Tagged articles

independent verification

3 articles · Page 1 of 1

Sep 10, 2026 · R&D Management

Agent Runs Tests ≠ Trustworthy Results: Building Independent Verification in AI-Native Development

The article explains why AI agents running tests doesn't ensure reliable verification, proposing a five-layer system — self-verification, independent verifier, test role, CI toolchain, and business acceptance — with version-linked evidence, protected acceptance criteria, design cross-checks, and clear human judgment boundaries for semantic, risk, and authorization decisions.

AI-Native DevelopmentCI/CDVerification

0 likes · 13 min read

Agent Runs Tests ≠ Trustworthy Results: Building Independent Verification in AI-Native Development

Data Bricklaying Diary

Aug 19, 2026 · R&D Management

AI Redraws Responsibility Boundaries: The New Full-Stack Isn't About Doing Everything Alone

The article argues that AI lowers cross-stack execution costs, prompting a shift from frontend/backend separation back to full-stack—redefined as end-to-end business capability ownership with AI assistance—while professional judgment, risk decisions, and independent verification remain essential and must be allocated based on task complexity and risk.

AI-assisted developmentSoftware Engineeringbusiness capability teams

0 likes · 20 min read

AI Redraws Responsibility Boundaries: The New Full-Stack Isn't About Doing Everything Alone

FunTester

Aug 6, 2026 · Artificial Intelligence

Why the Last Mile of AI Testing Requires Real‑Hardware Evidence

The article argues that while multiple AI agents can independently review test results, true verification still depends on evidence generated by actual hardware runs, because models cannot create or access facts that never existed in the physical environment.

AI testingModel Context Protocolhardware evidence

0 likes · 16 min read

Why the Last Mile of AI Testing Requires Real‑Hardware Evidence