shares your heap, pauses your

Continue readingGo Memory Management Under the Hood: Allocator, Stacks, Escape Analysis, and GC

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