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Knowledge Graphs for Software Delivery: An Architectural Approach

Discover how software delivery knowledge graphs unify fragmented SDLC data, enable schema-as-code, and power deterministic AI reasoning across engineering teams. Software delivery knowledge graphs unify fragmented SDLC data across disparate tools by establishing explicit entities, typed relationships, and schema-as-code contracts. This transforms manual cross-system data stitching and non-deterministic AI reasoning into reliable, queryable knowledge. Key takeaways include.

Judgment, not generation: rebuilding our AI API Classifier on Jev

Rebuild AI API classification with Jev to cut costs, reduce latency, improve calibration, and make production decisions more efficient without sacrificing accuracy. Replacing the judgment step in a production classification pipeline with a purpose-built decision model changes the economics of the problem entirely.

What's taking DNS-PERSIST-01 so long?

In February, Let’s Encrypt announced that DNS-PERSIST-01 was coming, “some time in Q2 2026.” It’s October, and it’s nowhere close to ready. We’ve been waiting for DNS-PERSIST-01 since January, along with every other ACME client and lots of organizations. DNS-PERSIST-01 promised to simplify domain validation and make automation easier, but we had to wait on Let’s Encrypt. Let’s Encrypt is waiting on a redesign, a standards body, and maybe one more vote.

How Honeycomb Private Cloud Drinks From the Fire Hose

Back in July, I wrote about how the Tenant team (the team behind Honeycomb Private Cloud (HPC)) has embraced the code review bottleneck to focus more of its work. One of the other challenges we have is that we're downstream of almost all the other teams at Honeycomb, meaning that we have to package up everyone's code and services, and how it gets provisioned! This is something impossible to handle through code review since there are so many engineers on other teams, and so few of us.

10 Best AI Help Desk Software for 2026

Are your support teams spending too much time handling tickets and answering repetitive questions? As support requests increase, teams spend more time reading conversations, assigning tickets, finding relevant information, and preparing replies. These tasks can take attention away from complex issues that require human support. AI help desk software can help reduce this workload. It can answer common questions, summarize tickets, suggest replies, route requests, and assist with support tasks.

ISO 27001 Compliance: What Auditors Require and When You Need the Certificate

ISO 27001 compliance means running your information security the way ISO/IEC 27001 sets out. Most teams meet the standard when a customer sends over a security questionnaire. It lands as one more line on a cybersecurity compliance checklist. That framing hides the decision underneath it. You can follow the standard without ever being certified against it. The two routes cost very different amounts. In this blog, you will: You will finish able to decide whether you need the certificate, and what it takes.

Get your agents off laptops and onto shared infrastructure

There's a specific, recognizable point where a team's use of AI agents changes shape. Not when they adopt agents; most teams already have. It's when agents stop running on someone's laptop and start running on infrastructure that the whole team can see. This is a real technical shift, not a policy change or a maturity score. Here's specifically what's different on each side of it.

Moving Mainframe Data to Snowflake and AWS Through Apache Kafka: Treehouse Software and meshIQ

Treehouse Dataflow Toolkit moves mainframe data from Db2, VSAM, and IMS through Apache Kafka pipelines into Snowflake and AWS targets. meshIQ keeps the streaming layer visible and stable. Together they give data science teams continuously updated enterprise data for AI and ML.

How Filing Strategies Impact Taxes on Social Security Benefits

Understanding how different filing strategies can impact the taxes on your Social Security benefits is crucial for effective personal finance management. With the average retiree relying heavily on Social Security as a primary income source, it's important to know that up to 85% of these benefits can be taxable depending on your filing strategy and overall income. This article will dive into the nuances of how filing strategies influence the taxation of Social Security benefits, the factors that affect taxable income, optimal strategies to minimize taxes, and common misconceptions about Social Security taxation.

Stripe aims to power the next generation of AI-driven payments

Stripe has not only become a leader in modern online payment systems in just a few years, but has also set itself an even more ambitious goal: moving from e-commerce to AI commerce. Stripe wants to become the leading payment infrastructure for AI agents, and it has made that ambition clear with the acquisition of OpenRouter, a platform that routes requests from users and developers to more than 400 AI models from over 80 providers.