Inference runtime ships new scheduler — vendors split on benchmark methodology.
Reliability · medium · 2 corroborating sources
AI research desk · Technical media teams
Nutgraf helps technical editors collect public sources, classify source strength, and prepare source-backed briefs.
It keeps claims and sources visible, so editors can see what is supported, what needs review, and what should not be published as fact.
No signup required.
Inference runtime ships new scheduler — vendors split on benchmark methodology.
Reliability · medium · 2 corroborating sources
"Throughput improved 3.2x vs. prior release."
The inference layer is fragmenting — here's what holds up.
Nut graf: independent benchmarks support the throughput claim, but reproducibility is uneven across hardware tiers.
The problem
It arrives as GitHub releases, docs updates, forum threads, Techmeme clusters, Twitter/X posts, and company changelogs.
Editors still have to decide what is a story, which claims are supported by sources, and which claims should not be published as fact.
Workflow
Five steps from public sources to a source-backed editorial brief.
Pull sources from Techmeme, GitHub releases, docs updates, forum threads, Twitter/X posts, and company changelogs.
Mark each source as primary, secondary reporting, community signal, single-source claim, or in conflict with another source.
Group related sources into candidate stories with source count, claim count, and unresolved questions.
Show which claims are supported by sources, which rely on a single forum post, and which remain unsupported claims.
Produce an editorial brief with a nut graf, claim trail, source trail, open questions, and production handoff.
Why Nutgraf
Nutgraf does not produce articles from a prompt. It produces a claim trail and a source trail that an editor can review before anything is published.
Editor's checklist
Who it's for
Nutgraf is for journalists, editors, analysts, and newsletter teams who cover technical beats and need to show their sources.
Mascot
Nutty is Nutgraf's source scout. It surfaces story candidates, flags unsupported claims, and keeps every claim tied to its source.
You supply the editorial judgment. Nutgraf keeps the sources and claims in view.
Demo
See how a technical beat moves from public sources to story candidates, claim trails, source trails, and an editorial brief ready for production handoff.
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