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Ship product, not prompts .

The AI proposes. Your team decides and owns the result. curistack® governs what gets built, from the first objective to final delivery.

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See how it works
  • Registered Patent
  • Comprehension debt measured

Governed delivery for teams that build with AI.

curistack® gives you speed and control on the same screen. One flow from objective to shipped code, with proof at every step.

  • Built for governance

    Human checkpoints where the risk requires them. Autonomy where it does not. Requirements you can audit, not guess from a chat log.

  • Powered by NEURAL

    NEURAL coordinates agents under your standards, constraints, and approval rules. Automation stays inside the guardrails you set.

  • Designed for accountability

    Comprehension debt by role, full traceability from objective to delivery, and metrics that show control scaling with the team.

Registered Patent

Built by founders, for CEO and engineering leaders. A patented methodology, not another assistant bolted onto your toolchain.

Works with

  • Cursor
  • Claude
  • Codex
  • Antigravity

Why

Writing got fast. Understanding didn't.

Generated code looks convincing. It is not always correct, secure, or maintainable. Teams cannot review fast enough to keep up.

The question is not whether to use AI. It is how to govern what it produces without losing speed or hollowing out your team's skills.

  • Bugs that pass superficial tests
  • Security patterns copied from training data
  • Technical debt that accumulates faster than teams can absorb
  • Skills that erode when nobody owns the output
  • Traceability and ownership that dissolve in the rush

Flow

From objective to delivery, in one governed flow

Every step leaves artifacts you can review, approve, and audit.

  1. 01

    Set the objective

    State what the business needs. curistack® breaks it into reviewable deliverables before any execution starts.

  2. 02

    Calibrate control to risk

    Bug fixes proceed without interruption. Standard features require plan approval. Security, payments, and architecture require design sign-off first, then plan approval. Autonomy is a governance setting, calibrated once.

  3. 03

    Execute under governance

    Each cycle produces verifiable artifacts: plan, test outcomes, code review, and a summary for human review. You decide where approval is mandatory.

  4. 04

    Verify and close the loop

    Each delivery becomes readable knowledge with role-based checks. What the team has not absorbed yet becomes comprehension debt, a metric you mentor away.

Value

What governed development delivers

Quality, security, and accountability for teams that need to move fast without flying blind.

  • Quality under control

    Mandatory tests, structured review, and independent validation against requirements, not against whoever wrote the code.

  • Security by design

    Every finding on secrets, injection, authentication, or architecture routes through a human decision. Critical themes require design approval before code.

  • Technical debt contained

    Project standards applied to every change. Decisions documented with rationale. No black boxes in the codebase.

  • Comprehension debt, measured

    Every delivery becomes readable knowledge with role-based checks. The gap between what AI builds and what your team absorbs is a number on the dashboard, not a hidden liability.

  • Traceability and audit ready

    Full chain from objective to requirement to implementation. Metrics on human and AI effort, cost by role, artifacts for every decision. A concrete base for compliance and reporting.

  • People at the center

    Roles stay. Skills grow. Junior engineers work inside a network of controls, paired with seniors, not alone with AI output. Work shifts toward judgment, verification, and architecture.

Roles

Existing roles, amplified

curistack® does not replace your team. It modernizes how each role governs AI output.

  • Delivery Lead / Project Manager

    Governs flow, autonomy levels, and cost and effort metrics across the program.

  • Product Manager / Solution Architect

    Owns the objective and architecture. Approves designs on security, payments, and other critical themes.

  • Business Analyst

    Owns requirements in a controlled format and validates independently what was built.

  • Senior Engineer

    Approves plans, decides on revision proposals touching security and architecture, reviews every delivery summary.

  • Learning Facilitator / Team Lead

    Turns completed work into readable modules and role-based quizzes. Mentors where comprehension is weak.

Junior engineers work inside this control network, paired with seniors, so core skills stay exercised.

Scenarios

New builds and existing codebases

Greenfield projects

Structured foundations from day one. Objectives, requirements, and standards before debt can take root.

Existing codebases

Detects your stack and conventions. Reads before it writes, respects your patterns, and keeps changes minimal and test-safe.

Compare

Why curistack® is different

Most tools generate code or write specs. Few do both in one governed, traceable flow.

Objectives linked to delivery

curistack®
Included
Spec tools
Partial
Coding agents
Not included
Traditional SDLC
Not included

Structured requirements & scope

curistack®
Included
Spec tools
Included
Coding agents
Not included
Traditional SDLC
Partial

Governed execution with adaptive approvals

curistack®
Included
Spec tools
Not included
Coding agents
Partial
Traditional SDLC
Not included

Independent validation against requirements

curistack®
Included
Spec tools
Not included
Coding agents
Not included
Traditional SDLC
Not included

Start

Ready when your team is

Install once and work inside the editors and agents you already use.

Add curistack® to an existing repository with one command.

# Install curistack® into your project
npx curistack install

# Optional: install bundled tooling
npx curistack install-tools

CURI and NEURAL.

Two acronyms behind curistack®, one mission: modernize how teams build with AI.

CURI

Cognitive Unified Reasoning Intelligence

The brand root. CURI is the family name of the founders, Luca and Gabriele Curi, and the cognitive layer of the framework. It turns business objectives into governed delivery.

NEURAL

Norm-Encoded Unified Reasoning & Automation Layer

The engine. NEURAL encodes your standards and constraints, coordinates specialized agents, and keeps automation under explicit human checkpoints.

Early Access

Start a pilot or join Early Access

Tell us who you are and what you are building. We reply with next steps, whether you are shipping a product or evaluating an investment.

Early Access and pilots

Open your email app and send a short intro: your role, your team, and what you want to build. We recommend a greenfield pilot or a bounded module on an existing codebase.

Early Access

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Investment conversations

If you are exploring participation with capital, use a separate note. We share how curistack® modernizes stack, people, and process, and the metrics that prove it.

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