Added llms.txt to Astro Website

Added llms.txt to an Astro site. Since no plugin was found, I asked AI (Cursor/Claude 3.7 Sonnet) to implement it. Introducing that code.

Giving AI Coding CLIs Full Permission to Run Autonomously - Claude Code, Codex, and Gemini CLI Compared

To let AI coding CLIs run autonomously, you need to configure their permission settings. Claude Code has --dangerously-skip-permissions and auto mode. Codex CLI has --full-auto and --yolo. Gemini CLI has --approval-mode yolo. This post compares the three tools' permission models and explains which mode to use in which situation.

AI Coding and Review Tools I Use and How I Use Them (2025-10-06)

With AI-powered development assistance now commonplace, numerous tools are available. This article introduces my specific approach to using AI coding and review tools as of October 6, 2025. From OpenAI Codex CLI, which plays a leading role in implementation, to Claude Code CLI, which understands the context of the entire project, and review agents on Pull Requests that ensure quality from multiple perspectives, I've compiled my current best practices.

"That's an Echo Chamber" — Self-Diagnosing Myself After Going All-In on AI-Driven Development

I told an engineer at another company that I had gone all-in on AI-driven development, and they answered, "That's an echo chamber." What is an echo chamber, really? Why are you prone to one when you build and work with full-on AI, and how does fully remote work amplify it? Starting from C. Thi Nguyen's distinction between echo chambers and epistemic bubbles, I self-diagnose as an individual.

I Presented at "Engineer LT & Networking Event supported by Kumamoto City & AWS Startup"

I presented at an engineer LT & networking event supported by Kumamoto City and AWS Startup, introducing and demonstrating our AI Agent Builder "Giselle" currently in development.

Developer Experience in the AI Era — Helping Engineers Stay Competitive

While teaching a Claude workshop, an engineer in the room asked me: how do you think about improving Developer Experience (DevEx) in the AI era? I answered on the spot. This post revisits that as a fully remote CTO. What DevEx used to mean, what AI changed, how leadership provides the environment. The goal: growing engineers who stay competitive in the market, the kind people call excellent even after they move on.

The AI Era Is a Great Time to Learn - 15 Years Since I Was a Fledgling Engineer

"What should I learn in the AI era?" "How do I grow as an engineer?" At TechLead Conference 2026, I heard those anxieties often. Fifteen years after asking basic MySQL questions at Python mini Hack-a-thon, and with AI now available to answer anything on demand, I believe this is the best era yet for beginners.

Evolving into an AI-First Engineering Organization - 5 Structural Shifts Happening in 2026 and How to Replicate Them

Block restructured 40% of its organization citing AI capabilities. Meta analyzed post-AI-adoption productivity data and reshaped its workforce. Atlassian overhauled its R&D structure to self-fund AI investment. In 2026, AI-driven organizational evolution is accelerating across the tech industry. This article extracts 5 structural patterns from these moves and provides step-by-step guidance for replicating them in your own organization.

Supercharge Development with AI! Refactoring Towards AI-Friendly Code

AI coding tools are now indispensable partners in development. The refactoring they frequently suggest actually holds hidden hints for supercharging your development. Why is writing code that AI prefers the key to future team development?

Official Documentation & Resource Links for Major AI Models (Anthropic, Google Gemini, OpenAI)

With new AI models constantly emerging, keeping up with official information can be challenging. This article compiles links to official documentation, pricing pages, and release announcements for major models from Anthropic (Claude), Google (Gemini), and OpenAI (GPT). Use it as a cheat sheet to speed up your development workflow.

Attended AI Requirement Definition Summit 2026

I took part in AI Requirement Definition Summit 2026, an event hosted by my own company, on the organizing side rather than as an attendee. I had little time to sit in on sessions; the day was devoted to greeting exhibitors at their booths and welcoming our customers.

AI Slopper — The Cost of Misdirected AI-Native Development

LLMs and AI coding agents have made writing code fast. But a person who runs an agent without understanding the direction of the project or product produces AI slop at the same high speed. In traditional development, fine-grained direction could catch a wrong turn early. In AI-native development, a wrong direction is amplified into output volume. As a result, the cost of delegating to an AI Slopper exceeds the cost of the requester using the AI themselves, and work routed to AI Sloppers disappears.

AI Software Testing Startups: The Definitive 2026 Guide — QA Enters the Agentic Era

AI agents are now the protagonists of QA. A deep dive into 40+ startups reshaping software testing across four categories in 2026.

