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News
LLM Discussions (02): Train-time Vs. Test-time Compute
3+ hour, 48+ min ago (155+ words) Small Models with Deep Thinking Out-perform Frontier Models — But How? If this is the first story you have come across in our LLM Discussions …...
The database connection pool was configured with 50 connections, so why did the 20th request time…
6+ hour, 23+ min ago (30+ words) The database connection pool was configured with 50 connections, so why did the 20th request time out? Understanding how parallel database queries inside a single HTTP request can exhaust your …...
Our users’ phones were the backup: rebuilding a lost database from app caches
7+ hour, 10+ min ago (223+ words) How expired cache entries on readers’ devices, server logs, and a year-old dump were merged back into MongoDB without …...
7 numbers from 8.1 million pull requests that explain why your team feels slower
7+ hour, 58+ min ago (32+ words) LinearB benchmarked 8.1 million PRs across 4,800 organizations in 42 countries. I review code for less experienced …...
The Go context.Context Trick That Saved My Service From Crashing 💥
7+ hour, 54+ min ago (29+ words) Okay, picture this: you’re staring at your production dashboards, and your core service — the one everyone depends on — is …...
IEnumerable vs. IQueryable in C#
8+ hour, 13+ min ago (429+ words) This distinction sounds simple stated this way, but it has real, concrete consequences for where computation happens, how much data crosses the network, what C# expressions are even legal to write, and a specific, common class of bug that this…...
KV Cache, Prefix Caching, Prompt Caching, and Semantic Caching — Four Cache Layers in LLMs
10+ hour, 4+ min ago (25+ words) KV cache, prefix caching, prompt caching, and semantic caching are four different mechanisms. Three cost you time and money. The fourth lies with a 200....
# What Survives Close()? Tracing Shutdown Through an Unfamiliar Go Codebase
11+ hour, 3+ min ago (1303+ words) *How I used GoLand, Codex, and deterministic tests to understand the lifecycle of a pub/sub RPC client.* ## 1. Start With a …...
Tokenization Is Not a Preprocessing Step. It’s a System Design Decision.
11+ hour, 9+ min ago (281+ words) Introduction At some point almost every LLM engineer hits one of these: A “128k context window” model runs out of …...
Django Project vs App: What’s the Difference?
10+ hour, 2+ min ago (707+ words) When I first started working with Django, one thing that took me a while to understand was the difference between a Django project and a Django app …...