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Pulp
  • Company
Access Demo
    • human interfaces
    • critical decisions
    • persona engine
    • machine health
    • data storytelling
    • persuasive intelligence
    • workforce optimization
    • custom ai/ml
    • policy & governance
    • marketing & media
    • consulting & management
    • finance & markets
    • public engagement
    • thinkwell™ workstation
    • thinkwell™ plugin
    • pulp™ api
  • Company
Access Demo

Overview

  • Introduction
  • Getting started

Guides

  • From draft to decision
  • Score a Reddit thread
  • Ground a claim in evidence
  • Simulate an audience
  • AI Debate Tournament

SDKs

  • Server-Side SDK
    • Radiance
      • RootWords
        • Docs
        • Sections
        • Paras
        • Sentences
        • Clauses
        • Claims
        • Phrases
        • Named Entities
        • Words
        • Characters
        • Special Characters
        • Special Patterns
      • RootCause
      • StemReferences
      • AdCanopy
    • Windfall
      • TrueAura
        • Demographics
        • Psychographics
        • Mindstate
        • Environment
        • Memory
        • Vision
      • NectarRewards
      • PoisonIvy
      • GrapeVine
    • Groundwater
      • WebSoil
      • DomainCrust
      • CodeMantle
      • ServerCore
  • Web SDK
    • loosethreads UI/UX
      • WarpDisplays
      • WeftConversations
      • DyeMedia
      • BightInteractions
      • Component Library
        • Sandbox
          • Cards & panels
            • Expandable card
            • Debug panel
          • Text effects
            • Morphing text
            • Video text
          • Device & browser frames
            • Safari frame
            • iPhone frame
            • Android frame
          • Canvas & 3D
            • Crowd canvas
            • Interactive robot
          • Data & visualization
            • Location map
            • Leaderboard
            • Structured Discussion Bracket
          • Controls & inputs
            • Region Selector
          • Scroll effects
            • Scroll-stack cards
            • Perspective scroll showcase
            • Scroll Scrubber
        • Production

Reference

  • References catalogSoon
  • Conventions
  • PricingSoon
  • Status and roadmapSoon
Introduction
Getting started
$pip install pulp-sdk
From draft to decision
Score a Reddit thread
Ground a claim in evidence
Simulate an audience
AI Debate Tournament
Server-Side SDK
Radiance
RootWords
Docs
📄sample.txt2 paras · 160 chars
Sections
§1 Introduction
Paras
¶1: first paragraph block
¶2: second paragraph block
Sentences
S1S2S3S4
Clauses
C1C2C3C4C5C6
Claims
Claim 1Claim 2Claim 3
Phrases
NPVPNPVPPPNP
Named Entities
Pulp [ORG]
Words
ifwewaitforcertaintywewillbe+20 more
Characters
0 → 159
Special Characters
spaces × 27punct × 8nbsp × 0
Special Patterns
0 patterns detected
RootCause
Ethos
—
Pathos
—
Logos
—
Kairos
—
Style
—
Clarity
—
Focus
—
Awareness
—
Persuasive Velocity—
StemReferences
CensusFECCongressFed. Reg.RegulationsLegiScanGovInfoGDELTCivicWikimediaData.govPodcast Idx
AdCanopy
rank
Windfall
TrueAura
Demographics
life_stageyoung_adult
education_levelbachelors
locationurban
occupationtech
Psychographics
Impelling
Compelling
Repelling
Mindstate
alpha 10 Hzcalm
Environment
vision onhearing onsmell offtouch offtaste off
Memory
purchases 12content 48brands 5
Vision
motivationdesirefear
NectarRewards
define
PoisonIvy
apply
GrapeVine
post
Groundwater
WebSoil
heatmap
DomainCrust
price
CodeMantle
trace
ServerCore
uptimeresize
Web SDK
loosethreads UI/UX
WarpDisplays
📄q3-report.pdf
🖼chart.png
▶keynote.mp4
WeftConversations
ThreadsChatInlineSide panels
DyeMedia
TextToday
ImageToday
SoundSoon
VideoSoon
BightInteractions
MouseKeyboardVoice · soonCombos · soon
Component Library
Sandbox
Cards & panels
Expandable card
Debug panel
Text effects
Morphing text
Video text
Device & browser frames
Safari frame
iPhone frame
Android frame
Canvas & 3D
Crowd canvas
Interactive robot
Data & visualization
Location map
Leaderboard
Structured Discussion Bracket
Controls & inputs
Region Selector
Scroll effects
Scroll-stack cards
Perspective scroll showcase
Scroll Scrubber
Production
Coming soon
Conventions
  1. Server-Side SDK
  2. Groundwater
  3. ServerCore

ServerCore

Compute. The compute backbone underneath it all: batch scoring, large simulation runs, and burst capacity, managed.

Batch a job

When a client asks you to score 10,000 documents overnight, ServerCore is the reason your answer is “sure” instead of a quote for a cluster. Jobs are queued, parallelized, checkpointed, and billed by the unit of work, not by the hour you forgot to turn something off.

Python
job = client.groundwater.servercore.batch(
    task="radiance.rootcause.score",
    inputs=s3_manifest("client-archive-2025"),
    priority="overnight"
)
job.on_complete(webhook="https://yourfirm.com/hooks/scoring-done")

Back to Groundwater, or the reference overview.