Hypercubic TeamHyperLoop: A Verification-Driven System for Mainframe Modernization
HyperLoop modernizes COBOL applications with AI and layered verification to preserve legacy behavior safely.
Insights
Thoughts, perspectives, and updates from the Hypercubic team.
Recent insights on mainframe modernization, COBOL, and enterprise AI
Hypercubic Team
Hypercubic TeamIntroducing Hopper: An Agentic Development Environment for the Mainframe
Hopper is an agentic development environment for the mainframe that lets AI agents operate directly across TN3270, ISPF, JCL, JES, CICS, VSAM, datasets, jobs, spool output, and return codes.
Aayush NaikReplicate the Environment, Not the Knowledge
Mainframe modernization breaks when tacit knowledge gets flattened into documentation and abstractions. A better approach is to create faithful environments where that logic can be explored directly.
Sai GurrapuCOBOL Developer Retirement Rate vs. Training Pipeline
The average COBOL developer is 58 years old, with approximately 10% of the workforce retiring each year. That rate has only accelerated as the cohort ages and talent is vanishing.
Sai GurrapuCOBOL Job Postings Over Time: Salary Trends and Which Industries Are Still Hiring
COBOL is still a high-value labor market: demand remains strong in banking, insurance, and government, while a shrinking, aging talent pool keeps salaries and especially contract rates elevated.
Sai GurrapuChampioning for Legacy Modernization Internally
Legacy failures are board-level business risks, not IT issues: when critical transaction systems break, the fallout is measured in fines, outages, customer loss, and stalled growth.
Aayush NaikMainframe Modernization is a Hard and Fun Problem to Solve
At Hypercubic, we believe the ability to constrain reality for agentic AI will be the defining skill of the next decade of software engineering.
Aayush NaikCode Comprehension at Scale: Learning from the Bitter Lesson
Handcrafted tricks break at scale. The future of code comprehension lies in holistic, learning-based systems.
Aayush NaikThe Lindy Effect and COBOL: Why a 65-Year-Old Language Runs the World
You might think that legacy languages like COBOL are dying, but they're not going anywhere.