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From 'ja' to 'JP': How a Jabbering Model Emerges - A Catalog of Pitfalls in Speech Learning

From 'ja' to 'JP': How a Jabbering Model Emerges - A Catalog of Pitfalls in Speech Learning

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6 min read

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70 Minutes of Learning Material Lost in a Network Blink

70 Minutes of Learning Material Lost in a Network Blink

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1 min read
Defects Missed in Transcription — AI Speaks After 0.5-Second Silence

Defects Missed in Transcription — AI Speaks After 0.5-Second Silence

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7 min read
Dropping Candidates Due to Fixable Defects — A Story of Measuring Factory Flaws as Product Personality

Dropping Candidates Due to Fixable Defects — A Story of Measuring Factory Flaws as Product Personality

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10 min read
The '3-Character' Catchphrase That the Quality Gate Allowed Became the Model's Habit

The '3-Character' Catchphrase That the Quality Gate Allowed Became the Model's Habit

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10 min read
Code for preventing hallucinations only failed during hallucinations

Code for preventing hallucinations only failed during hallucinations

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11 min read
When '少々' becomes 'しょも' — Japanese characters removed by whitelist

When '少々' becomes 'しょも' — Japanese characters removed by whitelist

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6 min read
Where Did the AI Learn to Stretch Its Greetings Like 'Kon-nichiwaa'?

Where Did the AI Learn to Stretch Its Greetings Like 'Kon-nichiwaa'?

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6 min read
A single rough clip can ruin the entire style — 5 ways to choose the right ones

A single rough clip can ruin the entire style — 5 ways to choose the right ones

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6 min read
TTS that Changes 'Recording Location' Each Time It's Generated — Inconsistent Audio Quality Ruins Style

TTS that Changes 'Recording Location' Each Time It's Generated — Inconsistent Audio Quality Ruins Style

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6 min read
Speech Speed Cannot Be Changed After Learning — Parameters Are Accepted but Ignored

Speech Speed Cannot Be Changed After Learning — Parameters Are Accepted but Ignored

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6 min read
The Tighter the Quality Gate, the More the Flat Reads Survive — Selection Bias from Verification

The Tighter the Quality Gate, the More the Flat Reads Survive — Selection Bias from Verification

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8 min read
「ナレーターっぽい声」を24候補から機械に選ばせる — 耳で選ぶのをやめた日

「ナレーターっぽい声」を24候補から機械に選ばせる — 耳で選ぶのをやめた日

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3 min read
Gacha for Voices — One Line of Caption and a Random Seed Bring Back the Same Voice Every Time

Gacha for Voices — One Line of Caption and a Random Seed Bring Back the Same Voice Every Time

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6 min read
TTS Chosen for Audio Quality Was Too Slow for Conversations — Real-World Tests Show 2.5x Speed Difference Between 'Design' and 'Production'

TTS Chosen for Audio Quality Was Too Slow for Conversations — Real-World Tests Show 2.5x Speed Difference Between 'Design' and 'Production'

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6 min read
Twitch Accepts Invalid Keys and Silently Discards Them — The Hidden Pitfalls of Integration and a 41-Second Recovery

Twitch Accepts Invalid Keys and Silently Discards Them — The Hidden Pitfalls of Integration and a 41-Second Recovery

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10 min read
AI Creates, AI Delivers, AI Fails — Quality Assurance for Unwatched Systems

AI Creates, AI Delivers, AI Fails — Quality Assurance for Unwatched Systems

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8 min read
How Many AI Avatars Can One GPU Handle? Real-World Test Reveals 4 Avatars at ¥7,600 Each per Month

How Many AI Avatars Can One GPU Handle? Real-World Test Reveals 4 Avatars at ¥7,600 Each per Month

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9 min read
Why Chromium Was Ignoring My GPU — And How I Boosted Performance from 4fps to 58fps

Why Chromium Was Ignoring My GPU — And How I Boosted Performance from 4fps to 58fps