What an AI Outage Taught Me: From Tool to Teammate

A day when Claude Code went down and one of my development partners became unavailable. The feeling was like a teammate calling in sick, making me realize that AI is no longer just a tool. A report from the development field in the AI era.

Why I'm Skeptical of the AI Vampire 3-to-4-Hour Workday — Raising Human Intensity Every Day Instead

Steve Yegge argues in The AI Vampire that 3 to 4 hours is the sweet spot for the new workday. I'm skeptical. Keeping up with how fast models and agents evolve requires steady daily exposure, and a high-intensity human running AI at full throttle over long hours can still outproduce a 3-to-4-hour setup, so I don't expect the market to converge on the lower end of the dial.

The AI Era Trap 'Workslop': How to Ensure Quality in AI Coding vs AI Code Review?

AI coding assistance tools are becoming indispensable in development environments. However, low-quality code and review comments generated by AI, so-called 'workslop,' are beginning to emerge as new productivity impediments. What do we need to maximize the benefits of AI while avoiding quality pitfalls?

Trial and Error Using Japanese with Amazon Titan Foundation Model on Amazon Bedrock

A work log of three snags with Japanese on Amazon Titan / Amazon Bedrock, from model access to console garbling.

Accelerating Prototyping with AI Coding Tools Using AWS Copilot CLI

Deploy AI-generated applications to ECS/Fargate quickly with AWS Copilot CLI. This article explains why this workflow is so effective for prototyping.

Issuing a Backlog API Key to Drive It from AI Agents

I wired Backlog into Claude Code, Codex, and Hermes Agent by issuing a Backlog API key and letting the agents call the REST API directly. It runs at production level. This post covers the setup that worked, and the two things I want Backlog to improve for AI-agent use: the API key stays visible as plaintext in the browser, and its permissions cannot be scoped down.

From curl to the Backlog CLI 'bee' — Making AI Agent Integration One Step Easier

Last time I wrote about issuing a Backlog API key so AI agents (Claude Code, Codex, Hermes Agent) could call the REST API with curl. This post drops that raw-curl setup and replaces it with bee, the Backlog CLI built by Nulab volunteers. Think of it as the gh of Backlog.

What Startup CTOs Should Take Away from Block's "From Hierarchy to Intelligence"

Block's "From Hierarchy to Intelligence" traces 2,000 years of hierarchical organization and argues that AI world models can replace the information-routing function that hierarchy has always provided. As a startup CTO, I break down the core thesis, Block's new four-layer model, and the practical lessons that apply regardless of company size.

Bugbot is an AI Code Review Tool That Accurately Finds Bugs

Using Cursor's Bugbot on real projects, I compared it subjectively with CodeRabbit, Qodo Merge, and GitHub Copilot code review. Let me introduce an AI code review tool that accurately points out bugs.

ChatGPT Voice Mode Exceeded Expectations for English Conversation Practice

When an English business meeting was suddenly scheduled, I rushed to rehabilitate my conversational English. I tried ChatGPT's voice mode, which I had been curious about for a while, and found it to be unexpectedly effective and extremely useful as an English learning tool.

How to Switch from Anthropic API Key to Claude Pro/Max/Team Subscription in Claude Code

Learn how to easily switch the authentication method in Claude Code from API key to Claude Pro/Max/Team subscription accounts.

Cost Estimation for Claude Code on the Team Plan

Claude Code's Team plan has seat types and minimum seat requirements that can make costs hard to predict. Here's a breakdown of monthly costs by team size.

How to Get Audit Logs on Claude Team Plan Without Upgrading to Enterprise

Claude Team plan lacks audit log functionality. Rather than upgrading to Enterprise, you can build equivalent visibility by combining API gateways, browser monitoring, and CASB/DLP controls. This post covers specific tool choices and configuration examples for each layer.

Inviting gmail.com / outlook.com Members to Claude Team Plan — Add Public Email Domains to Allowed Domains

Ever been blocked by Claude Team's domain restriction when trying to invite someone who only has a personal Gmail address? You can simply add gmail.com to the allowed email domains. Contractors and individual partners can then be invited normally. Here's the tip, plus what to watch for when allowing a public email domain.

CLI Agent License Comparison and Commercial Use Guide - Claude Code, Codex, Gemini CLI

License investigation results for embedding CLI Agents into your product. Explains the differences between Claude Code (proprietary) and Codex/Gemini CLI (Apache 2.0), along with commercial use considerations.

