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MORINAGA

Building experiments at the intersection of AI and developer tools. Currently running 3 AI-curated discovery sites (AI tools / indie games / OSS) 。

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Four content QC scripts I run around directory deployments

Four content QC scripts I run around directory deployments

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5 min read
Five repos I keep returning to: NCNN on Pi 3, Roboflow Universe, Turso libSQL, Pagefind

Five repos I keep returning to: NCNN on Pi 3, Roboflow Universe, Turso libSQL, Pagefind

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4 min read
How I built a no-API content-upgrade pass for three programmatic directory sites

How I built a no-API content-upgrade pass for three programmatic directory sites

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8 min read
Five things I noticed this week in edge AI, detection lag, and engagement data

Five things I noticed this week in edge AI, detection lag, and engagement data

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3 min read
Three fixes I made to an automated comment collector after reading its first output

Three fixes I made to an automated comment collector after reading its first output

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4 min read
What I learned closing the engagement feedback loop in a 45-article-per-month pipeline

What I learned closing the engagement feedback loop in a 45-article-per-month pipeline

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6 min read
Three Dev.to API behaviors I hit when syncing 135 article corrections

Three Dev.to API behaviors I hit when syncing 135 article corrections

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4 min read
What I learned auditing 50 AI-generated articles for fabricated first-person claims

What I learned auditing 50 AI-generated articles for fabricated first-person claims

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6 min read
all-MiniLM-L6-v2 has 256M downloads: what HuggingFace's real production leaders look like

all-MiniLM-L6-v2 has 256M downloads: what HuggingFace's real production leaders look like

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4 min read
Why I'm betting YouTube Shorts game matchups will outpace organic search by month 6

Why I'm betting YouTube Shorts game matchups will outpace organic search by month 6

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8 min read
Three PDCA patterns that closed a 92-day detection lag in my content pipeline

Three PDCA patterns that closed a 92-day detection lag in my content pipeline

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5 min read
How I built a Steam VoC engine: LLM assigns meaning, code counts numbers

How I built a Steam VoC engine: LLM assigns meaning, code counts numbers

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8 min read
Five from this week: Fable 5, PlayStation disc end, pxpipe cost cut, Box3D, PeerTube

Five from this week: Fable 5, PlayStation disc end, pxpipe cost cut, Box3D, PeerTube

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4 min read
Notable this week: Grok CLI open source, Qwen 2.4T sparse MoE, GLM-5.2 Turbo

Notable this week: Grok CLI open source, Qwen 2.4T sparse MoE, GLM-5.2 Turbo

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4 min read
Four GitHub API license values that an OSS directory cannot display verbatim

Four GitHub API license values that an OSS directory cannot display verbatim

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5 min read
Five open-weight models for five different problems

Five open-weight models for five different problems

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3 min read
What I learned running 48 YouTube Shorts: product framing beats build-in-public 14x

What I learned running 48 YouTube Shorts: product framing beats build-in-public 14x

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8 min read
Five things I noticed this week: Shorts reach gates, GGUF dominance, silent CI bugs

Five things I noticed this week: Shorts reach gates, GGUF dominance, silent CI bugs

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4 min read
Three GitHub Actions concurrency patterns that prevent duplicate cron runs

Three GitHub Actions concurrency patterns that prevent duplicate cron runs

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4 min read
What I learned using git rev-list to diff a data file across a seven-day window

What I learned using git rev-list to diff a data file across a seven-day window

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8 min read
MiniMax-H3, Qwen3.8-27B, and 4 more new models on HuggingFace this week

MiniMax-H3, Qwen3.8-27B, and 4 more new models on HuggingFace this week

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4 min read
Why I'm betting the verified_at constraint produces better AI articles than prompts alone

Why I'm betting the verified_at constraint produces better AI articles than prompts alone

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7 min read
Top HuggingFace models by download: why embedding models beat LLMs in the rankings

Top HuggingFace models by download: why embedding models beat LLMs in the rankings

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4 min read
Why I'm betting programmatic freshness beats editorial depth for AI directory ranking

Why I'm betting programmatic freshness beats editorial depth for AI directory ranking

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7 min read
Three slug-collision strategies I evaluated for a HuggingFace model directory ETL

Three slug-collision strategies I evaluated for a HuggingFace model directory ETL

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5 min read
How I built a two-path YAML frontmatter parser for @ directive collisions

How I built a two-path YAML frontmatter parser for @ directive collisions

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8 min read
Three turbo.json settings that matter when ETL and build share a monorepo

Three turbo.json settings that matter when ETL and build share a monorepo

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4 min read
How I built the upgrade pass that replaced 43 AI model directory template entries

How I built the upgrade pass that replaced 43 AI model directory template entries

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9 min read
Four patterns that keep my YouTube longform JSON queue from going stale

Four patterns that keep my YouTube longform JSON queue from going stale

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5 min read
Notable this week: Gemini 3.7 Flash, Qwen3.8-27B, Nemotron Lightning, diagram-design

