OpenAI Decisions API vs. Jev: Choosing by Use Case
Compare OpenAI Decisions API and TypeSafe AI's Jev across image inputs, decision formats, pricing, confidence, data controls, and operations, with use-case selection criteria.
Validation
24 posts with the tag “Validation”
OpenAI Decisions API: Uses and Enterprise Adoption Considerations
How OpenAI Decisions API returns probabilities, choices, and scores, with text and image use cases, pricing, error evaluation, data retention, and execution controls.
What Is Jev? Decision Probabilities and Enterprise Adoption Considerations
A primary-source explanation of Jev's decision outputs, suitable workflows, probability limits, total cost, and data-management conditions for enterprise adoption.
Enterprise AI Gateway and Model Router Guide
A role-based comparison of AI gateways, model routers, observability, and evaluation tools, with managed, open-source, and cloud-native recommendations by governance level.
Enterprise Token and Model Management: Lessons from Uber and Spotify
A comparison of Uber, Spotify, and Grab that turns their approaches to AI work, context, models, budgets, and quality into an enterprise operating model.
WebMCP Explained: How AI Works with a Live Web Page
A beginner-friendly explanation of why WebMCP was proposed, its two ways to describe page features, how it differs from adjacent technologies, and how to test it safely.
AIFX: Creation Records vs. Rights Review
How AIFX and AIFI creation records and file checks differ from the rights review and release approval that organizations must perform separately.
Capability CI/CD: Verifying Agent Skills Before Distribution
A practical design for checking the structure, safety, overlap, effectiveness, and source record of an Agent Skill before production distribution.
Verification-First Agents: Validating AI Answers Through Evidence
An introduction to Verification-First Agent design, which links each AI claim to evidence and an independent check before the answer informs a decision or action.
Self-Healing Loops for Coding Agents: Verification, Stopping, and Human Handoff
A practical guide to coding-agent self-healing loops based on 2026 research and official implementations from OpenAI, Google, and GitHub, covering layered verification, stop conditions, permission boundaries, and human approval.
Vibe Coding Color Checks: Light, Dark, and Interaction States
How I am building a harness to reduce repeated color accessibility issues in UI components created through Vibe Coding, especially across light/dark themes, hover, selected, and focus states.
prebuild Order: Update Generated Values Before Validation
How I moved automatic normalization before validation in prebuild to address recurring Astro build failures.
Web Page Verification with Playwright: Structural Checks, Browser Tests, and Human Review
How structural and URL checks differ from Playwright browser verification, where browser checks fit in the validation flow, and which decisions require human review.
A 12-Step Pre-Publication Review for AI Drafts
A twelve-stage review for AI-drafted blog posts that separates structural checks from human approval and prevents the creating AI from approving its own draft.
Claude Code Hooks: How Hooks Work and How to Design Automated Checks
A plain-language guide to using Claude Code Hooks for repeated checks, including before-versus-after timing, human approval boundaries, and an adoption process.
How to Preserve AI Workflow Decisions in lessons.md
How to record an AI workflow problem, cause, resolution, and prevention in lessons.md as a decision history that later work can verify.
How to Validate AI-Suggested Reference URLs Automatically
AI can suggest reference URL candidates that do not actually exist. This article covers how the URL-checking script for this site works and how it classifies results before human source review.
How to Validate Internal Links Against Public URLs
A file exists in the repository but the link is broken — this happened on this site. Here is why verifying internal links by file path alone is insufficient, and how I addressed it.
Building Validation Scripts with AI to Automate Manual Checks
Manually checking the consistency of configuration files has limits. This article covers the process of building a validation script with AI and why automated detection proved useful.
How to Prevent JA-EN Blog Drift with Structural Checks
This article explains the current workflow for synchronizing English articles from canonical Japanese, using three translation-drift patterns and a two-stage checklist. It separates differences that structural checks can surface from semantic differences that require human judgment.