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AH — AI-Driven SDLC: Overview

What is this repository?

This repo (xxx/ai-driven-sdlc) is the central governance hub of Amplify Health's AI-Driven Software Development Lifecycle. It contains no product code. Instead, it defines the rules, workflows, and standards that all product repositories must satisfy.

An AI agent (code-named Bobby Koteski) operates the pipeline autonomously — progressing work from a raw idea or JIRA story through requirements, design, implementation, and release without manual handoffs. Humans are escalated to only when the agent hits a decision it cannot resolve autonomously.

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2026-01-28T03:34:25.0545892Z ##[section]Starting: Debug: Diagnostics for ahss-gateway-web
2026-01-28T03:34:25.0551341Z ==============================================================================
2026-01-28T03:34:25.0551475Z Task         : Command line
2026-01-28T03:34:25.0551569Z Description  : Run a command line script using Bash on Linux and macOS and cmd.exe on Windows
2026-01-28T03:34:25.0551700Z Version      : 2.250.1
2026-01-28T03:34:25.0551781Z Author       : Microsoft Corporation
2026-01-28T03:34:25.0551870Z Help         : https://docs.microsoft.com/azure/devops/pipelines/tasks/utility/command-line
2026-01-28T03:34:25.0551986Z ==============================================================================
2026-01-28T03:34:31.4803135Z (node:365917) ExperimentalWarning: Custom ESM Loaders is an experimental feature. This feature could change at any time
2026-01-28T03:34:31.4803824Z (Use `node --trace-warnings ...` to show where the warning was created)

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package com.scjp.cert.id;

import com.fasterxml.jackson.core.JsonProcessingException;
import com.fasterxml.jackson.databind.ObjectMapper;
import lombok.Data;
import lombok.Getter;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.time.StopWatch;
import org.sqids.Sqids;

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package com.ah.ruleengine;

import lombok.extern.slf4j.Slf4j;
import org.jeasy.rules.api.Facts;
import org.jeasy.rules.api.Rules;
import org.jeasy.rules.api.RulesEngine;
import org.jeasy.rules.core.DefaultRulesEngine;
import org.jeasy.rules.spel.SpELRuleFactory;
import org.jeasy.rules.support.reader.JsonRuleDefinitionReader;
import org.junit.jupiter.api.Assertions;

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package com.ah.ruleengine;

import lombok.extern.slf4j.Slf4j;
import org.jeasy.rules.api.Facts;
import org.jeasy.rules.api.Rules;
import org.jeasy.rules.api.RulesEngine;
import org.jeasy.rules.core.DefaultRulesEngine;
import org.jeasy.rules.mvel.MVELRuleFactory;
import org.jeasy.rules.spel.SpELRuleFactory;
import org.jeasy.rules.support.reader.JsonRuleDefinitionReader;

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@Test
    void testMVELRuleUsingMap() throws Exception {
        // Create a reader for JSON rule definitions
        JsonRuleDefinitionReader jsonRuleDefinitionReader = new JsonRuleDefinitionReader();

        // Create a rule factory
        MVELRuleFactory ruleFactory = new MVELRuleFactory(jsonRuleDefinitionReader);

        // Create a rules engine
        RulesEngine rulesEngine = new DefaultRulesEngine();

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package com.scjp.cert.api.response;

import lombok.AllArgsConstructor;
import lombok.Builder;
import lombok.Data;
import lombok.NoArgsConstructor;

import java.util.Map;

import static com.scjp.cert.api.response.PTCResponseCode.RC_200_00;