Attended Code w/ Claude Extended in Tokyo

Code w/ Claude Extended, a global series of developer events centered on Claude, came to Tokyo. I was able to attend the keynote by Boris Cherny and a tour of Anthropic's office, but had to leave before the afternoon sessions due to hosting another event. Even in that short time, the conversations I had with the team and the questions raised in the keynote shifted how I think about AI-driven development in practice.

Cohere API Data Can Be Opted Out from Training Usage

Essential reading for developers concerned about Cohere API data privacy. From default data usage policies to simple opt-out methods via dashboard, and advanced security options like Zero Data Retention (ZDR) and private cloud deployment - we explain all options to protect your data in an easy-to-understand way.

Prototyping an Image-Text Similarity Calculator to Measure Image-Text Similarity with Cohere Embed 4

How similar is an image of a requirements document to the text 'EC site requirements'? With Cohere's latest multimodal embedding model Embed 4, calculating such image-text similarities becomes straightforward. This article provides a detailed explanation of the sample code and usage of a Node.js-based Image-Text Similarity Calculator as a prototyping implementation.

Cohere Trial Key Pricing and Limits Summary for Free Trial

This article explains Cohere's free Trial key. After reading this, you'll understand the Trial key's pricing, usage limits, and rate restrictions, allowing you to confidently start evaluating Cohere API.

CSV Column Auto-Recognition Patterns - Designing and Choosing Between Heuristic and LLM-Based Approaches

Column names from different marketplaces and ERP systems are never consistent. 'product_code', 'item_code', 'SKU' — countless naming variations for the same field. This article compares two approaches to automatic column recognition: heuristic matching with alias dictionaries and flexible LLM-based inference, with practical e-commerce implementation examples.

The CTO's Next Career — Why Unicorn Founders Move to AI Labs, and the 9-Step Exit That Makes It Possible

There are thousands of articles on how to start, fund, and scale a company, and almost none on how to leave one. Henry Shi, co-founder and CTO/COO of Super.com, wrote exactly that, then published the resignation process he spent nine months preparing as a 9-step playbook. His destination: Anthropic. His goal: safe AGI. Using this essay, I think through the question of a CTO's next career along three axes: the trend, the operator's value, and the design of a clean exit.

Cursor Official Getting Started Guide for Non-Developers

A summary of Cursor's official getting started information for non-developers and those without programming experience.

How to Get Audit Logs on Cursor Teams Without Upgrading to Enterprise

Cursor Teams plan lacks audit log functionality, and even Enterprise audit logs only record management events, not prompt content or generated code. This post covers how to build audit trails using Cursor Hooks as the primary mechanism, supplemented by API gateways and SSO logs.

Cost Estimation for Cursor on the Teams Plan

Cursor's Teams plan has usage-based billing on top of the base fee, which can make costs hard to predict. Here's a breakdown of monthly costs by team size.

Document Site Driven Development: Shipping Docs Before Code

Write the docs first. Let AI agents read them as specs. Build the code. A practical workflow using Fumadocs in a monorepo from day 1.

Engineers/Programmers Will Eventually Become Cheap Labor

Notes on a book's prediction that engineering will commoditize, and what still matters in an AI-driven era.

Drawing Hand-Drawn Style Diagrams with AI Using Excalidraw MCP Server & Agent Skill

With Excalidraw MCP Server & Agent Skill, you can have AI draw hand-drawn style diagrams with just a prompt. Here's the setup process and tips on changing the port.

Talk Report: "Fukuoka Tech LT Year-End Party" - Building an AI QA Assistant with Giselle

I gave a talk titled "Building an AI QA Assistant with Giselle - Continuous QA for Pull Request Reviews" at "Fukuoka Tech LT Year-End Party" held in Fukuoka. I discussed a system that automatically provides QA feedback when PRs are created, reducing rework costs from last-minute QA. This article shares the content of that presentation.

Gemini CLI Is Apache 2.0 Licensed, but Read the Terms of Service

Gemini CLI's repository is licensed under Apache 2.0, allowing code modification and redistribution. However, the Terms of Service explicitly prohibit third-party tools from accessing the backing services. This post examines the gap between the open-source license and the service terms.

Gemini CLI May Automatically Merge Your PR When You Ask It to Review

AI code review can boost development efficiency, but some tools may behave unexpectedly. I'll share my experience of breaking into a cold sweat when Gemini CLI executed Approve and Merge all at once after I asked it to review a PR. This is a safety warning for using AI effectively.

