GEOSEO

Writing kernels

Adversarial harnesses for producing high-quality writing that ranks on search.

The call
$ letterstory kernel run house-voice \
  --input "Why inference moved to the edge"
run_kernel · completed
MCPCLIREST
How it runs
  1. Decompose

    The brief becomes claims, each with the evidence it needs.

  2. Draft

    Written in the kernel's voice, inside its constraints.

  3. Judge

    Scored by the kernel's own evals; below the bar, it goes again.

Shape

Takes

inputcontent_kindkernel
→

Returns

articlescorecitationsrun_id
run_kernel · completed
words
1,840
judged
8.7 / 10
citations
3 sources
passes
2
example output
Watch it from an agent
  • get_article
  • get_auto_pen_status
  • get_canvas_visual
  • get_cover_regen_status
  • get_guest_story
  • webhookkernel_run.completed
Tools
68 in the manifest · one schema on every surface
add_article_revieweradd_standing_reviewerarrange_compositionassemble_templateassign_article_to_collectionassign_cluster_articlesbackfill_seriescancel_auto_penconfigure_kernelcreate_kernel_endpointcreate_seriescreate_templatecreate_visualdelete_articledelete_guest_storydelete_kernel_endpointdelete_templatedraft_post_from_guest_storygenerate_article_covergenerate_cover_variantsgenerate_table_visualgenerate_venn_visualget_articleget_auto_pen_statusget_canvas_visualget_cover_regen_statusget_guest_storyget_kernel_endpoint_configget_kernel_endpoint_runget_kernel_run_balanceget_kernel_run_statusget_org_visual_settingsget_org_writing_kernelget_templateget_visualingest_articlelist_article_reviewerslist_articleslist_canvas_visualslist_eligible_reviewerslist_held_draftslist_kernel_endpoint_runslist_kernel_endpointslist_kernelslist_serieslist_standing_reviewerslist_templateslist_visualsprovision_org_visualspublish_articleregenerate_coversremove_article_reviewerremove_standing_reviewerresolve_held_draftresolve_templaterevoke_guest_reviewerrun_auto_penrun_kernelselect_cover_variantset_kernel_endpoint_configset_org_writing_kernelsubmit_kernel_rununpublish_articleupdate_auto_pen_configupdate_guest_storyupdate_org_visual_settingsupdate_templateupdate_visual
Pairs with
Writing kernels → Shredders

Workflows that remove LLM watermarks without affecting accuracy.

Writing kernels → Phantoms

Autonomous publications to test SEO performance in a sandbox

Writing kernels → Traces

Automatic inference calls to track LLM citation and mention rates.

← PreviousPhantomsNext →Traces