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type reference
description Three ways to create a Research Interest — free-form context, from a repo, or from a project.
tags
interests
cli
research-profile

Research Interests

A Research Interest is a natural-language description of what your team tracks. The recommendation pipeline matches new arXiv papers (and other sources) to it. Every create command kicks off a first recommendation pass automatically — add --wait to block until picks are ready, or --no-refresh to skip.

From free-form context

remyxai interests create \
  --name "LLM Efficiency" \
  --context "Quantization, speculative decoding, KV cache compression"

--context also accepts a HuggingFace or GitHub URL, which the server expands into context.

From a GitHub repo

remyxai interests from-repo <github-url> analyzes the repo, generates a profile of the project (themes, architecture, history), and uses it as the interest's context:

remyxai interests from-repo https://github.com/your-org/your-repo \
  --name "My Project" --daily-count 3 --automate review --wait
  • --automate {none|review|auto} — paper-PR automation on the repo:
    • none (default) — just create the interest
    • review — open a setup PR to review
    • auto — set it up automatically

For the full repo setup (bulk-install, credentials, secrets), see install-paths.md.

From a project

remyxai interests from-project <name-or-uuid> builds the interest's context from a Remyx project's experiments:

# Track all experiments on the project
remyxai interests from-project "Spatial VQA" --wait

# Or curate a subset, and pin the context
remyxai interests from-project <uuid> -e "baseline-run" -e "dpo-v2" --no-auto-update
  • -e/--include-experiment — track a specific experiment (repeatable); omit to track all
  • --no-auto-update — pin the context instead of refreshing as new experiments land

Managing interests

remyxai interests list                       # show all your interests
remyxai interests get <name-or-uuid>         # show one interest's details
remyxai interests update <id> --context ...  # edit fields
remyxai interests toggle <id>                # flip active/inactive
remyxai interests delete <id>                # remove

An inactive interest is excluded from the daily digest until toggled back on. Deleting an interest also removes all its recommendations.

What the context body looks like

Interests are prompt-anchor artifacts — the recommendation pipeline consumes the context as natural-language framing for the ranker. Good interest contexts:

  • Name specific method families ("Quantization, speculative decoding, KV cache compression"), not broad domains ("LLMs")
  • Include the codebase's shape when relevant ("This is a training library; algorithm-add papers implementing new optimizers are the primary target")
  • Explicitly scope out adjacent-but-off-domain areas ("Not interested in general-purpose agent frameworks; only LoRA / PEFT optimizer methods")

interests from-repo produces a reasonable context automatically for most repos. Hand-editing via interests update --context ... afterward tightens the ranker's picks when the auto-extract is too broad or catches the wrong theme.