Why the Gemini CLI Security Extension Impressed Me

I tried the Gemini CLI Security extension and it turned out to be impressively capable. While I've been using Claude Code and Codex with their defaults, I now want to actively leverage Gemini CLI extensions as well.

Gemini CLI's Default Capabilities Are So Powerful That I Reconsidered My Approach to Creating Skills

I created skills to convert PDF to Excel, but a simple one-shot prompt did the job. The DCAP cycle is the best approach for AI-native Ops.

Auto-Generating Meeting Minutes from Video with a Gemini CLI Skill

I created a Gemini CLI skill that auto-generates meeting minutes from video files. Here's why I turned a multi-step workflow combining ffmpeg and Whisper into a reusable skill.

I Participated Online in Generative AI Conference 2024

Sessions I watched and my impressions from attending Generative AI Conference 2024 online.

Attended Geodesic Forum 2026 Tech Conference

I attended the Geodesic Forum 2026 hosted by Geodesic Capital. Here is an overview of the 10 companies that presented at the event.

gh-security-scan: An AI Coding Assistant Skill for Cross-Organization Supply Chain Attack Investigation

Supply chain attacks like the axios npm account takeover are becoming more frequent. Investigating their impact across an entire organization is time-consuming manual work. We built gh-security-scan, an AI coding assistant skill that automates cross-organization security investigation. It supports Claude Code, Codex, and Gemini CLI.

Official Launch of Open Source AI App Builder Giselle - Ranked #2 Worldwide on Product Hunt!

Our recently launched open source AI app builder 'Giselle' achieved Daily #2 on Product Hunt! Here's a behind-the-scenes look at the 24-hour challenge.

GitHub Copilot Suggested Adding Comments to a JSON File

Did the AI not know that JSON doesn't support comments? GitHub Copilot's code review suggested adding comments to a JSON file—an accurate yet amusing moment I'd like to share.

Google Search Guidance for AI-Generated Content and Author Markup Policy

A policy for handling the author markup on AI-generated articles, based on Google's guidance.

Harness Engineering — The New Discipline Powering Software Development in the AI Agent Era

In the age of AI-generated code, the engineer's job is shifting from writing code to designing environments where agents can work reliably. That environment design is what Harness Engineering is all about.

Real Wages Turned Positive, But a Salary Freeze Is Still a Pay Cut — Inflation, AI, and Engineer Job Changes in Japan (May 2026)

At the end of 2025, I wrote that wages weren't keeping up with prices. Six months later, the picture has quietly shifted: real wages have finally turned positive. But 'the average is positive' and 'you are positive' are two different things. If your salary is frozen, it is still an effective pay cut. Using the latest government statistics and a domestic survey, we read three converging trends (wages versus prices, AI and employment, and the engineer job market) as close to the primary sources as possible.

Steps to Install Diffusers on macOS

A installation guide for using Hugging Face's Diffusers library in macOS environment. Step-by-step instructions from setting up Python virtual environments to installing dependencies like PyTorch, Transformers, Accelerate, and Diffusers itself.

How to Invite Team Members with Different Domain Email Addresses in Claude Team Plan

After signing up for Claude's Team plan, are you confused by the message 'Invited members must have the same domain as you'? This article explains the simple steps to add allowed email domains in admin settings and invite members with multiple domains to your team.

Local LLM Development by Japanese Companies: A Comprehensive Survey of Domestic AI Models

A comprehensive survey of local LLMs developed by Japanese companies, covering technical specs, industry adoption, and cost structures.

Speaking at JP_Stripes Connect 2026 — The Reality of Building and Billing AI Products, in Yokohama

On August 1, 2026, I attended JP_Stripes Connect 2026 in person at Iwasaki Gakuen Information Technology College in Yokohama, and spoke at the track session 'The Reality of Building and Billing AI Products.' This post summarizes the topics I covered (building AI products in production, and designing token-based and usage-based billing on Stripe), along with the full list of URLs I referenced on stage.

JP_Stripes Fukuoka Vol.12 Presentation Report ~ Pioneering Stripe API Migration with Speculative Implementation × AI

I recently presented at JP_Stripes Fukuoka Vol.12 with the title 'Pioneering Stripe API Migration with Speculative Implementation × AI.' I shared a case study on how we visualized Stripe API migration risks using AI and efficiently promoted the project in a safe manner. This article shares the content of that presentation.

