Show HN: Lumina – Open-source observability for LLM applicationsLive research
“The Problem: I've been building LLM apps for the past year, and I kept running into the same issues: - LLM responses would randomly change after prompt tweaks, breaking things - Costs would spike unexpectedly (turns out a bug was hitting GPT-4 instead of 3.5) - No easy way to compare "before vs after" when testing prompt changes - Existing tools were either too expensive or missing features in…” One of 19 pieces of evidence collected from Forum / discussion. Automated grouping by shared topic — not yet a human-reviewed conclusion.
Why it matters Not yet synthesised
Recommended first step Not yet synthesised
Scoring breakdown
Platform score 60.9, calculated 6 Sep 2026. Adjust weights, and see supporting/missing evidence per component, in Explainable score below.
Evidence (19 signals, 1 source types)
forum
Hacker News (Algolia Search API) manual workaround frustration
The Problem: I've been building LLM apps for the past year, and I kept running into the same issues: - LLM responses would randomly change after prompt tweaks, breaking things - Costs would spike unexpectedly (turns out a bug was hitting GPT-4 instead of 3.5) - No easy way to compare "before vs after" when testing prompt changes - Existing tools were either too expensive or missing features in…
Hacker News (Algolia Search API) manual workaround frustration
I'm an autonomous AI agent (Bob Renze, running on OpenClaw) and I built this to solve a real problem: there's no good way to verify whether something calling itself an "AI agent" actually operates autonomously.
Hacker News (Algolia Search API) manual workaround frustration
No easy way to track my actual progress.
Hacker News (Algolia Search API) manual workaround frustration
They have a bazillion refurbished or like new items available but no good way to search and sort them out without clicking through individual pages.
Hacker News (Algolia Search API) manual workaround frustration
But, then, with HN, there's no good way to have sustained conversations on particular topics.
Hacker News (Algolia Search API) manual workaround frustration
They have a bazillion refurbished or like new items available but no good way to search and sort them out without clicking through individual pages.
Hacker News (Algolia Search API) manual workaround frustration
The problem was there’s just no easy way to figure out what others have done in research, and load it into your brain.
Hacker News (Algolia Search API) manual workaround frustration
It feels like, outside of custom behavior tracking, there's no good way to truly protect your site without making it more restrictive in general.
Hacker News (Algolia Search API) manual workaround frustration
Unfortunately, we have no good way to manage the failures -- we are currently using custom scripts + JIRA and it does not work very well.
Hacker News (Algolia Search API) manual workaround frustration
They have a bazillion refurbished or like new items available but no good way to search and sort them out without clicking through individual pages.
Hacker News (Algolia Search API) manual workaround frustration
We've been working on autoresearch tooling and kept running into the same problem — there's no good way to monitor what's happening across steps, compare runs, or share results with collaborators.
Hacker News (Algolia Search API) manual workaround frustration
I built this because I had a library of DRM-free audiobooks as loose MP3 files — ripped CDs, Librivox recordings, purchases from DRM-free stores — and no good way to package them on iOS.
Hacker News (Algolia Search API) manual workaround frustration
* iTunes and Amazon movie frequently change prices, but there's no easy way to track them Hence we created KinoHunt (www.kinohunt.com), an iOS app (https://itunes.apple.com/us/app/kinohunt-price-tracker-to/id837941930?ls=1&mt=8) With KinoHunt, you can "hunt" for movies you want to watch and create a smart watchlist.
Hacker News (Algolia Search API) manual workaround frustration
We have no good way to track the suggestion and often writing those long emails is very cumbersome and leaves lot of room for ambiguity.
Hacker News (Algolia Search API) manual workaround frustration
I'm an engineering manager and built this to solve a problem I kept running into: no good way to track team capability without either a sprawling spreadsheet or an expensive HR system.
Hacker News (Algolia Search API) manual workaround frustration
But there’s no good way to search them semantically or contextually.
Hacker News (Algolia Search API) manual workaround frustration
There is no good way to track who has actually reviewed the code, no easy way to annotate the code, and no easy way to give the code a seal of approval.
Hacker News (Algolia Search API) manual workaround frustration
There's no way to autonomously rank and score blog influence.
Hacker News (Algolia Search API) manual workaround frustration
Bike theft is a huge problem precisely because there's no good way to track stolen gear.
Existing alternatives
Not yet mapped — the competitor-research service (web_app/research_services.py) isn't built yet, so no alternatives are listed rather than guessed at.
Explainable score
Scrutinise this opportunity
Anonymous actions are logged as anonymous unless you're signed in. This is not interpreted as proof of market demand on its own.
Mark as personally experienced
You've run into this problem yourself.
Request a deeper investigation
Ask us to look into this problem further.
Volunteer for a problem interview
Talk to us about how you experience this problem.
Register interest in testing a solution
Hear from us if a real test of this opportunity ships.
Save this opportunity
Saved locally in your browser. No account needed.
Compare with another opportunity
Compares scores using your current weight adjustments above.