Nutgraf

AI research desk · Technical media teams

Find the story inside the signal.

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It keeps claims and sources visible, so editors can see what is supported, what needs review, and what should not be published as fact.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.

Tracks Primary source Community signal Needs review Single source
Techmeme 14:02

Inference runtime ships new scheduler — vendors split on benchmark methodology.

Reliability · medium · 2 corroborating sources

Claim Needs review

"Throughput improved 3.2x vs. prior release."

Evidence
2 of 4
Risk
Vendor-cited
Reviewer
M. Okafor
Brief · Draft 3 supported

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.

  • Supported Latency improvement at batch=1
  • Review Memory footprint vs. baseline
  • Conflict Vendor framing of "3.2x"
AI Infra Weekly Filed · Thu

The problem

Technical news does not arrive as a clean story.

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Editors still have to decide what is a story, which claims are supported by sources, and which claims should not be published as fact.

Changelog Release Forum Docs diff Funding Vendor post

Workflow

From scattered sources to an editorial brief.

Five steps from public sources to a source-backed editorial brief.

  1. 01

    Collect sources

    Pull sources from Techmeme, GitHub releases, docs updates, forum threads, Twitter/X posts, and company changelogs.

  2. 02

    Classify source strength

    Mark each source as primary, secondary reporting, community signal, single-source claim, or in conflict with another source.

  3. 03

    Surface story candidates

    Group related sources into candidate stories with source count, claim count, and unresolved questions.

  4. 04

    Verify claims

    Show which claims are supported by sources, which rely on a single forum post, and which remain unsupported claims.

  5. 05

    Prepare the brief

    Produce an editorial brief with a nut graf, claim trail, source trail, open questions, and production handoff.

Why Nutgraf

Nutgraf is not an AI writer.

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

  • In Every claim links to its sources.
  • In Source trails stay visible to the editor.
  • In Unsupported claims are flagged, not published as fact.
  • In The editor decides what ships.

Who it's for

Built for technical editors and media operators.

Nutgraf is for journalists, editors, analysts, and newsletter teams who cover technical beats and need to show their sources.

  • AI infrastructure coverage
  • Developer tools coverage
  • Open source release tracking
  • Cloud and security briefings
  • Newsletter research
  • Production handoff to editors

Mascot

Meet Nutty.

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

Explore the AI Infra Weekly 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.