Comparing LLM API Gateways — The Traps in Markup, Billing, Regions, and Training-Data Use

Bundling multiple LLM APIs (OpenAI, Anthropic, Google) behind one endpoint has become a standard component of any generative-AI app. Using Vercel AI Gateway as the reference point, this post compares OpenRouter, Cloudflare, Helicone, Portkey, and LiteLLM, plus Bedrock, Azure, and Vertex AI, along four axes: markup, billing model, region, and training-data use. The shared trap: zero markup does not mean zero cost.

Machine Learning (ML) Recommended Introductory Books Summary

A curated list of introductory machine learning books recommended by engineers at an AI startup, spanning practical, theoretical, and advanced levels.

The Only Thing a Manager Asks of Engineers — Just Leave the Context in the GitHub Repo, AI Will Handle the Summary

Looking at internal Discussions with my manager hat on, I often struggle to extract 'what is this product actually going to do' quickly. This isn't a writing-skill problem on the engineering side, it's a structural mismatch in the granularity that writers and readers need. This post is the manager-side ask to my team: just leave the context in the GitHub repo, flow or stock, in either form, and let me absorb the manager-facing summary with AI.

Migrating from openai-whisper to faster-whisper for Faster Transcription

Migrated from openai-whisper to faster-whisper for up to 4x faster audio transcription.

Mintlify Automatically Generates llms.txt and llms-full.txt

Mintlify automatically generates llms.txt describing LLM content usage policies for documentation sites and llms-full.txt that compiles the entire site into a single file. Learn how these files, which serve roles similar to robots.txt, function.

Comparing Multi-Platform Strategies: Claude Code, Codex, and Gemini

The three major AI coding tool providers, OpenAI Codex, Claude Code, and Google Gemini, have each solved the multi-platform problem differently. Codex uses a bidirectional JSON-RPC protocol (App Server), Claude Code exposes its harness as a library (Agent SDK), and Google fields three separate products along an autonomy spectrum. This post compares their approaches and extracts patterns for designing your own multi-platform product.

Age Restrictions in OpenAI API Terms of Use and Service Operations Response

Sharing thoughts on age restrictions based on OpenAI API terms of use and responses during service operations.

Understanding OpenRouter's Transaction Fees and Cost Structure

While OpenRouter's appeal lies in having no markup on model usage fees, there are actually fees incurred when purchasing credits. This article explains the often-overlooked fee structure and key points for accurately understanding your costs.

How OSS Contribution Policies Changed in Response to AI Slop — curl, Ghostty, tldraw, and the Wider Field

Coding agents flipped the review economy: seconds to generate, hours to debunk. Between late 2024 and mid-2026, curl, Ghostty, tldraw, the Linux kernel, LLVM, NetBSD, Fedora, WordPress, NewPipe, typescript-eslint, llama.cpp, Jazzband, and many more projects rewrote their contribution policies in response. This post walks the primary sources and groups the responses into three policy families: outright bans, human-in-the-loop, and structural closure.

From Policy Documents to Closing the Gate — How Ladybird, codex, and tldraw Stopped Accepting External PRs in 2026

The previous post organized how projects rewrote their contribution policies into three types. This sequel covers the 2026 cases that closed the PR gate itself rather than the policy document: Ladybird's complete halt of public PRs, openai/codex's collaborators-only model, tldraw's auto-close of external PRs, Ghostty's Vouch, curl's bug bounty removal, Jazzband's dissolution, the 19,000-line AI PR debate in Node.js, and GitHub's platform response, all read against the supply-chain security context that begins with the xz utils incident.

The Complete Guide to OSS-Licensed Local Coding LLMs (2026 Edition)

A complete guide to running OSS-licensed (Apache 2.0 / MIT) coding LLMs locally. Includes the latest model comparisons and practical setup instructions as of March 2026.

Surveying Services That Serve OSS Model APIs in a Japan Region — Comparing Them on Data Residency and Coding-Agent Practicality

Terminal-resident coding agents are now everyday tools, and provider-agnostic tools like OpenCode have spread widely. OpenCode Go is an attractive bundle that wraps OSS models for $10/month, but its regions are limited to the US, EU, and Singapore, with no Japan region. From both data residency and latency angles, this post reconciles inconsistent primary sources to map out the services that can serve OSS model APIs inside Japan.

Pulumi and Terraform Migration Takes One Day - IaC Tool Choice Is Now a Reversible Decision

Choosing an IaC tool used to be a one-way door. Migrating hundreds of resource definitions, module structures, and state files would take weeks or months. But with AI coding assistants, Pulumi-to-Terraform and Terraform-to-Pulumi migrations now take a single day. This fundamentally changes how we should think about IaC tool selection.

