Why AI Agents Need an Organizational Ontology, Not a Bigger Prompt
How Connectory Genie gives AI agents typed organizational meaning, scoped context, and domain checks before their proposals become software changes.
12 min
Engineering Intelligence
Metrics that actually predict engineering health, beyond story points and PR counts. Quantifying technical debt, measuring quality, and making the business case for engineering investment.
The Institutional Memory Gap Behind AI Code Failures
AI writes code faster than teams preserve why systems work. A typed memory framework covering policies, decisions, owners, and open questions across repos.
12 min
Biotech Drug Discovery AI Needs Institutional Memory
A practical Connectory use case for biotech and drug discovery teams that need shared org memory, PR evidence, and agent governance across scientific software.
13 min
The Enterprise Guide to Agentic AI Governance and Organizational Memory
A practical buyer guide for leaders moving from AI coding tools to governed agentic software delivery, with institutional memory as the control layer.
15 min
Technical Debt Quantification: Turning Engineering Pain Into Dollar Signs
Concrete frameworks for translating technical debt into financial metrics that make CFOs approve remediation budgets instead of asking 'can it wait another quarter?'
13 min
The Hidden Cost of AI-Generated Technical Debt: A 90-Day Spike Pattern
AI-generated code ships fast but compounds technical debt silently. Data from GitClear and real incident postmortems reveals the 90-day spike pattern and how to stop it.
12 min
Engineering Quality Beyond Test Coverage: Metrics That Actually Matter
Test coverage percentage is a poor predictor of production reliability. Here are the leading indicators—Change Failure Rate, Review Depth Score, and rework rate—that actually tell you whether your codebase is healthy.
14 min
Your AI Coding Tools Are Shipping Faster. Are They Shipping Better?
Engineering teams track PRs merged and lines written. Almost none track whether AI-generated code survives 90 days in production without incident. Here's what to measure instead.
14 min
Explore Engineering Intelligence Solutions
See how Connectory helps teams tackle these challenges.