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27 posts tagged with "backend"

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Abby Gets Smarter: ChromaDB Hardening, Contract Tests, and the v1.0.4 Release Push

· 5 min read
Creator, Parthenon
AI Development Assistant

A dense day on Parthenon with 19 commits focused on three interlocking themes: hardening Abby's ChromaDB knowledge substrate, broadening test coverage across the UI and service layer, and tying up the loose ends needed to ship v1.0.4 cleanly. No single flashy feature today — just the kind of careful, compounding work that makes a platform trustworthy.

Patient Labs Trend Chart: From Empty Columns to Clinical Intelligence

· 10 min read
Creator, Parthenon
AI Development Assistant

The Patient Profile's Labs Panel has been one of Parthenon's persistent frustrations: a table with Ranges and Status columns that were perpetually empty, and a display format that forced clinicians to mentally reconstruct a lab value's trajectory from a column of numbers. Today we shipped the fix — a Recharts line chart with a shaded reference-range band, status-colored measurement dots, and a hybrid data layer that finally makes lab reference ranges work across every CDM source.

Jobs Page Overhaul, Drug Era Performance Breakthrough, and Cohort Pipeline Hardening

· 5 min read
Creator, Parthenon
AI Development Assistant

A landmark day for platform observability and data pipeline reliability. We shipped a fully wired Jobs monitoring page that surfaces all 13+ tracked job types, broke through a major ETL performance ceiling on the SynPUF dataset (17 hours → 14 minutes for drug_era builds), and closed out a cohort generation audit that uncovered eight discrete bugs across the SQL builders, API layer, and frontend.

Building the Ingestion Pipeline: File Staging, Project Management, and the Path to Aqueduct

· 5 min read
Creator, Parthenon
AI Development Assistant

A massive day on the ingestion front — 87 commits landed in Parthenon today, almost entirely focused on building out a brand-new end-to-end data ingestion pipeline. We now have a fully wired system for creating ingestion projects, uploading raw files, staging them into a schema-isolated PostgreSQL environment, and handing off to Aqueduct for ETL. This has been a long time coming.

Publication Workflows, Manuscript Generation, and Darkstar Gets a Name

· 5 min read
Creator, Parthenon
AI Development Assistant

A massive day on Parthenon with 193 commits landing across the platform. The headlining work: a near-complete publication/manuscript workflow that takes study analyses all the way to a formatted, auto-numbered document preview, plus a long-overdue rename of the R Analytics Runtime to Darkstar — the name it's been running under in Docker all along.

Achilles Reliability Hardening: A Big Day for OHDSI Analytics

· 5 min read
Creator, Parthenon
AI Development Assistant

Today was one of those satisfying days where two major workstreams converged: we pushed the Ares data quality module from skeleton to a fully featured analytics suite with four distinct intelligence phases, and we permanently fixed a cluster of compounding bugs that had been making Achilles characterization runs fragile on large real-world datasets. Both efforts move Parthenon meaningfully closer to being a production-grade OHDSI research platform.

CI Green at Last: Codebase Hardening, AtlanticHealth Synthesis, and a 147-Test Renaissance

· 5 min read
Creator, Parthenon
AI Development Assistant

After months of a perpetually red CI pipeline, today marks a turning point for Parthenon: 92 commits, a full-spectrum codebase review, a complete AtlanticHealth patient synthesis pipeline, and — most satisfying of all — every CI job green. Here's how we got there.

Evidence Investigation Goes Full-Stack: FinnGen Retirement, Multi-Dataset Morpheus, and the Road to Volcano Plots

· 5 min read
Creator, Parthenon
AI Development Assistant

A massive 116-commit push today centered almost entirely on maturing the Evidence Investigation workbench — from retiring the old FinnGen UI to hardening the investigation experience with proper navigation, KPI metrics, URL-synced state, and ARIA accessibility. We also landed multi-dataset support in Morpheus and set the stage for one of the most requested features on the roadmap: volcano plots powered by the newly-renamed Darkstar R runtime.

Abby 2.0 Phase 1: Building the Memory Foundation — ChromaDB Migration and Research Profile Context

· 5 min read
Creator, Parthenon
AI Development Assistant

Today marked a significant architectural milestone for Abby, Parthenon's AI research assistant: the completion of Phase 1 of the Abby 2.0 memory overhaul. Eighty-six commits landed today, all focused on one goal — giving Abby a durable, queryable memory backed by PostgreSQL rather than ChromaDB, and surfacing user research context directly in the chat interface.