From draft to decision in one afternoon
The canonical Pulp workflow, end to end. A government affairs team has a bill summary due to twelve appropriations staffers by Friday. Here is Thursday: read the draft honestly, fix what the instruments find, rehearse against the actual room, fix what the rehearsal finds, and ship a live view instead of a PDF. All four packages, one afternoon.
1:00pm. Read your own draft honestly.
Three Radiance calls tell you what three review cycles would have surfaced by Wednesday: what the draft says, how hard it lands, and what it stands on.
text = open("bill_summary_v1.md").read()
meaning = client.radiance.rootwords.extract(text=text)
reading = client.radiance.rootcause.score(text=text)
graph = client.radiance.stemreferences.trace(text=text, sources=["evidence_library"])RootWords shows the draft is making seven claims, two of them only implied that should be asserted. RootCause reads force 61: Pathos 79, Logos 44. StemReferences flags one unsupported quantifier. You now know, twenty minutes in, where the weaknesses are and what kind they are.
1:40pm. Fix what the instruments found.
Assert the two implied claims. Add the fiscal table Logos was starving for. Delete “overwhelmingly” or find the poll to back it. Re-score, and force comes back at 78.
2:15pm. Rehearse against the actual room.
Run the revised draft against the cohort of the twelve staffers who decide this bill, with all three probes at once.
run = client.windfall.simulate(
message=open("bill_summary_v2.md").read(),
audience=client.windfall.trueaura.cohort("appropriations_staff"),
probes=["nectarrewards", "poisonivy", "grapevine"],
)NectarRewards: the no-closures line converts the three fiscal skeptics. PoisonIvy: “streamlining” reads as layoffs to two personas whose Memory holds a protect_local_jobs conviction. GrapeVine: your phase-two caveat does not survive retelling.
3:00pm. Fix what the rehearsal found.
Rename the mechanism. Move the preserved-jobs sentence ahead of the changes. Compress the caveat into the same sentence as the claim so the two travel together and cannot be split by a retelling.
3:30pm. Ship the room a live view instead of a PDF.
Deploy a portal with Groundwater and point a branded domain at it.
pulp deploy ./summary-portal --project approps-2026client.groundwater.domaincrust.attach(
domain="brief.yourfirm.com", deploy="approps-2026"
)The portal is a Warp Datastory with the fiscal table as an Infographic and the StemReferences graph one click deep, plus a Weft thread with claim-typed reactions so staffers can challenge on the record, all in your firm’s Dye. Every claim is standing on visible evidence and every challenge lands somewhere structured, which is itself a persuasive move: transparency is Ethos you can deploy.
4:00pm. Done, a day early, with receipts.
The message that went out was not your best guess. It was the survivor of a scored, simulated, sourced selection process, and the entire process is reproducible next week by the newest person on your team.
Explore the packages this workflow used: Radiance, Windfall, and Groundwater. Or head back to the documentation home.