feat(research): daily arXiv + leapmodel research pipeline#367
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New `augmentagent research` subcommand runs a daily pipeline: pull recent
arXiv AI/agent papers (cs.AI/MA/CL/LG, keyword-filtered + deduped) and the
latest leapmodel commits, compare them against our agent process via a
swappable LLM driver (RESEARCH_LLM_CMD, default 'claude -p'), file GitHub
issues for the top gaps, and post a digest to Discord.
- store: research_seen dedup table + research_seen()/mark_research_seen()
- cli: research.rs pipeline module, Research subcommand, quick-xml dep
- scripts: daily-research.sh + install/uninstall + auto-updater registration
(systemd timer fires 08:00, modeled on the existing digest job)
- .env.example: RESEARCH_* config block
The LLM is invoked as an external command (prompt on stdin, {"gaps":[...]}
JSON on stdout) so it can be swapped for codex/ollama/an OpenAI-compatible
shim without touching the pipeline. Every stage is best-effort and degrades
gracefully. Issue-create and Discord posting reuse existing proven paths.
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✨ Finishing Touches🧪 Generate unit tests (beta)
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This was referenced Jun 25, 2026
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What
New
augmentagent researchsubcommand + daily schedule. Each day it:research_seentable).gh api.schema/*.md) using a swappable LLM driver (RESEARCH_LLM_CMD, defaultclaude -p).RESEARCH_GH_REPO.post_digest_to_discord).Swappable engine
The LLM is an external command: prompt on stdin,
{"gaps":[…]}JSON on stdout. Swapclaude -pforcodex exec,ollama run, or an OpenAI-compatible shim with zero pipeline changes. Every stage is best-effort and degrades gracefully (a failed arXiv/leapmodel/LLM step logs a warning and the run continues).Files
crates/augmentagent-store/src/store.rs—research_seentable + helperscrates/augmentagent-cli/src/research.rs— new pipeline modulecrates/augmentagent-cli/src/main.rs—mod research,Researchsubcommand + dispatch,pub(crate)on Discord fncrates/augmentagent-cli/Cargo.toml—quick-xml.env.example—RESEARCH_*blockscripts/{daily-research,install-research,uninstall-research}.sh— new (08:00 timer, modeled on digest)scripts/check-for-updates.sh— auto-register the timerVerified ✅
claudedriver produced actionable gaps incl. a leapmodel→agent transfer ("read-the-peak" adaptive halt)catstub → graceful degradationcargo build --releaseclean; 5 unit tests passNOT yet fired (outward-facing) — tracked in #364
gh issue create(mechanism mirrorsGhCliIssueRunner)Remaining work
Notes for reviewer
main+ runscripts/check-for-updates.sh(auto-registers the timer).