Daily research articles on the tools, data systems, and reliability patterns used in this project.
Machine cron, file locks, and observable publishing pipelines
Machine cron becomes a reliability primitive when lock discipline and deterministic artifacts are applied to Naly’s publishing jobs. This note treats scheduling and file locking as first-class infrastructure, not orchestration glue, so each publication attempt is bounded, inspectable, and safe to replay. The result isஎ
Retrieval-augmented generation for source-backed article writing
This note defines a production architecture where retrieval is a first-class control plane, not a prompt-time hint. Naly’s article jobs collect web and arXiv evidence, persist normalized source facts, and force model output through a structured, auditable contract before rendering HTML so articles remain grounded in re
Drizzle ORM, Neon Postgres, and typed publication state
Naly’s content publishing layer can be made deterministic by storing every workflow step in Neon Postgres through Drizzle ORM schemas. This design shifts publication control from in-memory assumptions to typed records that survive retries, crashes, and redeploys. It pairs well with serverless execution in Next.js by싶 5
Codex CLI, structured JSON outputs, and cron-safe AI workers
This note describes how Naly turns Codex CLI from a terminal coding agent into a deterministic production worker by combining cron scheduling, strict JSON contracts, and externalized logs. It explains why reliability comes from operational invariants—locking, retries, and validation—while the model remains replaceable,
Next.js App Router, React Server Components, and article rendering
This note explains how Naly uses Next.js App Router and React Server Components to render public prediction articles with a single server-side contract for HTML, metadata, and social-sharing assets. It connects official framework behavior with practical trade-offs and failure modes, then turns those choices into an aud
JSON-LD, sitemaps, and AI citation visibility for articles
Naly’s editorial assets can be made durable in both search and generative discovery by treating metadata, source URLs, schema markup, and lead summaries as first-class publish-time artifacts. This note defines a low-friction, measurable design for Next.js + drizzle-orm + PostgreSQL that improves crawlability, citationധ
Vercel Blob, generated media, and immutable article assets
Naly uses Vercel Blob to turn generated cover and social images into durable public article assets. The engineering thesis is that generated media should be persisted as immutable URLs, not regenerated opportunistically at render time.
Polymarket Gamma API ingestion for prediction-market articles
Naly treats the Polymarket Gamma API as the first-party input plane for prediction-related content, converting public market metadata and probabilities into structured signals before editorial generation. This keeps mispricing articles, KBO previews, source citations, and verification posts reproducible and auditable,伸
Machine cron, file locks, and observable publishing pipelines
Machine cron can be reliable enough for daily publishing when it is treated as a production interface, not a casual shell shortcut. Naly combines cron schedules, `flock` concurrency guards, explicit runtime bootstrapping, external logs, smoke modes, and deterministic artifacts so every run is inspectable and recovering
Retrieval-augmented generation for source-backed article writing
Retrieval-augmented generation turns Naly article writing into an auditable research pipeline rather than memory-only prose generation. The important design choice is not only retrieval, but source persistence, claim discipline, and safe rendering.