.svg)

The CoreStory Blog

Insights, guides, and real-world examples of how AI is transforming the software development lifecycle. From planning and architecture to coding, testing, and maintenance — we explore practical ways to integrate AI into your workflow and build better software, faster.

Artificial Intelligence Polymorphic Agents: Why Language-Aware Intelligence Beats Language-Specific Tools

Enterprise systems run dozens of languages. Most AI tools understand one. Learn how polymorphic agents dynamically analyze any language, trace across system boundaries, and produce unified specs without building new parsers.

All Business Artificial Intelligence Development

[Artificial Intelligence\

Polymorphic Agents: Why Language-Aware Intelligence Beats Language-Specific Tools

CoreStory

[Development\

The AI-Native Code Intelligence Stack: Where the Wiki Ends and the Graph Begins

Anand Kulkarni

[Legacy Modernization\

Legacy Modernization with CoreStory: a J2EE Demo

John Bender

Development\ .png)

Technical Deep Dive: Modernizing Java Pet Store With CoreStory

John Bender

[Artificial Intelligence\

The Context Window Paradox: Why Throwing More Tokens at Legacy Code Doesn't Work

Michel Ozzello

[Artificial Intelligence\

Agent Boosting: The Missing Workflow for Getting Real Results from AI Coding Agents

John Bender

[Artificial Intelligence\

How to Give AI Coding Agents Better Codebase Context

Michel Ozzello

[Artificial Intelligence\

Deterministic AI Analysis: Why Consistent Results Matter for Enterprises

Michel Ozzello

[Artificial Intelligence\

MCP Servers for Codebase Context: How AI Coding Agents Access Code Intelligence

Michel Ozzello

[Artificial Intelligence\

Swimm vs Mintlify vs CoreStory: Code Documentation Tools vs Code Intelligence Platforms

Michel Ozzello

[Legacy Modernization\

Claude’s COBOL Demo Moved Markets — But Context Moves Migrations and More....

Anand Kulkarni

[Artificial Intelligence\

How CoreStory Cuts LLM Costs by 70% While Improving Output Quality

CoreStory

[Artificial Intelligence\

Understanding Code at Scale: A Conversation with Anand on the Future of Code Intelligence

Ray Ploski

[Legacy Modernization\

COBOL Modernization Tools Compared: IBM ADDI, CAST, Blu Age, and CoreStory

Michel Ozzello

[Development\

CoreStory Brings Code Intelligence to Agent-Native Development on Factory

CoreStory

[Development\

The Full AI Developer Tools Stack for 2026

CoreStory

[Legacy Modernization\

Best Tools for Understanding Large Legacy Codebases in 2026

Michel Ozzello

[Artificial Intelligence\

How CoreStory Improves Benchmark Performance for Leading Coding Agents

John Bender

[Artificial Intelligence\

Deep Dive: How CoreStory Improves Benchmark Performance for Coding Agents

John Bender

[Legacy Modernization\

How to Extract Business Rules from Legacy COBOL Code

Michel Ozzello

[Artificial Intelligence\

How to Build a Knowledge Graph from Enterprise Source Code

Michel Ozzello

[Business\

Accelerate modernization and elevate AI performance through the CoreStory Partner Program.

CoreStory

[Development\

Specification-Driven Development as an Enabler of Agile Methodology: Reducing Iteration Cost in AI-Assisted Software Engineering

Charath Ram Ranganathan

[Business\

Cracking the Code in M&A: How CoreStory’s “Code-to-Spec” Transforms Tech Due Diligence

Ray Ploski

[Development\

Announcing the CoreStory + Factory.ai Agentic Bug Resolution Playbook

CoreStory

Development\ .png)

Announcing the CoreStory + Cursor Automated Test Generation Playbook

CoreStory

Development\ .png)

Announcing the CoreStory + Cursor Agentic Bug Resolution Playbook

CoreStory

Development\ .png)

Announcing the CoreStory + Spec Kit Spec-Driven Development Playbook

CoreStory

Development\ .png)

Announcing the CoreStory + GitHub Copilot Agentic Bug Resolution Playbook

CoreStory

Development\ .png)

Announcing the CoreStory + GitHub Copilot Automated Test Generation Playbook

CoreStory

[Development\

Announcing the CoreStory + Claude Code Agentic Ticket Resolution Playbook

CoreStory

[Development\

Announcing the CoreStory + Claude Code Agentic Bug Resolution Playbook

CoreStory

[Development\

Announcing the CoreStory + Devin MCP Playbook

CoreStory

[Development\

Announcing the CoreStory + Claude Automated Test Generation Playbook

CoreStory

[Development\

How to Work at Breakneck Speed Without Breaking Your Neck

Michael Santelia

[Artificial Intelligence\

CoreStory Engineering Monthly — October 2025

Ray Ploski

[Business\

CoreStory Raises $32 Million to Modernize the World’s Legacy Software with Agentic AI

Ray Ploski

Business\ .png)

CoreStory in the News: Full Coverage Recap

Ray Ploski

Business\ .png)

Welcome to CoreStory

Anand Kulkarni

[Artificial Intelligence\

Using Prediction Machines to Build Intelligence

Cory Hymel

[Artificial Intelligence\

LLMs vs Human Experts in Requirements Engineering

Cory Hymel

[Artificial Intelligence\

Why Adopting AI is a Moral Imperative

Cory Hymel

[Development\

In 2025 LLMs Will Be the Secret Sauce in Software Development

Cory Hymel

[Development\

The Future of Computing: Talking Our Way to Code (The Singularity Beckons?)

