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Show HN: Open-source Perplexity clone one file back end, streaming answers

https://github.com/oncellai/oncell-research
6•anupsing_ai•1h ago
I built an open-source research agent. You ask a question, it searches the web via Tavily, synthesizes an answer with an LLM, and shows the sources it used. Answers stream in real-time.

The interesting part is the backend. It's a single JS file (~100 lines) that handles web search, LLM streaming, and per-user conversation history. No vector database, no Redis, no separate storage service.

It runs inside a cell — an isolated environment with a built-in database, search index, and filesystem. The cell handles persistence and streaming natively, so the agent code only has to deal with the actual logic.

Tech: Next.js frontend, Tavily for search, OpenRouter for LLM (Gemini 2.5 Flash default).

Demo: https://youtu.be/jvTVA7J925Y

Who's paying for tokens and why? (The Anthropic 1000)

https://www.robinsloan.com/lab/ai-spend/
1•speckx•2m ago•0 comments

Finding a duplicated item in an array of N integers in the range 1 to N − 1

https://devblogs.microsoft.com/oldnewthing/20260413-00/?p=112227
1•ibobev•2m ago•0 comments

Our new AI code policy: No AI

https://screenshotbot.io/blog/no-ai
1•kitallis•3m ago•0 comments

Show HN: AI compatibility without compromises

https://supercompat.com
1•Nedomas•4m ago•0 comments

GOP finalizing draft national privacy law that would preempt states

https://www.politico.com/news/2026/04/16/gop-national-privacy-law-technology-00876794
1•Cider9986•4m ago•0 comments

Modular Monolith: dependencies and communication between Modules

https://binaryigor.com/modular-monolith-dependencies-and-communication.html
1•PaulHoule•7m ago•0 comments

Mechanisms of introspective awareness in LLMs [pdf]

https://arxiv.org/abs/2603.21396
1•ryeights•8m ago•0 comments

Simple Made Easy – Rich Hickey (2011) [video]

https://www.youtube.com/watch?v=SxdOUGdseq4
2•adityaathalye•8m ago•0 comments

How much return are you giving up by caring what's in your portfolio?

https://stevenmackey.substack.com/p/how-much-return-are-you-giving-up
1•chibg10•8m ago•0 comments

Moving personal numbers to VoIP for convenience

https://blog.dmcc.io/journal/moving-mobile-numbers-to-voip/
1•dmcc7897•9m ago•0 comments

Guilty Until Proven Innocent: A Denver Woman's Battle with "Dismissive" Policing

https://old.reddit.com/r/ObscurePatentDangers/comments/1smgy9z/guilty_until_proven_innocent_a_den...
1•qingcharles•9m ago•0 comments

Fast Forward 10 years. What does computing look when AI is mature?

1•marstall•10m ago•0 comments

Getting into AI Infra

https://timzaman.com/getting-into-ai-infra
1•sebg•11m ago•0 comments

Sparser, Faster, Lighter Transformer Language Models

https://arxiv.org/abs/2603.23198
1•matt_d•11m ago•0 comments

Snap Is Laying Off 16% of Full-Time Staff as It Embraces A.I

https://www.nytimes.com/2026/04/15/business/snap-layoffs-snapchat.html
1•1vuio0pswjnm7•12m ago•0 comments

Bloomberg: OpenAI Takes on Google with New AI Model Aimed at Drug Discovery

https://www.bloomberg.com/news/articles/2026-04-16/openai-takes-on-google-with-new-ai-model-aimed...
1•dataking•13m ago•0 comments

America wakes up to AI's dangerous power

https://www.economist.com/leaders/2026/04/16/america-wakes-up-to-ais-dangerous-power
3•andsoitis•17m ago•0 comments

JobNavigator – Self-hosted job search automation

https://github.com/vesaias/JobNavigator
1•vesaias•18m ago•0 comments

Google Prepares Rollout of Skills for Gemini and AI Studio

https://www.testingcatalog.com/google-prepares-broader-rollout-of-skills-for-gemini-and-ai-studio/
1•gmays•22m ago•0 comments

Why weekends are under threat

https://thehustle.co/newsletters/15-04-2026
1•paulpauper•23m ago•1 comments

Ancient DNA reveals pervasive directional selection across West Eurasia

https://www.nature.com/articles/s41586-026-10358-1
1•paulpauper•24m ago•0 comments

The roles of evidence in GiveDirectly's journey to $1B delivered

https://indevelopmentmag.substack.com/p/money-for-nothing-the-roles-of-evidence
1•paulpauper•24m ago•0 comments

Creating 'new knobs of control' in biology

https://www.owlposting.com/p/on-creating-new-knobs-of-control
3•sebg•24m ago•0 comments

AI's New Training Data: Your Old Work Slacks and Emails

https://www.forbes.com/sites/annatong/2026/04/16/ais-new-training-data-your-old-work-slacks-and-e...
1•speckx•25m ago•0 comments

AI Assistance Reduces Persistence and Hurts Independent Performance

https://ai-project-website.github.io/AI-assistance-reduces-persistence/
1•1vuio0pswjnm7•25m ago•1 comments

Stop comparing price per million tokens: the hidden LLM API costs

https://www.tensorzero.com/blog/stop-comparing-price-per-million-tokens-the-hidden-llm-api-costs/
1•vrm•26m ago•2 comments

We need to separate learning how to use tech, from using tech to learn

https://www.thehomescreen.org/p/we-need-to-separate-learning-how
1•flail•26m ago•0 comments

Git identity spoof fools Claude into giving bad code the nod

https://www.theregister.com/2026/04/16/git_identity_spoof_claude/
2•saikatsg•28m ago•0 comments

It's OK to compare floating-points for equality

https://lisyarus.github.io/blog/posts/its-ok-to-compare-floating-points-for-equality.html#section...
2•ibobev•30m ago•0 comments

Five men control AI. Who should control them?

https://www.economist.com/insider/the-insider/five-men-control-ai-who-should-control-them
5•andsoitis•31m ago•3 comments