Flow Coding Security Analysis: Expert Personas for Rust Code Review

July 8, 2025 Lothar Schulz 0

This analysis examines a multi-persona AI prompt technique applied to Rust development, testing its effectiveness on a protein translation exercise. While the approach successfully transformed imperative code into functional pipelines and improved error handling, it revealed critical limitations including AI hallucination risks and test compatibility issues. For security-conscious teams, the technique offers valuable code quality improvements when integrated with human oversight and comprehensive validation processes.

Let the Agents Vibe: Introducing Flow Coding

July 7, 2025 Lothar Schulz 0

Introducing “flow coding”—a new multi-agent development approach where you orchestrate AI agents to collaborate on software projects. Unlike vibe coding’s human-AI partnership, flow coding enables AI-to-AI collaboration while you guide the creative process from above.

Skip the Code: How AI Prompts Now Handle Tech Due Diligence Better Than Custom Scripts

June 15, 2025 Lothar Schulz 6

I built a Python solution in January for AI-powered supplier due diligence that required Jupyter notebooks and custom code. Now I’ve discovered something game-changing: modern AI systems like like Claude, ChatGPT, and Perplexity can handle complex tech assessments through simple prompts with zero technical setup. This post reveals the comprehensive prompt framework that delivers professional due diligence results without any coding, making AI-powered supplier assessments accessible to any CISO team.

Claude 4’s 25% Syntax Error Reduction

May 26, 2025 Lothar Schulz 0

Claude 4’s release brings significant improvements to AI-assisted coding that matter for security-conscious engineers. The coding platform Lovable reports a 25% reduction in syntax errors and 40% speed improvement in production environments.
While this doesn’t directly address semantic security issues like dependency confusion attacks, fewer syntax errors allow security reviewers to focus on logic and security issues rather than basic correctness, creating opportunities for more targeted security review.

Engineering Metrics Frameworks: DORA, DevEx, SPACE, DX Core 4, ESSP Comparison

May 4, 2025 Lothar Schulz 0

Learn how engineering metrics are transforming software development. This post highlights the evolution of measurement approaches, from early activity-based metrics to the modern frameworks such as DORA, DevEx, SPACE, DX Core 4 and ESSP. We compare the core components, strengths and focus of each framework and discuss how they can be used to measure and continuously improve performance, developer experience and business success. Find out which approach best fits your organization’s goals.