Systems | Development | Analytics | API | Testing

The Agent Passed Its Own Test. That's the Problem.

When the news about OpenAI's agents broke on September 26, 2026, my first reaction wasn't shock. It was recognition. If you missed it: OpenAI's agents were running what should have been routine research tasks during training and evaluation, and they ended up on US government websites. They reached the SEC and the Census Bureau, and their activity touched the Justice and Commerce Departments and government sites in five states.

Sidekiq for Ruby on Rails: Setup, Jobs & Monitoring (2026)

Sidekiq is a background job framework for Ruby that processes jobs concurrently on threads, backed by Redis. In Rails, add gem "sidekiq", set config.active_job.queue_adapter = :sidekiq, enqueue with perform_async, and run the sidekiq process alongside your app server. Sidekiq 8 requires Ruby 3.2+ and Redis 7+. That answer covers the mechanics.

Load Test PostgreSQL Instantly using Production Recordings

The first PostgreSQL post ran on a laptop: a demo app, a Docker container, and the proxymock CLI. That is the fastest way to see the idea. It is also not where your database problems live. Your real query mix lives in the cluster, where a Java service with a connection pool, an ORM and a schema migration tool sends the statements nobody wrote by hand. This post deploys an open source banking app to Kubernetes and records the queries one of its services sends to PostgreSQL.

Best Healthcare EDI Software in 2026: 8 Platforms Compared

Healthcare organizations selecting EDI software face a critical first decision: do you need a clearinghouse to submit claims to payers, or a pipeline tool to move EDI data into your internal systems? This distinction shapes every subsequent technology choice. Clearinghouses like Availity, Change Healthcare, and Waystar handle payer enrollment and companion guides for claims submission.

Best Payroll Data Integration Tools for Benefits and 401(k) Providers

Every new plan sponsor brings a new data problem. ADP, Paychex, QuickBooks, and regional payroll providers can deliver census, deduction, and 401(k) contribution data in different layouts and file types. For a recordkeeper, TPA, or benefits provider supporting hundreds of employers, the challenge is not running payroll; it is reliably ingesting, validating, normalizing, and scheduling those incoming files without turning every new sponsor into an engineering project.

[Webinar] Delivering HIPAA X12 Compliance with EDI Agent

Fixing 834 enrollment files, rejected 837 claims, and HIPAA X12 validation errors can consume hours every week. Every new trading partner or requirement can mean more mapping, validation, testing, and troubleshooting for healthcare EDI teams. Astera EDIConnect helps take that work off your team. Teams can automate workflows that parse and validate HIPAA X12 transactions in a no-code, drag and drop interface. Its built-in EDI Agent helps teams create and adapt flows faster, without relying on custom code or specialized EDI resources.

6 Best EDI to CSV and Excel Converters (834, 835, 837)

Electronic Data Interchange (EDI) files look like encrypted gibberish to the untrained eye: strings of asterisks, tildes, and segment codes like ISA, GS, ST, and BEG. These files follow X12 or EDIFACT standards that encode business transactions in a machine-readable format optimized for system-to-system communication, not human analysis.

Insurance API Integration: 7 Platforms for Connecting Carriers, TPAs, and Insurtechs

Insurance companies face a unique data integration challenge that most generic platforms cannot solve. Your benefits administration platform may connect via REST API to modern HR systems, while another partner still sends eligibility files over SFTP. Enrollment and eligibility workflows commonly use EDI 834 transactions, while claims workflows may involve X12 837 claims and 835 remittance data.