frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Sayou – Open-source Dropbox for AI agents

6•syumpx•1h ago
success of openclaw is incredible, and I really loved playing with it, but of course the problem is the security risk running on my desktop. okay for personal use for fun, not at all for professional use.

Once agents run in the cloud (and they will — you're not giving your marketing manager a terminal), they need somewhere to read and write. Right now there's nothing. Your company's knowledge is locked in Notion, Slack, Google Drive, and the agent can see none of it unless someone copy-pastes it into the chat window every single time.

sayou is basically Dropbox for agents. It syncs your SaaS tools into a single workspace of versioned Markdown files, and any agent connects to it over MCP. Multiple agents share the same workspace. one does research and writes findings, another picks them up to draft a report, a third sends it over email. The human just makes decisions.

Why files and not a database? Honestly we tried a database first. It sucked. Agents don't think in rows. When you ask an agent to research competitor pricing, the natural output is a document with sections and citations, not 15 entries in a table. Markdown with YAML frontmatter turned out to be the sweet spot — you get structured metadata for querying and rich content that both agents and humans can actually read.

I also built a benchmark, Structured Agent Memory Benchmark(SAMB) to test how different memory systems like mem0 and zep compare to sayou in a real world scenario of agents running tasks. If you are writing code, stuff like "why did we choose bcrypt over Argon2?" and "what changed between the first and second architecture review?" — the kind of things you'd actually need an agent to recall.

  Results against Mem0 and Zep:

  sayou    67.0%   (files + FTS5)
  Mem0     18.5%   (embeddings)
  Zep      14.2%   (knowledge graph)

  3.6x. The biggest gap was on decision reasoning — 68% vs 8%. Turns out embedding similarity is great for vibes-based retrieval but terrible when you need a specific paragraph from a specific document. Files with full-text search let agents grep, read sections, and follow references. Simple and it works.
Honestly it is my first time building a benchmark so i would love other engineers to try sayou as their agent memory system, but also try to compare sayou fairly for agent task completions. If you're building agents that need to persist and share knowledge, please take a look at sayou's opensource project at https://github.com/pixell-global/sayou

Comments

dslfkjlsdifj•57m ago
Cool project. Took a few minutes to set up with Claude Code. Asked it to save some research notes, closed the session, opened a new one and it actually remembered. That's pretty much what I wanted. Nice work.
syumpx•55m ago
Thanks! We just shipped a Claude Code plugin so setup is now one command:

  claude plugin install sayou@pixell-global
                                                                                                                                 
It adds hooks that automatically show your workspace at session start and capture your work in the background. So that "it actually remembered" experience you got works without even asking it to save.

V&A Museum acquires YouTube's earliest video from 2005

https://www.cnn.com/2026/02/18/style/youtube-first-video-victoria-and-albert-museum
1•helsinkiandrew•3m ago•0 comments

Brep.io A new browser based parametric CAD modeler with custom BREP kernel

https://BREP.io
1•mmiscool•5m ago•1 comments

Convert: A universal file format converter, running in the browser

https://p2r3.github.io/convert/
1•memalign•6m ago•0 comments

Show HN: Kore – local AI memory layer with Ebbinghaus forgetting curve

https://github.com/auriti-web-design/kore-memory
1•juanauriti•9m ago•0 comments

The Psychology of Computer Programming by Gerald Weinberg (1998)

https://archive.org/details/psychologyofcomp00unse
1•pramodbiligiri•14m ago•0 comments

One Man Stole $660M. He'll Never Pay It Back

https://www.nytimes.com/2026/02/18/opinion/corruption-trump-accountability.html
1•jimnotgym•15m ago•0 comments

Show HN: Social Cookie Jar – Social media automation for AI agents

https://github.com/Artifact-Virtual/social-cookie-jar
1•artifactvirtual•16m ago•0 comments

Show HN: Deploy OpenClaw on your Own server in one click

https://agentdaddie.com
1•pushkar_aditya•18m ago•0 comments

The strenuous journey from a useful to a usable data science model

https://adri0.com/blog/strenuous-journey-to-a-usable-data-science-model
1•quite-sfwd•21m ago•0 comments

Phill CLI matches GPT-5.3-Codex on EVMbench audits (71% recall, 100% precision)

https://github.com/ayjays132/phill-cli
1•ayjays132•22m ago•2 comments

Show HN: Onairos SDK– Unified Context API, unlocking cross platform user history

https://onairos.io
1•BlasianHokage•25m ago•0 comments

Have we entered a new age of AI-enabled scientific discovery?

https://www.sciencenews.org/article/ai-enabled-science-discovery-insight
1•downboots•26m ago•0 comments

Show HN: EasyCheck – lightweight compliance automation for small teams

https://easycheck.dk/en
1•MarcusBager•28m ago•0 comments

PoSHBlox: Visual PowerShell node graph scripting

https://github.com/obselate/PoSHBlox
2•thunderbong•29m ago•0 comments

Why Not Objective-C

https://inessential.com/2026/02/18/why-not-objective-c.html
1•ingve•30m ago•0 comments

Does open source have an AI slop problem? [video]

https://www.youtube.com/watch?v=5uLHMdsjXBQ
3•billybuckwheat•30m ago•0 comments

Best 5 n8n Alternatives In 2026

https://theowllogic.com/n8n-alternatives
1•wayofthekatana•31m ago•0 comments

Human-Based Computation Game

https://en.wikipedia.org/wiki/Human-based_computation_game
1•downboots•34m ago•0 comments

From Paris to New Delhi, the Push to Ban Teens from Social Media Is Going Global

https://www.wsj.com/tech/personal-tech/from-paris-to-new-delhi-the-push-to-ban-teens-from-social-...
4•1vuio0pswjnm7•40m ago•1 comments

War of Dots

https://warofdots.net
1•kqr•44m ago•1 comments

Mark Zuckerberg overruled 18 wellbeing experts to keep beauty filters on Insta

https://www.ft.com/content/0c6d8ff6-f207-431b-bfb9-1d8b42bb4b6d
4•1vuio0pswjnm7•49m ago•0 comments

Ask HN: How much are you spending on OpenClaw API calls?

1•muddi900•52m ago•1 comments

Tech firms will have 48 hours to remove abusive images under new law

https://www.bbc.co.uk/news/articles/cz6ed1549yvo
4•mmarian•52m ago•0 comments

Mark Zuckerberg: "I don't have a college degree in anything"

https://web.archive.org/web/20260218213815/https://www.cnbc.com/2026/02/18/meta-mark-zuckerberg-s...
4•1vuio0pswjnm7•57m ago•1 comments

I made a OpenClaw alternative. which is faster and secure. Powered by rust

https://deepcli.org/
2•alwassikhan•58m ago•1 comments

Old School Visual Effects: The Cloud Tank (2010)

http://singlemindedmovieblog.blogspot.com/2010/04/old-school-effects-cloud-tank.html
2•exvi•1h ago•0 comments

Show HN: Nxcode – Turn natural language into full-stack, revenue-ready SaaS apps

https://www.nxcode.io/zh
1•iivyvii•1h ago•0 comments

Show HN: Potatometer – Check how visible your website is to AI search (GEO)

https://potatometer.com/
3•apswin•1h ago•3 comments

Conservative versus Predictive Processing (2015)

https://philosophyofbrains.com/2015/12/15/conservative-versus-radical-predictive-processing.aspx
1•l33tbro•1h ago•0 comments

US funding for global internet freedom 'effectively gutted'

https://www.theguardian.com/world/2026/feb/19/us-funding-for-global-internet-freedom-effectively-...
9•xyzal•1h ago•0 comments