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Author: teliaz

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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:

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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

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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

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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

Cat Links Software Engineering

API Versioning Without Tears: Sunset Headers, Major Versions, and a Go Implementation

Posted on October 14, 2026October 15, 2026 teliaz

Sooner or later every API team hits the wall: a client depends on behavior you need to change. The field

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Cat Links AI News

RAG Chunking Is Not Settled: What Token-Level Evaluations Actually Show

Posted on October 14, 2026 teliaz

Every RAG pipeline starts with the same piece of code: split documents into chunks, embed them, store them. It looks

Continue readingRAG Chunking Is Not Settled: What Token-Level Evaluations Actually Show

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