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I built a 151k-node GraphRAG swarm that autonomously invents SDG solutions

2•wisdomagi•1h ago
Hi HN, I wanted to share a passion project I've been building: PROMETHEUS AGI. I got frustrated that most LLM/RAG applications just summarize text. I wanted to see if an agentic swarm could actually perform cross-domain reasoning to invent new physical solutions (focusing on UN SDGs). The Stack: Neo4j Aura (Free tier maxed out at 151k nodes / 400k edges) Ingestion: Google BigQuery (Patents) + OpenAlex API LLMs: Ollama (Llama 3) for zero-cost local entity extraction, Claude 3.5 via MCP for deep reasoning. UI: Streamlit (Digital Twin dashboard) + React/Vite (Landing). How it works: The swarm maps problems (e.g., biofouling in water filters) to isolated technologies across different domains (e.g., materials science + nanobiology) and looks for "Missing Links"—combinations that don't exist in the patent database yet. So far, the pipeline has autonomously drafted 261+ concept blueprints (like Project HYDRA, a zero-power water purifier). We are currently looking for domain experts (engineers, materials scientists) to validate these AI-generated blueprints and build physical prototypes, as well as grants to scale the graph to 1M+ nodes. Dashboard: https://project-prometheus-5mqgfvovduuufpp2hypxqo.streamlit.app/ Landing/Deck: https://prometheus-agi.tech I would love to hear your brutally honest feedback on the architecture, the Neo4j schema design, or the multi-agent approach!

Apple Releases Xcode 26.3 with Support for AI Agents from Anthropic and OpenAI

https://www.macrumors.com/2026/02/26/apple-releases-xcode-26-3/
1•thm•1m ago•0 comments

Public Preview: Simplified Machine Provisioning for Azure Local

https://techcommunity.microsoft.com/blog/azurearcblog/announcing-public-preview-simplified-machin...
2•mariuz•1m ago•0 comments

The Generative AI Policy Landscape in Open Source

https://redmonk.com/kholterhoff/2026/02/26/generative-ai-policy-landscape-in-open-source/
1•taubek•2m ago•0 comments

BenchPress Predicts Gemini 3.1 Pro and Claude Opus 4.6's scores within ±2 points

https://twitter.com/dimitrispapail/status/2026699305021587641
1•stared•4m ago•0 comments

Show HN: Decoy – A native Mac app for mocking HTTP endpoints locally

https://decoy-app.com/
4•mosselman•5m ago•1 comments

Berry: An MCP server that verifies LLM claims against your evidence

https://strawberry.hassana.io/about
1•halcdev•5m ago•0 comments

Show HN: Rev-dep – 20x faster knip.dev alternative build in Go

https://github.com/jayu/rev-dep
3•jayu_dev•7m ago•0 comments

Show HN: Smplogs – Local-first AWS Cloudwatch log analyzer via WASM

https://www.smplogs.com
2•smplogs•7m ago•0 comments

Fries with that? Ordering from AI linked to selecting more indulgent foods

https://www.psu.edu/news/health-and-human-development/story/fries-ordering-ai-linked-selecting-mo...
2•geox•8m ago•0 comments

Tunnelling Torrents 'Properly' over a VPN with Port Forwarding

https://blog.muffn.io/posts/tunneling-torrents-over-vpn-with-port-forwarding/
2•eustoria•9m ago•0 comments

Python React to Elixir Phoenix Migration Breakdown

https://mrpopov.com/posts/python-react-to-elixir-phoenix-migration-breakdown/
2•tosh•9m ago•0 comments

I made my agents joke with each other [video]

https://www.youtube.com/watch?v=xWW2p_CWST4
2•bahaAbunojaim•10m ago•0 comments

OpenJS Foundation: A safe and modern home for JavaScript technologies

https://openjsf.org/
3•eustoria•10m ago•0 comments

Draining wetlands produces substantial emissions in the Canadian Prairies

https://theconversation.com/draining-wetlands-produces-substantial-emissions-in-the-canadian-prai...
3•PaulHoule•13m ago•0 comments

Feather – Draw in 3D

https://www.feather.art/
2•eustoria•14m ago•0 comments

Show HN: Turning 2D floor plans into 3D-ready JSON with Detectron2

https://www.loom.com/share/b741bc127c814db395832b01bd086e96
2•acaciabengo•15m ago•0 comments

Explain to Issue Reporter

https://github.com/fsprojects/fantomas/issues/1704
2•debugnik•15m ago•0 comments

Brave Search API now features Place Search, a new endpoint for map applications

https://brave.com/blog/place-search-api/
6•w0ts0n•15m ago•0 comments

Launch HN: Cardboard (YC W26) – Agentic video editor

https://www.usecardboard.com/
5•sxmawl•16m ago•0 comments

We Built a Video Rendering Engine by Lying to the Browser About What Time It Is

https://blog.replit.com/browsers-dont-want-to-be-cameras
1•cbrewster•16m ago•0 comments

OsmAnd's Faster Offline Navigation

https://osmand.net/blog/fast-routing/
2•todsacerdoti•17m ago•1 comments

AirSnitch: Demystifying and Breaking Client Isolation in Wi-Fi Networks

https://www.ndss-symposium.org/ndss-paper/airsnitch-demystifying-and-breaking-client-isolation-in...
2•todsacerdoti•17m ago•0 comments

People Leaving US

https://trendslates.substack.com/p/teen-ai-usage-amazon-alleged-price
2•faderisimo•19m ago•0 comments

My accepted research work on 'Failure-Aware Security Framework'

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6122687
3•sandhyavinjam•20m ago•0 comments

Bring Your Own Agent (BYOA)

https://blog.val.town/byoa
2•stevekrouse•20m ago•0 comments

Attacking Russia's Center of Gravity: A Clausewitzian Answer

https://www.militarystrategymagazine.com/article/attacking-russias-center-of-gravity-a-clausewitz...
2•bryanrasmussen•22m ago•0 comments

Human Made: The Pledge

https://lee-phillips.org/humanmade/
1•leephillips•23m ago•0 comments

GitHub Actions is left vulnerable to supply chain attacks: Datadog Report

https://www.datadoghq.com/state-of-devsecops/
3•varunsharma07•24m ago•0 comments

How Google Killed the Rent-a-Domain Era

https://growtika.com/blog/publisher-affiliate-collapse
3•Growtika•24m ago•1 comments

Show HN: Karta – Google Search, for discovering talent

https://www.karta.works
2•kidustiliksew•24m ago•0 comments