Systems | Development | Analytics | API | Testing

Driving Business Value with AI: 4 Data Democratization Plays

AI-powered analytics is everywhere right now. But the payoff? Not so much. Two patterns show up again and again. The first is an “AI everything” backlog that expands faster than teams can deliver. The second is an insights bottleneck that still forces the business to wait in line for basic answers while analysts drown in ad hoc requests.

Spotter Semantics-The Rosetta Stone for Agentic AI

In 1799, soldiers near Rosetta, Egypt, unearthed a stone carved with the same decree in three scripts: hieroglyphs, Demotic, and Ancient Greek. Because scholars already understood Greek, it unlocked a language—and with that, a civilization’s worth of knowledge that had been dark for over a millennium. We’re at a similar inflection point in enterprise data.

Your "clean code" is costing the company millions #speedscale #darkcode #coding #aiagents #claude

If it passes the tests, it’s not my problem. If you’re still manually checking every line of code in 2026, you’re just wasting company time. Let the AI cook and go touch some grass. Check out: speedscale.com.

Medication Management Software: Development Process, Costs & Compliance

The healthcare landscape is shifting from paper-based records to intelligent, automated ecosystems. At the heart of this transformation is Medication Management Software. This technology does more than just track pills. It serves as a digital safety net for patients and a productivity engine for providers. With the rise of complex drug regimens and a growing geriatric population, the margin for human error has become dangerously thin.

Gherkin vs Traditional Testing: Which One Wins with AI?

Gherkin's structured, human-readable format gives it a decisive edge when working with AI-powered testing tools. Start evaluating your test suite structure now, as AI-powered QA is becoming the industry standard, and your test format determines how well these tools can assist you. The debate over Gherkin vs traditional testing has taken an unexpected turn.

OpenLogic: Enterprise Support for Mission-Critical Open Source

For two decades, Perforce OpenLogic has delivered enterprise-grade open source technical support, LTS, and professional services including implementations and migrations. With more than 400 technologies covered, we help organizations achieve digital autonomy and avoid vendor lock-in by securely deploying OSS. If you're looking to reduce costs by getting off proprietary platforms, modernize legacy systems, or meet new compliance regulations, our experts can provide unbiased guidance.

Use P4 MCP to ask code review questions | #perforce #codereview #mcp #p4

In this clip from LIMITLESS, our 2026 P4 Product Update, Patrycja (Trish) Tomiak-Gough, Chief Architect at Perforce, demonstrates how P4 MCP connects Claude with Perforce P4 Code Review to find a specific review, ask whether the change addresses a ticket, and a surprise trick question!

Beyond Static Routing: Modernizing API Logic with Conditional Policy Execution

Modern API architectures are no longer linear. A single request can traverse multiple layers of authentication, transformation, enrichment, and observability. As these flows grow more dynamic, the need for fine-grained control over when plugins execute becomes critical. For years, the standard approach to API Gateway configuration followed a strict hierarchical model: you applied a plugin to a Service, a Route, or a Consumer.

No More Static Secrets: Kong Expands Cloud-Native Authentication Support

How Kong Gateway 3.14 closes the consistency gap in IAM-based authentication across AWS, Azure and GCP — and what it means for your production deployments Enterprise security teams have clear requirements: no static credentials, no exceptions. Every service-to-service connection, whether it's Kong talking to databases, caches, or vaults, should authenticate using the same IAM-based identity model that governs the rest of their cloud infrastructure.