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We Asked 3 VTubers to Test Local LLMs Live - Here's What Broke First

VRAM, quant levels, and prompt fails: quoted with permission from local-LLM VTuber testers, with embeds and links back.

No, Britain Is Not the "Rape Capital" - Here's What the Viral Posts Leave Out

Viral maps rank the UK top for rape. But reporting rules, definitions and survey methods differ wildly by country. Here is the full data.

Rent Free Desk•18 Sept•4 min

Reality Check

Sweden Crime Headlines vs Survey Data: Same Trap, New Flag

Police logs climb when rules widen. Victim surveys tell a flatter story. Here is how to check in four minutes.

Data Desk•17 Sept•4 min

Lab Tested

Ollama vs LM Studio on 16GB: What Stayed Stream-Safe With OBS Live

Same 13B quant, same prompts, avatar rig on. Tok per sec, stalls, and which tool I would trust on stream.

Lab Desk•16 Sept•4 min

By the Numbers

Finland #1 Happiest, Bangladesh Last? What That Ranking Actually Measures

The happiness ranking is not a beauty or worth contest. It is a 0-10 ladder survey + GDP, support, freedom, corruption. Both countries look different with full context.

Rent Free Desk•15 Sept•4 min

Countries

Dhaka Beyond the Rank: What Visitors Film When They Stay Past Day Two

River crossings at Sadarghat, late food streets in Lalbagh, startup floors in Banani - footage with dates and spots, not a thumbnail.

Field Notes•14 Sept•4 min

Countries

Helsinki in Winter: Why Trust Scores Run High and What Locals Add

Low graft perception and solid safety nets lift the ladder. Darkness, rents, and integration debates fill the rest.

Field Notes•13 Sept•4 min

By the Numbers

Safest Country Maps Go Viral Each Month. They Hide the Same Footnote.

Crowd clicks are not victim surveys. Numbeo vs Gallup vs UNODC in plain terms, plus a 30-second check.

Data Desk•12 Sept•4 min

By the Numbers

Best Passport Lists Count Differently. That Is the Whole Drop.

Henley counts visa-on-arrival one way, Arton another. A three-place slip is often a recount, not a policy shift.

Data Desk•11 Sept•4 min

By the Numbers

How to Read a Best-Worst Country List Without Getting Fooled

Sample, wording, timing, and who gains from your share. The five-point check our desk runs before we publish.

Rent Free Desk•10 Sept•4 min