Initial gather — 29 March 2026 · Zeitgeist — a spike by Chris Gathercole

Is Vibe Coding Enterprise-Ready? A Guide for Tech Leaders (Hexaware) — Assessment of whether vibe coding meets enterprise security and scalability standards.
The enterprise is not ready for vibe coding — yet (CIO Dive) — Why enterprises lag in adoption and what CIOs need to put in place first.
vibe-coding-enterprise-2026 (GitHub) — Community doc mapping the governance gap: shadow AI, IP leakage, comprehension debt, and “haunted codebases.”
From Vibe Coding to Spec Coding: A Practical Migration Guide (25 Mar 2026) — Moving from loose prompts to structured spec-driven coding for production. The enterprise maturity path.

How GitHub Copilot and AI agents are saving legacy systems (GitHub Blog) — Using Copilot agents to reverse-engineer, document, and modernise legacy codebases.
AI-Assisted Legacy Code Modernization: A Developer’s Guide (Coder) — Practical walkthrough: dependency analysis, business logic extraction, language translation.
Legacy modernization in the age of AI (Thoughtworks) — How AI changes the cost/benefit calculus of legacy modernisation programmes.
Leveraging AI to Modernize Legacy Code in Federal IT (ACT-IAC, PDF) — US federal government consortium paper on AI-driven modernisation of COBOL, Fortran systems.
Using AI to translate old code and fix aging computer systems (UAB) — Academic research on AI translation of legacy code with real-world examples.

How AI-empowered ‘citizen developers’ help drive digital transformation (MIT Sloan) — Non-technical employees using AI tools driving digital transformation in large organisations.
Rise of the citizen developer: GenAI and the democratisation of code (Computer Weekly) — GenAI enabling non-developers to build enterprise software. UK/European examples.
AI just created 10,000 accidental citizen developers in your company (Citrix) — “Post-application era” where AI has turned thousands of employees into unintentional developers.
Citizen Developers: What It Means For AI-Enhanced Businesses (Forrester) — 89% of dev executives implementing or planning citizen developer programmes.
Generative coding: Breakthrough Technology 2026 (MIT Technology Review) — Named top-10 breakthrough tech of 2026. The shift from “writing code” to “expressing intent.”

When AI writes almost all code, what happens to software engineering? (Pragmatic Engineer) — Gergely Orosz on what happens to the profession, including implications for non-developer adoption.

Gartner: 75% of new apps built with low-code tools by 2026.
Gartner: Vibe coding techniques in 40% of new production software by 2028.
Forrester: 89% of dev executives implementing or planning citizen developer programmes.
McKinsey: citizen developers 25-30% more productive on complex tasks with AI tools.
AI-augmented legacy modernisation accelerates timelines by 40-50%, cuts technical-debt costs by 40%.

AI Impact on Society Citizen developer rise directly connects to workforce transformation narratives.
AI Impact on Society “Haunted codebases” and governance gaps are a risk dimension of the displacement story.
Vibe Coding Approaches “Spec coding” migration guide is the technique that makes enterprise adoption viable.
Claude-Specific Expertise GitHub Copilot agent patterns are comparable to Claude Code subagent workflows.

Source to watch: ACT-IAC (federal government consortium) — government legacy modernisation is a massive, underreported use case.
Keyword suggestion: “haunted codebases” — the term for AI-generated code that nobody understands. Captures a real governance concern.
Keyword suggestion: “post-application era” (Citrix framing) — worth tracking whether this concept gains traction.
Gap: Very few concrete case studies with numbers. Lots of “this is happening” but few “here’s what company X did and here’s what happened.” Need to search more specifically for case studies.