Teaching Your Codebase to Answer Questions

Proposed by Rohan Mehta · Quillstone

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Decision

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Proposal

An internal code-aware assistant: indexing strategy, permissions, and the evaluation set we built from real support questions.

AI EngineeringAgents & ToolingTalk

Intermediate

Retrieval

DevEx

Speaker

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Rohan MehtaSpeakerPrimary contact

Senior Engineer, Quillstonerohan.mehta@example.com

Rohan works on developer tooling at Quillstone and is happiest when a build gets faster.

Application answers

Everything the speaker filled in on the call-for-papers form.

Talk title: Teaching Your Codebase to Answer Questions
Abstract: An internal code-aware assistant: indexing strategy, permissions, and the evaluation set we built from real support questions.
Track(s): AI Engineering, Agents & Tooling
Session format: Talk (25 min)
Audience level: Intermediate
Have you presented this talk before?: No
Do you need travel support to attend?: No
Speaker biography: Rohan works on developer tooling at Quillstone and is happiest when a build gets faster.

Reviewers

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Reviews

2 reviews from the programme committee.

4.5 / 5average from 2 scores

Tomas Kalb5.0 / 5Approve4 Aug 2026
Exactly the kind of talk this track needs — measurable claims and an honest account of what failed.
Ada Nwosu4.0 / 5Approve30 Jul 2026
Strong submission. The outline is specific enough that I trust the speaker can land it in the time slot.

Details

FormatTalk

Audience levelIntermediate

Submitted18 Jun 2026 at 22:30

Decision recorded—

FormDevFlow Conf 2027 — Call for Speakers