Systems | Development | Analytics | API | Testing

dreamfactory

How DreamFactory Helps Schools Use AI Safely on Their Own Data

Aug 12, 2026 By Kevin Hood In DreamFactory
Every school, college, and university is being asked the same question right now: Can we use AI on our own data without putting student records at risk? The promise is real, including personalized learning, faster advising, and smarter operations. So is the fear. AI that touches student information runs straight into FERPA, breach risk, and a simple trust problem: once data leaves your control, you can't govern it.
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smartbear

One interface for API contracts, test coverage, and production signal: Build AI quality workflows with the SmartBear MCP Server on Amazon Bedrock AgentCore

Aug 12, 2026 By Matt Bonner In SmartBear
For decades, the software development lifecycle (SDLC) gave engineering teams a common framework. Requirements became designs. Designs became code. Teams tested, deployed, monitored, and improved it.
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speedscale

Two confident fixes missed this production bug

Aug 11, 2026 By Ken Ahrens In Speedscale
Every new signup posts a message to our Slack. The format is dull and reliable: Overnight this week one arrived like this: That trailing nothing was the entire incident. No error logs, no alerts. A returning user had signed up, our signup service had attached them to a tenant we deprovisioned back in December, and the only symptom in the whole company was a Slack message that ran out of words. Their company's email domain still pointed at the dead tenant, so instead of a fresh workspace they landed in a corpse: domain mapping still live, cloud infrastructure long gone. I'm on call this week, so I pulled the thread.
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speedscale

The Pod Was Cheaper. The Service Wasn't.

Aug 11, 2026 By Matt LeRay In Speedscale
A smaller Kubernetes pod can lower allocation cost while completing less work. Green status codes and matching schemas can hide it. This walkthrough combines OpenCost allocation data with proxymock behavior and performance evidence. A candidate passes only when behavior and throughput hold while unit cost falls.
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speedscale

Diagnose Serial N+1 API Calls With Tempo + proxymock

Aug 11, 2026 By Matt LeRay In Speedscale
One API request took 302 milliseconds. Nothing failed. CPU was mostly idle. The response was correct. The trace made the problem obvious: eight inventory calls, each waiting for the previous one. But the trace could not tell me why the application made eight calls, or whether changing their execution would preserve the response. It showed the shape of the wait, not the input that created it.
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smartbear

Practice what you Pact : Catch breaking API changes before production in the SmartBear MCP

Aug 11, 2026 By Kevin Rohan Vaz In SmartBear
There’s something satisfying about contract testing the contract-testing tool. The SmartBear MCP Server is the integration layer between AI coding assistants and the PactFlow API, so when we decided it needed Pact consumer tests of its own, we were subjecting our own code to the same standards that we recommend.
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kong

Kong AI Gateway Applies NVIDIA NeMo Switchyard Across Model Traffic

Aug 11, 2026 By Harish Madhavan In Kong
Every team running production LLMs has had the same idea: not every request needs the frontier model. Intelligent model routing (or LLM routing)— choosing a model per request on criteria such as task complexity, cost, latency, or quality — enables more efficient model usage.
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What's New in WSO2 Identity Server 7.3: Secure AI Agents

Aug 10, 2026 By WSO2 In WSO2
AI agents can work in the background on your behalf, but, how do you keep them from doing too much? WSO2 Identity Server 7.3 now supports Client-Initiated Backchannel Authentication (CIBA), giving ambient agents access only when the user approves each request through a push notification. The agent can act, but you stay in control.
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smartbear

The mobile gap: Vision-based testing catches what code reviews miss

Aug 6, 2026 By Pratik Pal Bariha In SmartBear
The pull request looked perfect. Two approvals, clean diff, all checks green. The team shipped it Thursday afternoon. By Friday morning, support tickets were coming in. On a popular mid-range Android device, the new checkout button rendered behind a promotional banner: visually present but physically untappable. Every reviewer read that code, yet none of them could have caught it, because the defect was never visible in the diff. It only ever appeared on the device.
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