R&D · TRACK 04 / 05 · Shipped

Look it up,no key required.

How IMURUN looks things up on the web from your machine. What reaches the model is cleaned, ranked passages with numbered sources, not raw search snippets.

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What it does.
One system.

SOURCES · LIVE

Search only when needed

Greetings, code and maths never trigger a search. A short planning step decides when the web actually matters.

PRE-FILTER

Free sources first

Wikipedia, news feeds, package registries and public meta-search, with no API key. Your own key is used first if you add one.

NO KEY

Clean pages

The best results are fetched in parallel and reduced to their main content, with size and time limits on every page.

MAIN TEXT

Ranked and cited

Passages are de-duplicated and ranked for relevance, trust and freshness, then handed over with numbered sources.

BM25 + TRUST

How it works

How it works.

Step 1

Plan

Decide whether to search and write the queries.

Step 2

Search

Query several sources at once, inside a deadline.

Step 3

Read

Fetch the best pages and extract their main text.

Step 4

Rank

Select the passages that answer the question, with sources.

Spec sheet.

01 / 05

API key

API key.

Not required; optional keys are used first

API key
Not required; optional keys are used first
Sources
Wikipedia, news feeds, registries, public meta-search
Pages read
Best results, one per domain, in parallel
Ranking
BM25 with entity, trust and freshness signals
Output
Passages with numbered sources for the answer

In short.
Web research.

Decides per message whether a search is needed at all

Several free sources searched in parallel under a deadline

Pages cleaned and ranked before the model sees them

FROM IDEA TO RELEASE

Builders, not managers.

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