Charath Ram Ranganathan

[Artificial Intelligence\

5 ways AI will change the software development life cycle

Cory Hymel

[Artificial Intelligence\

Unlocking Productivity: How Teaming Up AI Tools Supercharges GitHub Copilot

Cory Hymel

[Business\

Top Digital Transformation Priorities for Logistics

CoreStory

[Business\

Top Digital Transformation Priorities for Financial Services

CoreStory

[Development\

How the Crowdbotics GitHub Copilot Extension Delivers More Accurate Code with PRD-Driven Context

CoreStory

[Artificial Intelligence\

Demystifying the Buzzwords: What AI and ML Look Like in Practice

CoreStory

[Business\

Best Open Source Data Visualization Tools

CoreStory

[Development\

5 Common Software Architecture Patterns

CoreStory

[Artificial Intelligence\

How AI is Revolutionizing Quality Engineering: A Practical Look

Cory Hymel

[Artificial Intelligence\

How AI and Spatial Computing Are Changing the Game in Design

Cory Hymel

[Development\

Crowdbotics Available in Microsoft Azure Marketplace

CoreStory

[Business\

The Five Questions Tech Executives Are Asking About AI

CoreStory

[Business\

CoreStory-CodeOps Platform and New Collaboration with Microsoft: Using AI to Build Software

Anand Kulkarni

[Legacy Modernization\

Nine Essential AI Tools for Software Modernization

CoreStory

[Business\

Top Digital Transformation Priorities by Industry Sector

CoreStory

[Artificial Intelligence\

Unlocking AI-Powered Code Intelligence with Charath, CTO of Crowdbotics

Charath Ram Ranganathan

[Business\

Security First: CoreStory Achieves SOC2 Type I Certification

CoreStory

[Development\

5 Tips to Keep in Mind When Creating Your Product Requirements Document (PRD)

CoreStory

[Development\

4 Techniques for Prioritizing Your Product Backlog

CoreStory

[Business\

Accelerate modernization and elevate AI performance through the CoreStory Partner Program.

CoreStory

.

December 1, 2025

[Business\

Cracking the Code in M&A: How CoreStory’s “Code-to-Spec” Transforms Tech Due Diligence

Ray Ploski

.

November 21, 2025

[Business\

CoreStory Raises $32 Million to Modernize the World’s Legacy Software with Agentic AI

Ray Ploski

.

October 28, 2025

Business\ .png)

CoreStory in the News: Full Coverage Recap

Ray Ploski

.

September 16, 2025

Business\ .png)

Welcome to CoreStory

Anand Kulkarni

.

September 8, 2025

[Business\

Security First: CoreStory Achieves SOC2 Type I Certification

CoreStory

.

November 29, 2023

[Business\

CoreStory-CodeOps Platform and New Collaboration with Microsoft: Using AI to Build Software

Anand Kulkarni

.

April 23, 2024

[Business\

Top Digital Transformation Priorities for Logistics

CoreStory

.

November 1, 2024

[Business\

Top Digital Transformation Priorities for Financial Services

CoreStory

.

November 1, 2024

[Business\

Top Digital Transformation Priorities by Industry Sector

CoreStory

.

January 11, 2024

[Business\

Best Open Source Data Visualization Tools

CoreStory

.

October 6, 2024

[Business\

The Five Questions Tech Executives Are Asking About AI

CoreStory

.

July 2, 2024

[Artificial Intelligence\

Polymorphic Agents: Why Language-Aware Intelligence Beats Language-Specific Tools

CoreStory

May 29, 2026

[Artificial Intelligence\

How to Build a Knowledge Graph from Enterprise Source Code

Michel Ozzello

December 1, 2025

[Artificial Intelligence\

Swimm vs Mintlify vs CoreStory: Code Documentation Tools vs Code Intelligence Platforms

Michel Ozzello

March 19, 2026

[Artificial Intelligence\

MCP Servers for Codebase Context: How AI Coding Agents Access Code Intelligence

Michel Ozzello

March 20, 2026

[Artificial Intelligence\

How to Give AI Coding Agents Better Codebase Context

Michel Ozzello

March 23, 2026

[Artificial Intelligence\

Agent Boosting: The Missing Workflow for Getting Real Results from AI Coding Agents

