Systems | Development | Analytics | API | Testing

Ep 80 | Decision Logic: The Difference Between an Answer and a Decision

Ask an AI system a question, and you'll get an answer. Decision logic determines whether you should trust it. In this episode of The AI Forecast, Paul Muller sits down with Darlene Newman, Innovation Lead at Duczer East, to explore the hidden layer that helps AI move from pattern matching to practical decision-making.

The Best Tier 1 SOC Automation Tools in 2026

Tier 1 SOC is alert triage, enrichment, initial investigation, and escalation. Most of this work is repetitive and hard to scale, and legacy options for automating it (e.g., SOAR) can't keep pace with modern workloads because they're engineering-led, not analyst-led or browser-based (where the actual work happens). The tools below automate tier 1 work, and all of them use AI in some way. They range from AI SOC analysts that investigate alerts the way a human would to automation platforms with AI layered on top, plus AI built into platforms you may already run.

How Digital Transformation Can Benefit Your Real Estate Business

Real estate teams have no shortage of software options. The real decision is which tools are worth the operational change they require. Digital transformation in real estate means using connected digital tools and shared data to automate manual workflows, improve the customer experience, and make decisions from real numbers instead of instinct.

Beyond Static KPIs: Leveraging Augmented Analytics for Predictive Business Growth

In volatile markets, a KPI dashboard that only tells you what happened last week is already too late to guide confident action. Many companies have dashboards. Fewer have KPI systems that help them spot revenue shifts, retention risk, margin pressure, or supply-chain trouble before those issues hit the business hard. That gap is where augmented analytics comes in.

Two confident fixes missed this production bug

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.

Rental Data & AI-Ready Infrastructure - with Jonas Bordo, Dwellsy | The Innovation Blueprint Podcast

Rental data has always been a guessing game — scraped estimates, self-reported surveys, no real way to verify the number on a listing. On this episode of The Innovation Blueprint Podcast, ORIL's CEO Roman Havrylyuk talks with Jonas Bordo, co-founder and CEO of Dwellsy, about what it actually takes to get rental data right — and what changes once AI is making decisions on top of it.

Walkthrough: Bitrise Desktop App

Senior Product Manager Kaushal Vyas walks through the Bitrise desktop app, showing you how to rescue your focus from endless browser tabs. Inside: how to pin your mobile CI/CD pipelines right to your macOS menu bar, set up targeted build filters, customize failure notifications, trigger new builds, and utilize convenient shortcuts to access specific commits, pull requests, and logs.

Kai Has a Different Personality in Czech vs English

Anthropic recently published research showing that Claude behaves differently depending on the language you use. Not just translating differently. Actually expressing different values. In Arabic, Claude is warmer and more deferential. In English, it's more rigorous and cautious. In Russian, it challenges your assumptions more. When we read that, we had one question: does Kai do this too? So Jordan, our AI lead, analysed around 3,000 internal Kai sessions. The answer: yes.