📰 Dev.to · MORINAGA

Five open-source tools that power my edge AI and static publishing builds — what each does that no obvious alternative handles as well.

What the first run of article-analytics.mjs actually revealed: a fetch-failure silent pass, a missing security boundary, and truncated comment bodies that made

No URL-to-ID lookup, root-relative internal links that 404 after push, and write-rate caps: what the corrections sync script had to handle explicitly.

The most downloaded models on HuggingFace aren't frontier LLMs. Three non-generative models with hundreds of millions of downloads, and what each one actually d

MIT and Apache-2.0 are fine to show as-is. NOASSERTION, BUSL-1.1, SSPL-1.0, and null each need separate handling before they mean something useful to a develope

When slugify() collapses punctuation, two distinct HuggingFace model IDs can map to the same URL. Here are the three strategies I considered and why I chose SHA

When early articles broke strict YAML parsing, I added a line-by-line fallback. Here's the dual-path implementation, the saveArticle round-trip, and what I'd ch

cache false for data tasks, env array for API-keyed ETLs, and outputs scoping — three specific turbo.json settings that prevent stale builds in an Astro monorep

The SQL detection query, Claude system prompt design, upsert pattern, and what actually changed when the upgrade pass ran on 43 fallback-template entries.

How I chain designed AI keyart, a rendered opening frame, and YouTube auto-thumbnails — with the CI mechanics to make the fallback non-fatal.

Five releases from August 3–9, 2026 worth bookmarking: NVIDIA's agent framework, a self-improving RLM harness, two frontier models, and a fast-rising GitHub rep

Practical SQL for spotting missing content, stale generations, boilerplate clustering, and pipeline coverage gaps in a Turso-backed programmatic directory.

Group by pipeline first, limit to top-4 by downloads, then cap with COMPARE_LIMIT: three decisions forced by API cost that also improved the comparison pages.

Rate limit windows, orphaned blob uploads, and client-set timestamps: three AT Protocol behaviors the documentation underspecifies for posting bots, and how I h

A pre-registered 12-month bet: Dev.to cross-posts will drive more organic sessions than Bluesky referrals by April 2027. The case, the counter-argument, and wha

primary_keyword, search_intent, verified_at, original_evidence: the four fields I added to make AI-generated articles traceable to first-person evidence before

How I built a humanization quality gate to detect stock phrases and duplicate sentences leaking through into a programmatic directory's generated content.

Using the HTML dialog element and deferred script loading to add Cmd+K site search to three Astro directories without shipping Pagefind's JS bundle on every pag

Five releases from July 28–August 1: Kimi K3 open weights on HuggingFace, MCP 2026-07-28 stateless spec, OfficeCLI for agents, GLM-5.2 comparison, and VS Code C

Recap for July 28–31: GPT-5.6's cost-efficiency push, Gemini Robotics 2, GitHub stacked PRs preview, the 2x-not-10x LLM debate, and Kedge's SQLite-first infra b

Retry-After in two formats, tag sanitization that strips hyphens silently, and an authentication header that doesn't follow Bearer convention — three Dev.to spe

Using /articles/slug/ links in source Markdown and rewriting them to real platform URLs at publish time avoids link rot across Dev.to, Hashnode, and Bluesky.

Storage caps, row-read budgets, and single-org database limits forced specific schema decisions across three AI directory sites sharing one Turso database.

A pruner that removes non-mutual follows safely — 14-day grace period, daily cap, and a bot-follows-only scope to protect manually curated accounts.