The Deep View: Secret Sauce

Posted on March 16, 2026 by michelleclarke2015
SECRET SAUCE
Repository intelligence: Giving agents a memory
Jason Hiner: This idea of repository intelligence is really where GitHub sees itself as a layer above even all of the different coding assistants, a way for you to provide added value, knowing that companies and coders are using multiple coding assistants. What does repository intelligence mean and what can it offer?
Mario Rodriguez: Today, all of the world’s code lives on GitHub. We see all of the commits that are happening. We see all of the pull requests. We see the issues. So there are all of these artifacts that come into play as you develop in a team context, and all of those go through GitHub.
Repo intelligence is the ability to say, look, it’s not just the code. It’s the entirety of the repo and all of the artifacts that go into creating a feature, and then being able to index that, provide midterm and long-term memory on it, and really start thinking through it as a graph of work for software development.
Imagine if I’m joining a new company and a new code base. I could go in and not only look at the code, but say: What were all the decisions that came into being? How did they develop it? What were the prompts they used? Did the quality get better or not, and when it didn’t, why not? What was super successful that ended up impacting the business? We did a migration to this library, then migrated away. Why? That’s what repo intelligence is all about. It’s that institutional memory plus expertise at any point in time. And then imagine every agent being able to query that and utilize it to get something done.
Unknown's avatar

About michelleclarke2015

Life event that changes all: Horse riding accident in Zimbabwe in 1993, a fractured skull et al including bipolar anxiety, chronic fatigue …. co-morbidities (Nietzche 'He who has the reason why can deal with any how' details my health history from 1993 to date). 17th 2017 August operation for breast cancer (no indications just an appointment came from BreastCheck through the Post). Trinity College Dublin Business Economics and Social Studies (but no degree) 1997-2003; UCD 1997/1998 night classes) essays, projects, writings. Trinity Horizon Programme 1997/98 (Centre for Women Studies Trinity College Dublin/St. Patrick's Foundation (Professor McKeon) EU Horizon funded: research study of 15 women (I was one of this group and it became the cornerstone of my journey to now 2017) over 9 mth period diagnosed with depression and their reintegration into society, with special emphasis on work, arts, further education; Notes from time at Trinity Horizon Project 1997/98; Articles written for Irishhealth.com 2003/2004; St Patricks Foundation monthly lecture notes for a specific period in time; Selection of Poetry including poems written by people I know; Quotations 1998-2017; other writings mainly with theme of social justice under the heading Citizen Journalism Ireland. Letters written to friends about life in Zimbabwe; Family history including Michael Comyn KC, my grandfather, my grandmother's family, the O'Donnellan ffrench Blake-Forsters; Moral wrong: An acrimonious divorce but the real injustice was the Catholic Church granting an annulment – you can read it and make your own judgment, I have mine. Topics I have written about include annual Brain Awareness week, Mashonaland Irish Associataion in Zimbabwe, Suicide (a life sentence to those left behind); Nostalgia: Tara Hill, Co. Meath.
This entry was posted in Uncategorized. Bookmark the permalink.

Leave a comment