Repository Analytics Engine v1
Initial extraction across five OSS systems; baseline 6-classifier benchmark; first FastAPI prototype.
First eight-paper draft series
Paper 1–Paper 8 outline. Identified that Paper 2 (dataset) and Paper 3 (classifier comparison) were thinly sliced and needed consolidation.
Self-healing locator framework
2,400 mutation events generated across seven refactor classes; tree-ensemble ranking models trained and calibrated. Paper D enters review.
RAITG & the test-generation service
312 requirements processed across banking, healthcare, e-commerce. 94.1% requirement coverage, 96.3% first-pass verify. Paper E completed.
file_age_days bug discovered & fixed
Sign bug from git log's default ordering contaminated ~40% of rows. Replaced with explicit min/max accumulators. All datasets and models rebuilt; commit_frequency emerges as a real secondary signal.
Eight papers consolidated to six
Paper 1–Paper 6 of the defect series merged into Paper A (empirical study), Paper B (cross-repo), and Paper C (risk-based testing). Total page count drops from ~80–100 to 20 with no loss of empirical content.
Production model gb-paper1-v4-fixed_age
Gradient Boosting + SMOTE deployed in the FastAPI risk-prediction service. GitHub Actions integration with advisory and gating rollouts.
npm tooling published & submitted
The @vijaypjavvadi scope ships bdd2pw (v3.8.1), sel2pw (v1.0.5), and pw-emit (v1.3.0). bdd2pw is submitted to Elsevier SoftwareX (MS SOFTX-S-26-00858) and sel2pw to Elsevier Software Impacts (MS SIMPAC-D-26-00122) on 31 May 2026, with an SSRN preprint for bdd2pw.
Six core papers enter peer review
Paper A → IEEE Access (Access-2026-25027), Paper B → Wiley JSEP (3489875), Paper C → IEEE Software (SW-2026-05-0236), Paper D → Wiley STVR (1820539), Paper E → Springer ASE (editor assigned 17 Jun), and Paper F → Springer EMSE (EMSE-S-26-00920). Nine manuscripts are now in the pipeline.
Paper F — Post-Execution Defect Attribution
Empirical comparison of four post-execution defect-attribution methods on 6,000 synthetic failure events. Submitted to Springer EMSE (MS EMSE-S-26-00920) on 16 Jun 2026; editor assigned 17 Jun 2026. Preprint on Research Square (not peer-reviewed).
Google Scholar profile live
Author profile published (23 Jun 2026) with preprints and Zenodo deposits, alongside the ORCID record (0009-0004-1192-6906) with Crossref auto-push enabled.
Paper G1 — TruthHire, submission-ready
Deterministic timeline engine for employment-experience fraud detection plus an adversarial AI-fake robustness study, with the TruthHire reproducibility bundle (Zenodo 10.5281/zenodo.20681820). Prepared for Taylor & Francis Information Security Journal (UISS20).
TestForge PaperQC enters beta
A pre-submission QC tool for software-engineering manuscripts — venue fit, peer benchmarking, structure, honesty & integrity checks, and a submission-package recompile — launches in free public beta at paperqc.testforge-ai.com.
Telemetry-grounded follow-up to Paper C
Production-telemetry-based validation of risk-based prioritisation, the missing piece called out explicitly in Paper C's threats-to-validity section.