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10 min read
Borrowed an H100 but couldn't draw a single frame — Why compute GPUs and rendering GPUs are different beasts

Borrowed an H100 but couldn't draw a single frame — Why compute GPUs and rendering GPUs are different beasts

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6 min read
90 Seconds Recorded, 6 Seconds Saved — The Traps That "Silently" Break A/V Sync and Recording in AI Avatars

90 Seconds Recorded, 6 Seconds Saved — The Traps That "Silently" Break A/V Sync and Recording in AI Avatars

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8 min read
No More Human Needed to Press the Stream Button — How to Create Unmanned Streaming on YouTube/Twitch

No More Human Needed to Press the Stream Button — How to Create Unmanned Streaming on YouTube/Twitch

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10 min read
Creating an AI Streamer That Remembers Previous Visits — Designing Memory and Multi-Streaming States

Creating an AI Streamer That Remembers Previous Visits — Designing Memory and Multi-Streaming States

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8 min read
Filling Silent Streams: How AI Avatars Keep Engagement Alive Without Viewer Comments

Filling Silent Streams: How AI Avatars Keep Engagement Alive Without Viewer Comments

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7 min read
I Created a 24/7 AI Avatar That Streams Without Human Intervention — Only 'Verification,' 'Eyes,' and 'Ears' Remain for Humans

I Created a 24/7 AI Avatar That Streams Without Human Intervention — Only 'Verification,' 'Eyes,' and 'Ears' Remain for Humans

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9 min read
Running Claude Code in 4 Parallel Sessions Led to 'Team Development' — 7 Recipes to Prevent Collisions

Running Claude Code in 4 Parallel Sessions Led to 'Team Development' — 7 Recipes to Prevent Collisions

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5 min read
Latest Trends in GPU Cloud Cost Reduction and Containerized Data Centers

Latest Trends in GPU Cloud Cost Reduction and Containerized Data Centers

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2 min read
Implementing a Free LLM API Without a Credit Card — Understanding Rate Limits and Fallback Design

Implementing a Free LLM API Without a Credit Card — Understanding Rate Limits and Fallback Design

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7 min read
Practical Techniques to Improve Faster-Whisper Recognition Accuracy — Use Recent Conversations, Not Dictionaries, for initial_prompt

Practical Techniques to Improve Faster-Whisper Recognition Accuracy — Use Recent Conversations, Not Dictionaries, for initial_prompt

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4 min read
Browser Voice Interaction AI Pitfall Guide 2026 — 16 Common Traps with AEC, getUserMedia, and Headless Modes

Browser Voice Interaction AI Pitfall Guide 2026 — 16 Common Traps with AEC, getUserMedia, and Headless Modes

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5 min read
When an AI Avatar Keeps Replying to Its Own Voice — Writing 1,657 Lines of Band-Aids, Then Throwing Them All Away

When an AI Avatar Keeps Replying to Its Own Voice — Writing 1,657 Lines of Band-Aids, Then Throwing Them All Away

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9 min read
Guard Implementation Patterns to Stop AI Agent Runaway Behavior — 7 Types Extracted from Real-World Logs

Guard Implementation Patterns to Stop AI Agent Runaway Behavior — 7 Types Extracted from Real-World Logs

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5 min read
Next.js API Proxy Times Out After Long ML Inference (502) — Navigating Undici's Timeout Quagmire

Next.js API Proxy Times Out After Long ML Inference (502) — Navigating Undici's Timeout Quagmire

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4 min read
The Problem of Robotic Voice When Changing Speech Speed - From Phase Vocoder to WSOLA

The Problem of Robotic Voice When Changing Speech Speed - From Phase Vocoder to WSOLA

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5 min read
Visualizing Anchor Distributions to Create a 'Voice Map'

Visualizing Anchor Distributions to Create a 'Voice Map'

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4 min read
22.05kHz vs 44.1kHz — What's the Difference Between 'True Broadband' and Upsampling?

