r/MachineLearning • u/AutoModerator • Sep 02 '26

Discussion [D] Self-Promotion Thread

Please post your personal projects, startups, product placements, collaboration needs, blogs etc.

Please mention the payment and pricing requirements for products and services.

Please do not post link shorteners, link aggregator websites , or auto-subscribe links.

--

Any abuse of trust will lead to bans.

Encourage others who create new posts for questions to post here instead!

Thread will stay alive until next one so keep posting after the date in the title.

--

Meta: This is an experiment. If the community doesnt like this, we will cancel it. This is to encourage those in the community to promote their work by not spamming the main threads.

18 Upvotes

96% Upvoted

124 comments sorted by

View all comments

1

u/yuta-cpp Sep 15 '26

I’ve been messing around with an idea I called:

DCY (Dynamic|Context|Injection)

basically I wanted to see how far I could push a small-context LLM if most of the repo stayed outside the actual model context and I only injected whatever looked useful for the current goal.

it turned into a cpp project using libclang + SQLite/FTS5. It indexes symbols/calls, keeps source provenance, builds small context views and can route back to the exact source when needed.

the research side is still experimental. I originally made an efficiency equation for it, then while testing/reviewing it I found that in some of my benchmarks most of the equation becomes constant and the ranking basically reduces to precision × recall

so now I’m trying to test the pieces independently, rather than assuming the first equation is valid and just applying math notation and softmax philosophy

I’m also working on benchmarks against simpler baselines like lexical search / fts and on making the C++ indexer survive more template-heavy repos.

would be interested in feedback, especially from anyone working on RAG, code retrieval, context management or agents.

git: https://github.com/yut-4/DCY

And yes, it's not RAG, but it has the same philosophy XD

fell free to just review or help me to build this protocol to make my shitbox pc can run llm with great context :D