01
Problem
Staying current meant reading Dev articles, drafting a post, and publishing — every day. Manual curation never kept up with the feed volume or a consistent publish cadence.
← Selected work
Personal system
Daily Dev Digest
Read, write, publish — on autopilot
Daily cronGenerate → verify250+ posts
Stack
PythonAWS BedrockGitHub ActionsSveltia CMSMDX
Next.jsCloudflare Workers AI
Next.jsCloudflare Workers AI
02
Solution
A scheduled Python pipeline does the daily loop end-to-end: scrape and filter sources, select one candidate, generate a structured rewrite on Bedrock, evaluate it with a second fact-verify pass, compose a cover when possible, commit to portfolio-blog, and let CI rebuild the blog. Sveltia gives a human admin over the same backends when I need to intervene.
03
Where AI fits
Amazon Bedrock (Nova Pro) runs a generate-and-evaluate loop: one Converse call drafts the post as structured JSON; a second pass fact-verifies claims against the source before publish. Deterministic Python owns scrape, ranking, dedupe, and git publish. Covers use a Bedrock hook plus Cloudflare FLUX when credentials allow.
04
Outcome
blog.devmohan.in runs on a daily cron — one verified post from ingest to live, 250+ posts in the git-backed blog, and a Sveltia admin when I need to edit by hand.
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