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Show HN: Neat, Static code and OTel fused into one graph for agents (OSS)

https://github.com/neat-technologies/neat
3•dcdeniz•2h ago
Our website: https://neat.is Thank you all for reading.

Comments

dcdeniz•2h ago
Neat is a culmination of my research in systems architectures in the last few months. It stands for Network Environment Architecture Tools.

It fuses Runtime + OpenTelemetry to construct a deterministic model for agents to query, so they're more accurate, cheaper & act on the truth.

My thesis is that software tooling & hosting has not evolved even nearly at the same pace as AI. Neat is the answer to that problem. LLMs treat their tokens as the whole truth; our graph gives them the truth, full-stack, by providing a suite of context & control tools to truly reason & act like engineers.

The world of graph context has moved rapidly since I started my research. I was a bit of a perfectionist, however my cofounders rushed me to begin MVP development. This release is the most robust MVP to date. I would like to thank them for everything.

Thank you for reading. Questions & Input are greatly appreciated.

- Deniz, Co-Founder at NEAT.

sinanguckiran•2h ago
Working on this opened my eyes to real systems development. AI is still miles behind where it ought to be, and I think we've brung AI closer, even if by a little, to that AI dream future.

Check it out.

- Sinan, Co-Founder at NEAT.

I benchmarked AI cost-saving claims instead of trusting token percentages

https://github.com/lemoncrow-lab/lemoncrow
1•pankaj4u4m•1m ago•1 comments

How much energy do data centers and artificial intelligence use?

https://ourworldindata.org/how-much-energy-do-data-centers-and-artificial-intelligence-use
1•thesaurusse•1m ago•0 comments

Amid security concerns, MIT to spend over $3M on over 500 surveillance cameras

https://thetech.com/2026/04/16/ai-surveillance-cameras
1•iamnothere•2m ago•0 comments

University of Tennessee sues Anthropic over neural network technology

https://www.reuters.com/legal/government/university-tennessee-sues-anthropic-over-neural-network-...
1•ilreb•2m ago•0 comments

Show HN: Serve-avd – stream any Android emulator to the browser with one command

https://github.com/hsandhu/serve-avd
1•rsandhu•4m ago•0 comments

55M unique email addresses affected in Suno data breach

https://haveibeenpwned.com/Breach/Suno
1•smurda•5m ago•0 comments

GE Aerospace flies hybrid-electric propulsion above 30k feet

https://www.geaerospace.com/news/press-releases/ge-aerospace-partners-nasa-beta-technologies-and-...
1•MarcoDewey•5m ago•0 comments

The Long Road to Bottomless Postgres: Neon, Pg_mooncake, Pg_tier, Pg_lake

https://www.pgedge.com/blog/the-long-road-to-bottomless-postgres
2•birdculture•6m ago•0 comments

Building Noodle, a keyboard-first REST client for the terminal

https://www.indiehackers.com/post/building-noodle-a-keyboard-first-rest-client-for-the-terminal-d...
1•jimwilson•6m ago•0 comments

Quoting Sam Altman

https://simonwillison.net/2026/Jul/20/sam-altman/
1•ImageXav•8m ago•0 comments

Hackers exploiting recently patched WordPress bugs, websites at risk

https://techcrunch.com/2026/07/20/hackers-are-exploiting-recently-patched-wordpress-bugs-putting-...
2•smurda•9m ago•0 comments

Show HN: I rebuilt my 2000s polling site with an AI running the editorial desk

https://groundbeat.com
2•dgerken•11m ago•0 comments

The Keeper [video]

https://vimeo.com/1153646975
2•toomuchtodo•11m ago•0 comments

Show HN: An MCP server that turns async-work practices into tools

https://github.com/open-and-async/mcp
1•benbalter•13m ago•0 comments

The World's 2,400 Castles

https://thecastlemap.com/
6•marklit•13m ago•0 comments

Structured Evaluation Pipelines to Improve Your AI Workflows

https://heltweg.org/posts/structured-evaluation-pipelines-to-improve-your-ai-workflows/
1•rhazn•14m ago•0 comments

The Crime of Holding Your Government Accountable

https://lndnitc.substack.com/p/delhi-protests
2•astroanax•15m ago•0 comments

What 25 Years of Robot Automation Research Predicts About AI and Your Job

https://twitter.com/cahidarda/status/2073909304390746153
1•cahid_arda•15m ago•0 comments

Why non-invasive glucose monitoring is hard

https://www.empirical.health/blog/non-invasive-glucose-monitoring-wearables/
3•brandonb•16m ago•0 comments

France's Anssi Will Block PQC-Free Products from Certification Starting 2027

https://postquantum.com/security-pqc/anssi-pqc-certification-2027/
6•Sami_Lehtinen•17m ago•0 comments

Hamilton Lane's *Office Space* Problem

https://thealtview.substack.com/p/hamilton-lanesoffice-space-problem
1•petethomas•18m ago•0 comments

The Light Flip Is the Stylish Dumb Flip Phone of Your Dreams

https://www.wired.com/story/light-flip-is-the-modern-stylish-dumb-flip-phone-of-your-luddite-dreams/
3•sphars•18m ago•1 comments

Central Reference for 3100 APIs

https://github.com/mindcloud-inc/universal-api-reference/blob/main/README.md
1•frabjoused•18m ago•0 comments

Amid nurse shortage, a university rolls out the welcome mat for men

https://text.npr.org/nx-s1-5869813
6•mooreds•18m ago•0 comments

Titanic passenger's letter gives account of life on board before disaster

https://www.cnn.com/2026/07/21/uk/titanic-passenger-letter-auction-scli-intl
3•mooreds•21m ago•0 comments

The CCS2 Attack Surface on EV Chargers

https://www.saiflow.com/blog/the-hidden-ccs2-attack-surface-on-ev-chargers
1•self•21m ago•1 comments

Biophysics: Searching for Principles(2011) [pdf]

https://www.princeton.edu/~wbialek/PHY562/WB_biophysics110918.pdf
1•o4c•21m ago•0 comments

Tokenizer Expansion: Upgrading a Model's Tokenizer in Place

https://www.liquid.ai/blog/tokenizer-expansion
1•petethomas•21m ago•0 comments

Show HN: Free visitor sign-in template for construction sites (OSHA compliant)

https://cosmascold.github.io/free-visitor-sign-in-template/
2•cloudnclipboard•22m ago•0 comments

Ask HN: What kind of painkiller SaaS idea to build?

1•sahil423•22m ago•2 comments