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Your Repo Is a Knowledge Graph. You Just Don't Query It Yet

Blog post from Harness

Post Details
Company
Date Published
Author
Ompragash Viswanathan All this author’s posts
Word Count
2,731
Company Posts That Month
57
Language
English
Hacker News Points
-
Post removed?
No
Summary

The shift from Source Code Management (SCM) to Source Context Management is driven by the integration of AI agents throughout the software development lifecycle, necessitating a deeper, semantically rich understanding of codebases. As AI agents become integral to planning, coding, reviewing, and deployment, the need for a context engine that offers pre-computed, queryable, and semantically complete representations of code becomes essential. This context engine is structured in a three-layer architecture comprising semantic indexing, a code knowledge graph, and agentic integration, enabling AI agents to access and act on comprehensive codebase context without directly reading files. This transformation promises increased developer productivity, faster delivery velocity, and reduced risk by ensuring that agents operate with a deeper understanding similar to that of experienced human engineers. The article emphasizes the importance of robust security measures, polyglot repository support, and incremental updates in the implementation of Source Context Management, highlighting its potential as a new infrastructure primitive for modern software development.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
AI Agents 6 4,430 1,100 236 -3%
MCP 6 6,108 613 170 +36%
Kubernetes 2 2,306 381 103 +25%
LLM 2 5,932 1,046 223 -2%
Multi-agent systems 2 460 170 68 -20%
Observability 2 4,496 812 176 +40%
Platform Engineering 2 1,080 232 64 +125%
Vector Search 2 1,739 413 146 -27%
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