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Article URL: https://github.com/theGcmd/SNNcontinual-learning

Comments URL: https://news.ycombinator.com/item?id=47251047

Points: 1

# Comments: 0

Article URL: https://www.europol.europa.eu/media-press/newsroom/news/major-data-leak-forum-dismantled-in-global-action-against-cybercrime-forum

Comments URL: https://news.ycombinator.com/item?id=47251031

Points: 3

# Comments: 0

I built a coordination protocol that lets multiple Claude Code agents work on the same codebase in parallel without merge conflicts. The protocol is encoded entirely in markdown prompts, no binary or framework.

The core idea: prevent conflicts at planning time through two invariants: 1. Disjoint file ownership: no two agents in the same wave touch the same file 2. Frozen interface contracts: agents code against exact type signatures defined upfront

How it works:

- Scout agent analyzes the codebase, runs a suitability gate (5 questions), produces a coordination artifact (IMPL doc) with file ownership table and interface contracts - Human reviews and approves - Scaffold agent creates shared type files from approved contracts, compiles them - Wave agents implement in parallel, each in its own git worktree - Orchestrator merges sequentially, conflict-free by construction

The interesting part: the entire protocol lives in natural language. Invariants are embedded verbatim in the prompts at their enforcement points. A capable LLM follows them consistently. This proves you can encode coordination protocols in prompts and get structural safety guarantees, which has implications beyond parallel coding.

Repo: https://github.com/blackwell-systems/scout-and-wave Formal spec with invariants I1-I6: https://github.com/blackwell-systems/scout-and-wave/blob/mai...

I built this because I kept spawning multiple Claude Code sessions in separate terminals and having them conflict. Worktrees isolated execution but didn't prevent the conflicts. Realized the missing piece was coordination before execution, not better infrastructure.

Tradeoffs: rigidity (if an interface is wrong mid-wave, you restart), LLM drift risk (prompts can be reasoned around, unlike code enforcement), and currently Claude Code specific (though the protocol is portable).

Dogfooded on 50+ features across multiple projects. Failure rate: suitability gate rejects ~20-30% of requests (correct rejections), ~85-90% of suitable decompositions complete on first try.

Comments URL: https://news.ycombinator.com/item?id=47251030

Points: 2

# Comments: 0

Article URL: https://github.com/Bessouat40/RAGLight

Comments URL: https://news.ycombinator.com/item?id=47251027

Points: 2

# Comments: 1

Full quote from the 20VC podcast: "If you think about any company, even Monday itself, 90% of the context is not documented anywhere. Nobody knows it. It's something that kind of floats in the air. What's the idea? What's the strategy? Who's doing what? What's next month? What's next year? How are we going to do it? Why are we doing what we're doing? What's the thought process behind it?"

This is exactly the problem I set out to solve with my app Bother. Let me know what you think, you can try it without an account: https://bother.now

Comments URL: https://news.ycombinator.com/item?id=47251022

Points: 1

# Comments: 0

Article URL: https://decrypt.co/359454/best-ai-tools-respect-privacy

Comments URL: https://news.ycombinator.com/item?id=47251016

Points: 4

# Comments: 1

Article URL: https://github.com/MrPrinceRawat/kanly

Comments URL: https://news.ycombinator.com/item?id=47251011

Points: 2

# Comments: 1

Comments URL: https://news.ycombinator.com/item?id=47250997

Points: 2

# Comments: 1

Article URL: https://utcc.utoronto.ca/~cks/space/blog/sysadmin/ProgramTextOutputTaxonomy

Comments URL: https://news.ycombinator.com/item?id=47250990

Points: 2

# Comments: 0

Stricter enrollment requirements will make it more difficult to qualify for this federally funded low-income internet program. State and local resources may help fill the gap.

A lawsuit filed by the family of Jonathan Gavalas alleges Google's AI encouraged harmful behavior that posed a risk to public safety and ultimately led to his suicide.

Michael Carrick's in-form Red Devils head to the northeast to face the Magpies.

Google and Qualcomm have tag-teamed a serious vulnerability in the chipsets used in Android mobile devices, which has been exploited in the wild as a zero-day

The Pixel 10A won't replace Google's Pixel 10, but its lower-than-Apple price combined with AirDrop might make it easier to switch from iOS.

Cinematic Video Overviews are a new option available for Google AI Ultra subscribers.

Once an amateur cook, I now feel confident in the kitchen thanks to this one service.

These supplements can be helpful whether you need help falling or staying asleep.

Some phone upgrades can cost over $1,000. CNET found that only 29% of US adults are willing to spend that much.

Article URL: https://folding-sky.com/blog/ny-senate-bill-s7263-chatbot-liability

Comments URL: https://news.ycombinator.com/item?id=47250286

Points: 1

# Comments: 0