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Schools installing pepper-spraying drones to help stop active school shooters

https://abc7.com/post/campus-guardian-angel-drones-american-schools-install-pepper-spraying-mithr...
1•lxm•2m ago•0 comments

How to spot overlapping subproblems before you start coding DP

https://leetcopilot.dev/blog/how-to-spot-overlapping-subproblems-before-writing-dp
1•alexwang24•3m ago•0 comments

How we made a viral commercial for developers

https://blog.railway.com/p/how-to-make-viral-commercial
2•dban•6m ago•1 comments

World Models Are AI's Next Frontier

https://time.com/article/2026/07/15/world-models-are-ai-s-next-frontier/
1•Gooblebrai•9m ago•0 comments

Coal back in favour as US plant bidding war highlights rising demand to power AI

https://www.ft.com/content/babf4c89-1a6f-447f-a17e-7e3e48f359b8
2•JumpCrisscross•9m ago•0 comments

Reaping the Whirlwind: Inside the Potomac River Midair Collision

https://admiralcloudberg.medium.com/reaping-the-whirlwind-inside-the-potomac-river-midair-collisi...
2•kraussvonespy•11m ago•0 comments

Deliberate indifference: NY state put imprisoned man's life at risk, judge rules

https://gothamist.com/news/deliberate-indifference-ny-state-put-imprisoned-mans-life-at-risk-judg...
1•GurnBlandston•11m ago•0 comments

The Old Man and the Strait

https://www.mcsweeneys.net/articles/the-old-man-and-the-strait
2•MaysonL•11m ago•0 comments

I Went to the Amazon to Fly in a 1942 Workhorse of Aviation

https://www.nytimes.com/2026/07/31/world/americas/plane-douglas-dc3-wwii-colombia.html
1•limitedfrom•11m ago•0 comments

Show HN: I rebuilt my 2008 football/lineup site

1•tole42•11m ago•0 comments

How the Airbus A350’s Massive Landing Gear Is Built

https://www.youtube.com/watch?v=P4i-0lTryEs
1•skibz•12m ago•0 comments

The Least Private Operating System Ever Created [video]

https://www.youtube.com/watch?v=M_720LesVg4
2•dp-hackernews•12m ago•0 comments

I Filmed Plants for 12 Years

https://www.youtube.com/watch?v=tMUPNCR35h0
1•nyc111•12m ago•0 comments

Microchip released XC compilers for free

https://www.microchip.com/en-us/tools-resources/develop/mplab-xc-compilers
1•danielt3•12m ago•1 comments

Implementing PaxosLease in Python with HTTP Flask

https://bytepawn.com/paxoslease-python.html
1•abelanger•16m ago•0 comments

Tailscale didn't stop the Hugging Face intrusion

https://tailscale.com/blog/hugging-face-intrusion
16•bluehatbrit•16m ago•7 comments

AI companies destroy rare and non recoverable physical books

https://www.heraldscotland.com/opinion/26422014.library-alexandria-burns-ai-companies-destroying-...
4•DoddgyEggplant•18m ago•0 comments

Maths shows why your vote may not count the way you think it does

https://www.cam.ac.uk/research/news/maths-shows-why-your-vote-may-not-count-the-way-you-think-it-...
2•amichail•19m ago•0 comments

I pretrained the best small model under 100M parameters

https://twitter.com/HarshalsinghCN/status/2083223503554449745
1•cybernovas•20m ago•1 comments

Temu is a comically bad app

https://daringfireball.net/2026/07/temu_is_a_comically_bad_app
1•bpavuk•21m ago•1 comments

The icons that might solve Hollywood's AI problem [video]

https://www.youtube.com/shorts/SsK4ILb3j5I
1•perching_aix•21m ago•0 comments

Temu App Launch Sequence

https://social.panic.com/@cabel/116987028774035194
2•yurivish•23m ago•1 comments

Nuclear Waste Cleanup: DOE Is Missing Opportunities to Apply Lessons

https://www.gao.gov/products/gao-26-108082
2•Jimmc414•26m ago•0 comments

Flock CEO Admits Flock Alerts on People

https://ipvm.com/reports/flock-ceo-alerts-people
4•jhonovich•26m ago•0 comments

Google pauses AI satellite images, after fears of deepfakes in the sky

https://www.npr.org/2026/07/31/nx-s1-5914652/google-adds-ai-to-satellite-images-raising-fears-of-...
1•Jimmc414•26m ago•0 comments

You're probably overpaying on Amazon and you don't know it

https://chromewebstore.google.com/detail/lowly-compare-similar-pro/koaboghopffkngciajncjhcjcjnakijf
1•Lirrydoz•26m ago•0 comments

Did Situational Awareness inflate the AI bubble?

https://www.yetanothervalueblog.com/p/did-situational-awareness-inflate
2•mapping365•26m ago•0 comments

How big data created the modern dairy cow

https://worksinprogress.co/issue/how-big-data-created-the-modern-dairy-cow/
2•geneticdrifts•27m ago•0 comments

Go-ktls – Linux Kernel TLS offload for Go's net/HTTP

https://github.com/waipu-oss/go-ktls
2•totallyunknown•33m ago•0 comments

The biggest gamble in the U.S. economy is starting to look riskier

https://www.washingtonpost.com/technology/2026/07/31/tech-giants-burning-cash-ai-create-risks-who...
4•_tk_•34m ago•1 comments
Open in hackernews

Show HN: Schema-backed, Git-based structured state for agentic systems

2•advancingu•1h ago
I looked into how to store agentic state in a) a structured way that b) runs without any dedicated MCP memory/state servers and where I can get c) a clear diff-able audit trail of all state changes over time. Nothing that I could find fit the bill.

In https://github.com/commitspark/demo-agentic-mcp , I demo an implementation that fulfills these requirements by combining Claude agents with my previously published Commitspark library and its entirely Git-backed GraphQL API.

In the demo, two independent Claude agents are simulated that contribute to a task tracker. A third agent reviews any task changes and rolls back obviously bad ones. A full demo transcript is included in the README, including the agents' raw tool calls.

Task agent access to data happens via a small MCP server that exposes two Commitspark APIs (GraphQL API, schema API). These agents can then fetch the schema and author their own GraphQL calls, with GraphQL automatically enforcing written data is schema-conformant. The validator agent additionally has access to basic git functionality to view diffs and revert commits.

I'm looking for feedback specifically on: whether schema validation on shared agent state is a problem people actually have, or whether loosely-typed JSON + retries is good enough in practice.

Comments

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