Turn natural language business rules into formal logic

Resolve turns an operations team's standard operating procedure (SOP), the written steps people follow, into rules a solver can check. The SOP owner settles what the solver flags. Then an agent gathers each case's facts, the rules decide, and Resolve names any fact still missing.

The demo uses a Know Your Business (KYB) procedure: how a bank confirms who owns a company before opening its account.

Try itThe Resolve core running in your browser. Take the tourOne recorded run of the whole loop. Install the Claude Code modWhat a deeper desktop app integration looks like.

Written SOP

3.3Identify every individual who owns 25% or more of the entity, directly or indirectly. If ownership is not complete, request documents.

Rule · checked by Z3when unidentified ownership ≥ 25%
then request documents

Agent working Northwind Coffee Co. LLC EX-1

get_evidence ownership
Dana Ruiz 35% · Wei Lee 25% · Halcyon Holdings 40%, owners unknown
check_with_resolve
Request documents SOP 3.3 · still needed: who owns Halcyon Holdings
get_evidence Halcyon Holdings' owners
Priya Shah 100% · politically exposed person
check_with_resolve
Escalate SOP 4.3 · nothing still needed
submit_decision escalate, SOP 4.3

How it works

When the SOP changes

SOPThe policy as written

Formal specRules Claude drafts, each quoting its sentence

Z3 checks itDead rules, contradictions, gaps

SOP owner picks a fixEach option shown with the past cases it changes

Updated formal specApproved before it is used

The new version is checked again

The approved spec is what Resolve applies to every case.

For every case

Agent gathers evidenceFrom the evidence system

Case fileFacts, each with a source

Resolve applies the formal specNever approves on an unknown fact

Outcome, or what's missingWith the rules behind it

Missing facts go back to the agent as its next requests

Haiku with Resolve got all 180 runs right; Opus alone got 153

Both arms use the same agent, tools and mocked evidence: 60 synthetic KYB cases, three runs each. Alone, the model reads the SOP and decides. With Resolve, the approved rules decide from what it gathered and name the facts it still has to get. A dangerous approval is approving a case the rules don't approve.

Agent	Right outcome	Dangerous approvals	Cost per case	Time per case
Haiku 5.5, low effort, with Resolve	180/180	0	$0.0011	6.3 s
Opus 5.5, high effort, alone	153/180	3	$0.030	10.5 s
Haiku 5.5, low effort, alone	143/180	6	$0.0010	6.8 s
Opus 5.5, high effort, with Resolve	180/180	0	$0.037	11.3 s

Recorded 30 Oct 2026 · not live Runs from commit 9185858, recorded in bench/runs/. The evidence is mocked, and the answer key is the approved rules, so "right" means agrees with the SOP owner's reading of the SOP.

Try it

The Resolve core running in your browser, with no install and no key. Change a case's facts, check the rules with Z3, answer the SOP owner's questions and write the next version.

Open the demo

Take the tour

A replay of one run from 29 Oct 2026. Z3 finds three problems in version 1. The SOP owner answers two questions, which flips one case and opens a new question. Version 3 has no problems and is approved. Every word comes from that run's files.

Open the tour Recorded 29 Oct 2026 · not live

Install the Claude Code mod

In Claude Code, Resolve is a pane beside the chat. It shows the rules' open questions for the SOP owner, every case's outcome and case file, and a button to approve a version. It needs Node 22.23.4 or later and pnpm.

1. Get a checkout ready. pnpm start runs Resolve's checks and writes a question and options for each finding into .resolve/ for the pane.

git clone https://github.com/jinalex/resolve-process-factory
cd resolve-process-factory && pnpm install
pnpm start

2. Install the plugin from Claude Code, in the checkout:

/plugin install resolve --marketplace jinalex/resolve-process-factory

Open in Claude Code desktop Open in Claude Code CLI

Each button opens Claude Code with the install typed in; press Enter to run it. The CLI link works once you have used claude in a terminal at least once.

3. Start a new session in the checkout. The plugin loads there and the pane opens beside the chat; /resolve opens it again.

No API key is needed. The questions for the KYB SOP's first version come from saved replies, and anything new is asked through Claude Code on your own sign-in. A key in RESOLVE_ANTHROPIC_API_KEY or ANTHROPIC_API_KEY is used instead when one is set.

Run it from a checkout

Needs Node 22.23.4 or later and pnpm. Only the case runner and the bench need an API key (RESOLVE_ANTHROPIC_API_KEY or ANTHROPIC_API_KEY).

git clone https://github.com/jinalex/resolve-process-factory
cd resolve-process-factory && pnpm install
pnpm test            # outcomes, Z3's checks, Z3 agreeing with the evaluator
pnpm examples        # each example case's outcome and why
pnpm check-sop       # Z3's findings on the KYB SOP
pnpm start           # checks, then the SOP owner's questions, into .resolve/ for the pane
pnpm resolve         # the checks alone, into .resolve/
pnpm write-options   # Claude writes the SOP owner's questions
pnpm next-spec       # the SOP owner's answers become the next version
pnpm build-site      # this page, into site/dist/

How it's built

The system map shows each part of Resolve and its status (built, in review, planned or mocked), where its code lives and the decisions behind it. A timeline shows how it took shape, pull request by pull request.

Open the system map

What's real and what's mocked

Part	Here
Deciding a case from the rules	Real. The Dafny evaluator, with proofs that it never approves on an unknown and that filling in an unknown never undoes an answer.
Checking the rules	Real. Z3, in your browser.
What each answer would change	Real. Worked out by Z3 and the evaluator when you ask.
The SOP owner's questions and options	Recorded. Claude wrote them on 29 Oct 2026. Live calls happen in the mod.
The cases and their evidence	Mocked. Finding and reading evidence is a separate system; the six cases and their documents are made-up examples.
A public regulation: the FTC Telemarketing Sales Rule	Real. On 51 LegalBench cases, Resolve decided 28 and got 27 right; Opus alone got the same 27 of those 28. Resolve sent the other 23 to review, including the 2 violations Opus alone called compliant, and never called a case compliant. The 28 rely on five scope facts we supply.

The KYB SOP, its cases and the answer key were written for this prototype. The answer key is the SOP's approved rules.