22.05kHz vs 44.1kHz — What's the Difference Between 'True Broadband' and Upsampling?

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5 min read
Recording Spec-Compliant WAV Files (16-bit/Mono/Uncompressed) Using Only Web Audio

Recording Spec-Compliant WAV Files (16-bit/Mono/Uncompressed) Using Only Web Audio

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5 min read
Identifying Speakers by Voice Quality Alone — Labeling Unknown Audio Sources

Identifying Speakers by Voice Quality Alone — Labeling Unknown Audio Sources

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5 min read
In-Depth Explanation of the Seed-VC Architecture — Decomposing Voice into 'Who, What, and How' in a 4-Stage Structure

In-Depth Explanation of the Seed-VC Architecture — Decomposing Voice into 'Who, What, and How' in a 4-Stage Structure

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6 min read
Focus on Root Cause Resolution Rather Than Quick Fixes: A Collection of Bug Investigation Case Studies

Focus on Root Cause Resolution Rather Than Quick Fixes: A Collection of Bug Investigation Case Studies

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7 min read
Creating Perceivable Vibrato/Pitch Fluctuations

Creating Perceivable Vibrato/Pitch Fluctuations

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4 min read
Using Multiple AI Agents to Review UI Fidelity to Custom Designs

Using Multiple AI Agents to Review UI Fidelity to Custom Designs

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4 min read
Tips for Running Stable Background ML Inference on macOS

Tips for Running Stable Background ML Inference on macOS

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3 min read
HuggingFace's Large File Downloads Keep Stopping — Resuming with curl for Reliable Retrieval

HuggingFace's Large File Downloads Keep Stopping — Resuming with curl for Reliable Retrieval

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4 min read
Fixing Visual Discrepancies with Claude Code + Chrome Extension

Fixing Visual Discrepancies with Claude Code + Chrome Extension

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4 min read
Bidirectional Sync Between Radar Chart Vertex Dragging and Sliders

Bidirectional Sync Between Radar Chart Vertex Dragging and Sliders

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6 min read
Making Diffusion Model Generation Deterministic — Ensuring Consistent Voice from the Same Input

Making Diffusion Model Generation Deterministic — Ensuring Consistent Voice from the Same Input

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4 min read
Designing Voices Using 8 Perceptual Axes — Blending Speaker Embeddings Along the Semantic Axis

Designing Voices Using 8 Perceptual Axes — Blending Speaker Embeddings Along the Semantic Axis

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6 min read
Distributing Large ML Assets (data/features) to a Separate Server - Using tar, scp, and MD5 Verification

Distributing Large ML Assets (data/features) to a Separate Server - Using tar, scp, and MD5 Verification

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4 min read
Learning from Failure: Why 'Breath' Couldn't be an Independent Parameter

Learning from Failure: Why 'Breath' Couldn't be an Independent Parameter

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6 min read
How to Mechanically Select 'Natural and High-Quality' Single-Speaker Anchors

How to Mechanically Select 'Natural and High-Quality' Single-Speaker Anchors

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6 min read
The Culprit Behind the 'Slow Speech' Bug in Voice Conversion Was Whisper's 30-Second Limit

The Culprit Behind the 'Slow Speech' Bug in Voice Conversion Was Whisper's 30-Second Limit

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5 min read
Best Practices for Configuring Fallback Settings with LiteLLM for Multi-Provider LLM Usage

Best Practices for Configuring Fallback Settings with LiteLLM for Multi-Provider LLM Usage

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3 min read
How to create 'Deployment Approval Gates' in GitHub Pro private repositories

How to create 'Deployment Approval Gates' in GitHub Pro private repositories

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2 min read
How to Build a Development Environment for Running Coding Agents in Parallel Using Git Worktree

How to Build a Development Environment for Running Coding Agents in Parallel Using Git Worktree

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3 min read
Free LLM API Providers Without Credit Card Registration (2026 Edition)

Free LLM API Providers Without Credit Card Registration (2026 Edition)

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2 min read
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