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Author: teliaz

Cat Links Software Engineering

JWT Security Pitfalls: Algorithm Confusion, Header Injection, and the Claims Everyone Forgets to Check

Posted on September 14, 2026 teliaz

JWTs are everywhere because they solve an ugly problem: how does a stateless service know who’s calling without a database

Continue readingJWT Security Pitfalls: Algorithm Confusion, Header Injection, and the Claims Everyone Forgets to Check

Cat Links Software Engineering

PostgreSQL Connection Pooling: Session vs Transaction Mode, PgBouncer, and How to Size It

Posted on September 14, 2026September 15, 2026 teliaz

Every PostgreSQL backend process is a full Unix process with its own megabytes of memory. That design choice buys you

Continue readingPostgreSQL Connection Pooling: Session vs Transaction Mode, PgBouncer, and How to Size It

Cat Links AI News

PagedAttention and the KV Cache: How OS Paging Explains Modern LLM Serving

Posted on September 13, 2026September 14, 2026 teliaz

When an LLM serves a 2,000-token response to a prompt of 10,000 tokens, it does something that looks absurd from

Continue readingPagedAttention and the KV Cache: How OS Paging Explains Modern LLM Serving

Cat Links Software Engineering

Prometheus Metric Cardinality: How Explosions Happen and the Five Controls That Stop Them

Posted on September 13, 2026September 14, 2026 teliaz

Every Prometheus failure I’ve seen in production started the same way: someone added a label. A user ID on a

Continue readingPrometheus Metric Cardinality: How Explosions Happen and the Five Controls That Stop Them

Cat Links AI News

RAG Chunking Strategies in 2026: What the Benchmarks Actually Show

Posted on September 12, 2026 teliaz

Every RAG system has two halves: a retriever that decides which text the model sees, and a generator that answers

Continue readingRAG Chunking Strategies in 2026: What the Benchmarks Actually Show

Cat Links Software Engineering

Structured Logging in Go: slog, OpenTelemetry, and the Fields That Matter in Production

Posted on September 12, 2026 teliaz

At 02:14 on a Sunday, an alert fires: payment success rate dropped four percent. You run kubectl logs across a

Continue readingStructured Logging in Go: slog, OpenTelemetry, and the Fields That Matter in Production

Cat Links Software Engineering

gRPC Server Reflection in Production: Gate It, and Use Health Checks Instead

Posted on September 11, 2026 teliaz

Here is a debugging story that repeats across every gRPC team. A developer runs grpcurl -plaintext localhost:50051 list against a

Continue readinggRPC Server Reflection in Production: Gate It, and Use Health Checks Instead

Cat Links Software Engineering

LLM Routing and Cascading: Send Every Query to the Cheapest Model That Can Handle It

Posted on September 11, 2026September 12, 2026 teliaz

If you run a large language model behind a product, you have probably internalized an uncomfortable trade-off. The big frontier

Continue readingLLM Routing and Cascading: Send Every Query to the Cheapest Model That Can Handle It

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 AI News

LLM Quantization Explained: GPTQ, AWQ, GGUF, and When Each One Wins

Posted on September 10, 2026September 11, 2026 teliaz

Serving a 7B model in fp16 takes roughly 14 GB of VRAM. A 70B model takes around 140 GB —

Continue readingLLM Quantization Explained: GPTQ, AWQ, GGUF, and When Each One Wins

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