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AKSHAY KANKAL
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CreditRiskMonitor

Used by about 50 developers

AI-SDLC harness

A controlled environment for AI assisted development, used by about 50 developers.

Architecture diagram for AI-SDLC harnessDeveloper. Select to see why it is here.DeveloperAI-SDLC harness. Select to see why it is here.AI-SDLC harnessAllowed tools. Select to see why it is here.Allowed toolsAllowed code. Select to see why it is here.Allowed codeAllowed data. Select to see why it is here.Allowed dataAgent. Select to see why it is here.AgentThe harness decides the reach, not the agent

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Problem

AI assisted development spreads faster than the rules around it. Without a shared environment, every developer ends up defining their own boundary for what an agent may touch.

Approach

One harness, built on the Model Context Protocol, giving every developer the same controlled environment for AI assisted development.

Architecture

The harness defines which tools, which code and which data an agent is able to reach. The boundary is set in one place rather than in each local setup.

At a glance

  • Built on the Model Context Protocol. Every developer works inside the same controlled environment for AI assisted development.
  • Defines which tools, code and data an agent is able to reach.

Want the longer version?

akshaykankal@gmail.comSee the other systems