John Bender

March 24, 2026

[Artificial Intelligence\

Deterministic AI Analysis: Why Consistent Results Matter for Enterprises

Michel Ozzello

March 23, 2026

[Artificial Intelligence\

The Context Window Paradox: Why Throwing More Tokens at Legacy Code Doesn't Work

Michel Ozzello

March 25, 2026

[Artificial Intelligence\

How CoreStory Cuts LLM Costs by 70% While Improving Output Quality

CoreStory

February 24, 2026

[Artificial Intelligence\

Understanding Code at Scale: A Conversation with Anand on the Future of Code Intelligence

Ray Ploski

February 4, 2026

[Artificial Intelligence\

Deep Dive: How CoreStory Improves Benchmark Performance for Coding Agents

John Bender

December 22, 2025

[Artificial Intelligence\

How CoreStory Improves Benchmark Performance for Leading Coding Agents

John Bender

December 23, 2025

[Artificial Intelligence\

CoreStory Engineering Monthly — October 2025

Ray Ploski

November 9, 2025

[Artificial Intelligence\

Demystifying the Buzzwords: What AI and ML Look Like in Practice

CoreStory

October 6, 2024

[Artificial Intelligence\

5 ways AI will change the software development life cycle

Cory Hymel

December 2, 2024

[Artificial Intelligence\

Why Adopting AI is a Moral Imperative

Cory Hymel

December 19, 2024

[Artificial Intelligence\

Unlocking AI-Powered Code Intelligence with Charath, CTO of Crowdbotics

Charath Ram Ranganathan

January 5, 2024

[Artificial Intelligence\

How AI is Revolutionizing Quality Engineering: A Practical Look

Cory Hymel

September 11, 2024

[Artificial Intelligence\

How AI and Spatial Computing Are Changing the Game in Design

Cory Hymel

September 5, 2024

[Artificial Intelligence\

Unlocking Productivity: How Teaming Up AI Tools Supercharges GitHub Copilot

Cory Hymel

November 8, 2024

[Artificial Intelligence\

LLMs vs Human Experts in Requirements Engineering

Cory Hymel

February 5, 2025

[Artificial Intelligence\

Using Prediction Machines to Build Intelligence

Cory Hymel

February 6, 2025

[Development\

The Full AI Developer Tools Stack for 2026

CoreStory

.

January 14, 2026

[Development\

The AI-Native Code Intelligence Stack: Where the Wiki Ends and the Graph Begins

Anand Kulkarni

.

April 30, 2026

Development\ .png)

Technical Deep Dive: Modernizing Java Pet Store With CoreStory

John Bender

.

April 10, 2026

[Development\

CoreStory Brings Code Intelligence to Agent-Native Development on Factory

CoreStory

.

January 20, 2026

[Development\

Specification-Driven Development as an Enabler of Agile Methodology: Reducing Iteration Cost in AI-Assisted Software Engineering

Charath Ram Ranganathan

.

November 27, 2025

[Development\

Announcing the CoreStory + Factory.ai Agentic Bug Resolution Playbook

CoreStory

.

November 18, 2025

Development\ .png)

Announcing the CoreStory + Cursor Automated Test Generation Playbook

CoreStory

.

November 18, 2025

Development\ .png)

Announcing the CoreStory + Cursor Agentic Bug Resolution Playbook

CoreStory

.

November 18, 2025

Development\ .png)

Announcing the CoreStory + Spec Kit Spec-Driven Development Playbook

CoreStory

.

November 18, 2025

Development\ .png)

Announcing the CoreStory + GitHub Copilot Agentic Bug Resolution Playbook

CoreStory

.

November 18, 2025

Development\ .png)

Announcing the CoreStory + GitHub Copilot Automated Test Generation Playbook

CoreStory

.

November 18, 2025

[Development\

Announcing the CoreStory + Claude Code Agentic Ticket Resolution Playbook

CoreStory

.

November 18, 2025

[Development\

Announcing the CoreStory + Claude Code Agentic Bug Resolution Playbook

CoreStory

.

November 18, 2025

[Development\

How to Work at Breakneck Speed Without Breaking Your Neck

Michael Santelia

.

November 13, 2025

[Development\

Announcing the CoreStory + Devin MCP Playbook

CoreStory

.

November 18, 2025

[Development\

Announcing the CoreStory + Claude Automated Test Generation Playbook

CoreStory

.

November 18, 2025

[Development\

In 2025 LLMs Will Be the Secret Sauce in Software Development

Cory Hymel

.

December 12, 2024

[Development\

How the Crowdbotics GitHub Copilot Extension Delivers More Accurate Code with PRD-Driven Context

CoreStory

.

October 28, 2024

[Development\

Crowdbotics Available in Microsoft Azure Marketplace

CoreStory

.

September 4, 2024

[Development\

5 Common Software Architecture Patterns

CoreStory

.

October 6, 2024

[Development\

4 Techniques for Prioritizing Your Product Backlog

CoreStory

.

October 6, 2021

[Development\

The Future of Computing: Talking Our Way to Code (The Singularity Beckons?)

Charath Ram Ranganathan

.

December 12, 2024

[Development\

5 Tips to Keep in Mind When Creating Your Product Requirements Document (PRD)

CoreStory

.

May 18, 2023