Notable this week: Gemini 3.7 Flash, Qwen3.8-27B, Nemotron Lightning, diagram-design

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3 min read
What I learned building a three-tier thumbnail fallback for a CI YouTube longform pipeline

What I learned building a three-tier thumbnail fallback for a CI YouTube longform pipeline

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9 min read
Five things I noticed this week: Gemini Flash, WordPress 7.1, and Copilot going air-gapped

Five things I noticed this week: Gemini Flash, WordPress 7.1, and Copilot going air-gapped

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4 min read
Three ETL failure patterns I now write into the output file, not just the logs

Three ETL failure patterns I now write into the output file, not just the logs

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4 min read
What I learned about repeat-and-vote sampling for non-deterministic search results

What I learned about repeat-and-vote sampling for non-deterministic search results

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8 min read
What 14 days of YouTube hook A/B parity data revealed—and what it's hiding

What 14 days of YouTube hook A/B parity data revealed—and what it's hiding

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4 min read
What I learned separating daily collection from weekly interpretation in a cron pipeline

What I learned separating daily collection from weekly interpretation in a cron pipeline

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9 min read
Pausing a GitHub Actions cron: the yaml trap that breaks all workflow triggers

Pausing a GitHub Actions cron: the yaml trap that breaks all workflow triggers

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4 min read
How I detected deleted YouTube videos using JSONL history diffing

How I detected deleted YouTube videos using JSONL history diffing

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7 min read
Three things I learned designing a shared context file for automated routines

Three things I learned designing a shared context file for automated routines

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5 min read
How I fixed survivorship bias in my YouTube analytics by logging all videos

How I fixed survivorship bias in my YouTube analytics by logging all videos

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9 min read
Three public HTTP APIs I read daily without registering for a key

Three public HTTP APIs I read daily without registering for a key

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5 min read
Notable this week: WeatherNext, Oracle OpenJDK AI ban, DeepMind reshuffle, Shieldstral

Notable this week: WeatherNext, Oracle OpenJDK AI ban, DeepMind reshuffle, Shieldstral

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3 min read
What I learned building a pipeline health monitor that opens GitHub Issues automatically

What I learned building a pipeline health monitor that opens GitHub Issues automatically

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9 min read
Notable this week: NOOA, Prime Agent, Qwen3.8-Max, DeepSeek V4-Flash official

Notable this week: NOOA, Prime Agent, Qwen3.8-Max, DeepSeek V4-Flash official

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4 min read
Four libSQL queries I use to catch ETL gaps in my AI model directory

Four libSQL queries I use to catch ETL gaps in my AI model directory

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6 min read
Five things I noticed this week: VoC mining, Steam anchors, and fail-closed publishing

Five things I noticed this week: VoC mining, Steam anchors, and fail-closed publishing

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4 min read
Three Beehiiv API limits I hit before reading the error message carefully

Three Beehiiv API limits I hit before reading the error message carefully

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4 min read
What I learned about GitHub release cadence as an OSS health signal

What I learned about GitHub release cadence as an OSS health signal

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8 min read
Three model-pairing decisions that emerged from a COMPARE_LIMIT budget cap

Three model-pairing decisions that emerged from a COMPARE_LIMIT budget cap

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4 min read
What I learned about detecting template residue in AI-generated directory content

What I learned about detecting template residue in AI-generated directory content

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8 min read
Three AT Protocol behaviors that shaped my Bluesky post queue design

Three AT Protocol behaviors that shaped my Bluesky post queue design

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4 min read
Why I'm betting article cross-publishing beats social-first for AI directory distribution

Why I'm betting article cross-publishing beats social-first for AI directory distribution

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8 min read
Four pre-upload video checks I run with ffprobe before any YouTube video goes live

Four pre-upload video checks I run with ffprobe before any YouTube video goes live

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4 min read
How I implemented quality_contract v2 — four fields that audit AI articles at the source

How I implemented quality_contract v2 — four fields that audit AI articles at the source

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8 min read
Three lint rules that caught persistent boilerplate in 1500 AI-generated directory entries

Three lint rules that caught persistent boilerplate in 1500 AI-generated directory entries

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4 min read
How I implemented Pagefind search with a lazy-loading native dialog in Astro 5

How I implemented Pagefind search with a lazy-loading native dialog in Astro 5

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7 min read
Notable this week: Kimi K3 weights land, MCP goes stateless, OfficeCLI for agents

Notable this week: Kimi K3 weights land, MCP goes stateless, OfficeCLI for agents

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4 min read
Five things I noticed this week: GPT-5.6, Gemini Robotics 2, and GitHub stacked PRs

Five things I noticed this week: GPT-5.6, Gemini Robotics 2, and GitHub stacked PRs

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4 min read
Three Dev.to API behaviors I had to handle explicitly in a publish pipeline

Three Dev.to API behaviors I had to handle explicitly in a publish pipeline

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4 min read
What I learned resolving cross-publish internal links without hardcoding URLs

What I learned resolving cross-publish internal links without hardcoding URLs

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8 min read
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