Why I Quit Pomodoro in the AI Era - Let AI Run on Autopilot While Humans Rest

25 minutes on, 5 minutes off. I quit Pomodoro after years of faithful practice. When AI agents can work autonomously for hours, a fixed 25-minute timer makes no sense. My new rhythm: let AI work, and let the human rest.

Reading Log: 'The Demise of White-Collar Work: How Should We Change Our Way of Working?'

The AI revolution is turning many white-collar jobs into bullshit jobs. Middle management positions requiring creativity and decision-making will survive.

読書メモ『世界秩序が変わるとき』/ Reading Notes: 'When the World Order Changes'

The conversation between a CEO and CIO in 'When the World Order Changes' aptly captures the talent development dilemma faced by modern companies, especially in the IT industry. With the rise of AI, employee reskilling is no longer an option but the very survival strategy for businesses.

Reading Notes: 'Generative AI: The True Winner'

Notes on 'Generative AI: The True Winner' — geopolitics, the AI/cloud landscape, and where Japanese companies can win.

Reading Notes: 'How Generative AI Will Change the World' by Shota Imai

Notes from a Matsuo Lab researcher's book on generative AI, metacognition, and 'extreme actions' as a winning pattern.

Sandbox Services Compared — Isolation, Japan Region, and Pricing for the AI Agent Era

A deep dive into the fast-growing sandbox services landscape, comparing Firecracker microVMs, gVisor, and V8 isolates across key services — with a focus on Japan region availability and practical selection guidelines.

Watching 'Pro Baseball Roster Cuts 2025' Made Me Think About 'Engineer Roster Cuts' Coming in 2026

At year's end, many families gather around the kotatsu to watch 'Pro Baseball Roster Cuts' as an annual tradition. Players who have chased their dreams are suddenly told they're 'cut from the roster.' But this harsh reality isn't just for professional baseball players. In 2025, AI evolution accelerated further, and the wave of 'roster cuts' is quietly but surely approaching the world of software engineers.

Specification-Driven Code Generation with LLMs — An Empirical Study on Telling AI What to Build

A look at an empirical study applying specification-driven approaches to LLM code generation. The CURRANTE VSCode extension enforces a spec-test-implement workflow, enabling quantitative analysis of how human intervention patterns affect generated code quality.

Tavily Alternatives Compared — Cost-Optimizing Search and Extraction APIs for AI Agents

AI agents now run dozens or hundreds of web lookups per task, and Tavily's credit-based pricing has become a real cost driver. This post compares the major Tavily alternatives (Firecrawl, Brave Search, Exa, Serper, Jina Reader, SearXNG) on price, features, migration effort, and industry shifts, then suggests the best combination per workload.

Spoke at TechLead Conference 2026 powered by connpass

I spoke at "TechLead Conference 2026 powered by connpass" on "Tackling Technical Debt in the AI Era." Starting from two questions ("Whose debt is this, really?" and "Do we actually need to pay it down?"), I shared practical lessons on how technical debt should be reframed when AI coding agents sit at the center of implementation.

Updated robots.txt Based on Content Signals to Open All Content for AI Training

I want to provide my content as context for AI, and I find it advantageous for AI training purposes. For these reasons, I have made all content on this site, codenote.net, available for search engines, AI input, and AI training. This article introduces the robots.txt updates based on Content Signals policy and the background behind this decision.

A MAGI System-like Approach: Ask 3 AIs the Same Question, Adopt If Unanimous

A consensus-based approach: ask 3 AIs the same question and adopt if unanimous. Giselle can streamline querying multiple AIs.

Initial Setup for Vercel AI Gateway API Keys — Avoiding AI Bankruptcy with Spend Quota and Auto-reload

A minimal setup checklist for your first Vercel AI Gateway API keys. Keep Auto-reload off at first, issue one key per environment, mark production and preview as Sensitive in Vercel env, and use Spend Quota with a Daily refresh. This is the floor for avoiding AI bankruptcy.

How to Separate Vercel AI Gateway Across Multiple Environments (production, preview, development)

Vercel AI Gateway is extremely useful, but as development progresses, you may need to separate settings by environment for cost management or external integrations. Our investigation revealed that currently, the only way to achieve this is by separating at the Vercel Team level. This article summarizes the details and our thoughts on the matter.

Automatic Japanese Text Transcription from Audio Files with whisper.cpp

Notes on transcribing audio to Japanese text using whisper.cpp.