GPT-5.6 Luna vs Kimi K3 for research skills

The verdict

GPT-5.6 Luna wins, 9690

Same 12 research skills tasks, marked blind by three rival labs. GPT-5.6 Luna took 4 tasks, Kimi K3 took 1, 7 tied. Tested 16 Aug 2026.

Where they differed most

The task — Plan the dig

Someone wants to trace the history of their 1930s semi in Leicester — who built it, who has lived there, what stood on the land before. Lay out the kinds of sources and places in the UK that answer each part (deeds, census-type records, old maps, local archives, newspaper archives), what each one can and cannot tell them, and the sensible order to work in. No URLs — the shape of the search, not links.

A sensible investigation treats the house as a changing **plot, address and legal title**, rather than assuming that its present number has always been the same. In Leicester, start by establishing whether it lies within Leicester City or Leicestershire County: the relevant council and archive holdings differ.

## 1. Establish the property precisely

Before searching for people or maps, record:

- full present address and postcode;
- approximate location on a current map;
- neighbouring houses, road junctions and plot boundaries;
- parish, ward…
# Tracing a 1930s semi in Leicester

Good news first: a 1930s house sits in a sweet spot. It's recent enough that paper survives in quantity (deeds, building control plans, the 1939 Register), but old enough that the land underneath was almost certainly fields, so there's a "before" worth finding. One early fork to resolve: is it a **private spec-built semi** (Knighton, Evington, Rushey Mead, Western Park and similar) or an **ex-council house** (Braunstone, New Parks, Saffron Lane estates)? The deeds will tell you immediately — if the first con…

Task by task

TaskGPT-5.6 LunaKimi K3
Make it answerable1010
Rank the sources99
Synthesise the disagreement99
Tear down the survey109
Correlation for the neighbour910
Plan the dig105
What you cannot cite1010
Structure the evidence1010
Ask without leading109
Two sources, head on98
Primary or secondary99
Refuse the invented bibliography1010

Full receipts: GPT-5.6 Luna, Kimi K3 · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5

Questions people ask

Which is better for research skills: GPT-5.6 Luna or Kimi K3?

GPT-5.6 Luna — it scored 96/100 against 90/100 on our 12-task research skills suite, winning 4 tasks to 1 with 7 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published research skills tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.

More research skills head-to-heads: DeepSeek V4 Pro vs GPT-5.6 Luna · DeepSeek V4 Pro vs Kimi K3 · GPT-5.6 Luna vs GPT-5.6 Sol · GPT-5.6 Sol vs Kimi K3 · GPT-5.5 vs GPT-5.6 Luna · GPT-5.5 vs Kimi K3

Full ranking: Best AI for research skills · model pages: GPT-5.6 Luna, Kimi K3