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Author: teliaz

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GOGC, GOMEMLIMIT, and the Write Barrier: How the Go Garbage Collector Really Paces Itself

Posted on October 20, 2026 teliaz

Ask most Go developers how the garbage collector works and you’ll get one of two answers: “it’s concurrent and low-pause”

Continue readingGOGC, GOMEMLIMIT, and the Write Barrier: How the Go Garbage Collector Really Paces Itself

Cat Links Software Engineering

Your Dependency Tree Is an Attack Surface: Supply Chain Defense for npm and PyPI in 2026

Posted on October 20, 2026October 21, 2026 teliaz

Every `npm install` is an act of trust. You are executing code written by strangers, versioned by strangers, published through

Continue readingYour Dependency Tree Is an Attack Surface: Supply Chain Defense for npm and PyPI in 2026

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 AI News

The KV Cache: Why LLM Serving Is a Memory Problem

Posted on October 19, 2026 teliaz

Every LLM serving stack lives or dies by one data structure most developers never see: the KV cache. It is

Continue readingThe KV Cache: Why LLM Serving Is a Memory Problem

Cat Links Software Engineering

Distributed Rate Limiting in Go: Token Buckets, Redis, and the Fail-Open Decision

Posted on October 18, 2026October 19, 2026 teliaz

Rate limiting looks like a solved problem until the day your API runs on more than one machine. The in-memory

Continue readingDistributed Rate Limiting in Go: Token Buckets, Redis, and the Fail-Open Decision

Cat Links AI News

Inside Mixture-of-Experts: Routing, Load Balancing, and Why 671B Parameters Cost 37B

Posted on October 18, 2026October 19, 2026 teliaz

Every modern large language model you use is almost certainly a Mixture-of-Experts model. Mixtral, DeepSeek-V3, GPT-OSS, the latest Kimi and

Continue readingInside Mixture-of-Experts: Routing, Load Balancing, and Why 671B Parameters Cost 37B

Cat Links Software Engineering

The Transactional Outbox in Go: Reliable Event Publishing Without Distributed Transactions

Posted on October 16, 2026October 18, 2026 teliaz

Here is one of the oldest bugs in distributed systems, still shipping to production every week: a service commits a

Continue readingThe Transactional Outbox in Go: Reliable Event Publishing Without Distributed Transactions

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

Mutation Testing in 2026: Stop Trusting Coverage, Start Killing Mutants

Posted on October 16, 2026 teliaz

Every test suite has a hidden layer of confidence that coverage numbers never touch. A line can be executed by

Continue readingMutation Testing in 2026: Stop Trusting Coverage, Start Killing Mutants

Cat Links AI News

Thinking Inertia: Why LLMs Don’t Stop Reasoning When You Tell Them To

Posted on October 16, 2026 teliaz

Most teams treat “thinking mode” as a switch. Turn it on and the model reasons through the problem step by

Continue readingThinking Inertia: Why LLMs Don’t Stop Reasoning When You Tell Them To

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