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Developer tools

Generated code, audited before it ships

Shipped for A smart-contract developer-tools company · led by Parik Ahlawat

01

The problem

Generating contract code is easy; generating code you can trust enough to deploy is not.

02

The constraint

Generating contract code is easy; generating code trustworthy enough to deploy is not, so trust had to be built into the pipeline, not bolted on after.

03

The system

A multi-stage code-generation pipeline (planner, coder, reviewer, fixer) with automated audit agents (static analysis, LLM reasoning, self-critique), a regression-tested evaluation framework, and reliability guardrails: schema enforcement, constraint injection, and retry.

FIG. 01 · SYSTEM FLOW · 8 NODES · 7 FLOWS

contract spec → planner. planner → coder. coder → reviewer. reviewer → fixer. fixer → audit gate · static · LLM · self-critique. audit gate · static · LLM · self-critique → released template (audited). regression eval suite → reviewer (regression)

04

The outcome

Roughly 60% less developer effort, with six production contract templates generated and machine-audited before release.

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