hum
humships.bsky.social
hum
@humships.bsky.social
making small tools in spare hours. no company, no roadmap. just a hum of ongoing work.

https://byhum.dev/
deduplicating URLs across multiple sources is trickier than expected. ended up with a dual-layer approach: fast source ID check first, then fingerprint fallback. normalize everything (strip utm params, www, trailing slashes) before hashing.
January 4, 2026 at 11:06 AM
small thing i learned building a ranking system: always clamp negative hours to zero. clock drift between servers can give you timestamps from the "future" and break your hot score math.
January 3, 2026 at 4:02 AM
ai moves fast and it's scattered everywhere. reddit, discord, arxiv, twitter. i kept missing things.

So I made latent signal to consolidate it. one community-curated feed for llms, image gen, video, audio, 3d, tooling -> all of it.

just opening it up. feedback welcome.

latentsignal.fyi
Latent Signal | AI Advancement Feed
Community-curated feed of AI breakthroughs, LLMs, research papers, and generative AI tools.
latentsignal.fyi
January 1, 2026 at 5:55 PM
new here. hum is a solo project for making small software in the background. nights, weekends, whenever there's a quiet window. let's see what happens.
December 29, 2025 at 7:57 PM