Feed aggregator

Article URL: https://www.macrumors.com/2026/03/05/mac-studio-no-512gb-ram-upgrade/

Comments URL: https://news.ycombinator.com/item?id=47267088

Points: 3

# Comments: 1

Article URL: https://twitter.com/im_roy_lee/status/2029606868369236088

Comments URL: https://news.ycombinator.com/item?id=47267073

Points: 1

# Comments: 0

Article URL: https://99helpers.com/tools/visual-contextual-chat

Comments URL: https://news.ycombinator.com/item?id=47267057

Points: 1

# Comments: 0

Article URL: https://melhorar-aprendizagem.com.br/

Comments URL: https://news.ycombinator.com/item?id=47267027

Points: 1

# Comments: 1

AI agents increasingly execute real system actions: issuing refunds, modifying databases, deploying infrastructure, calling external APIs.

Because agents retry steps, re-plan tasks, and run asynchronously, the same action can sometimes execute more than once.

In production systems this can cause duplicate payouts, repeated mutations, or inconsistent state.

Kybernis is a reliability layer that sits at the execution boundary of agent systems.

When an agent calls a tool:

1. execution intent is captured 2. the action is recorded in an execution ledger 3. idempotency guarantees are attached 4. the mutation commits exactly once

Retries become safe.

Kybernis is framework-neutral and works with agent frameworks like LangGraph, AutoGen, CrewAI, or custom systems.

I built this after repeatedly seeing reliability failures when AI agents interacted with production APIs.

Would love feedback from anyone building agent systems.

Comments URL: https://news.ycombinator.com/item?id=47267024

Points: 1

# Comments: 1

Article URL: https://economist.com/culture/2026/03/05/triumph-of-the-toons-how-animation-came-to-rule-the-box-office

Comments URL: https://news.ycombinator.com/item?id=47267022

Points: 1

# Comments: 0

Article URL: https://www.themarginalian.org/2026/03/05/alan-lightman-death/

Comments URL: https://news.ycombinator.com/item?id=47267007

Points: 2

# Comments: 0

Article URL: https://www.annualreviews.org/content/journals/10.1146/annurev-lawsocsci-111524-094646

Comments URL: https://news.ycombinator.com/item?id=47266997

Points: 2

# Comments: 1

Article URL: https://www.lableaks.dev/p/dereks-at-work

Comments URL: https://news.ycombinator.com/item?id=47266984

Points: 1

# Comments: 0

SafeAppeals is an AI-powered document workspace designed for legal professionals, researchers, injured workers, and anyone handling document-heavy workflows. Built with Electron and TypeScript, it combines a powerful code editor interface with native support for DOCX, PDF, Excel, and Markdown files.

Key features include: - Integrated AI agents powered by Claude, OpenAI, and Google APIs for document analysis and generation - Native document editing without conversion to plaintext - DocuSign integration for document signing workflows - Custom MCP (Model Context Protocol) server support - Flexible token-based pricing with BYOK option

Targeting the gap between general-purpose tools like Notion and Claude with document-specific AI workflows for professionals who need document integrity and AI assistance working together.

Comments URL: https://news.ycombinator.com/item?id=47266983

Points: 1

# Comments: 0

Article URL: https://github.com/jj-vcs/jj/releases/tag/v0.39.0

Comments URL: https://news.ycombinator.com/item?id=47266973

Points: 1

# Comments: 0

Soldier Boy, Homelander, Butcher and more appear in the season 5 preview.

Article URL: https://www.star-history.com/blog/ai-ui-irrelevant

Comments URL: https://news.ycombinator.com/item?id=47266944

Points: 1

# Comments: 0

just shipped vibe-auditor

npm i -g vibe-auditor auditor .

AI audits your entire codebase. finds what tests miss. delivers fixes you accept or reject in the terminal.

Comments URL: https://news.ycombinator.com/item?id=47266939

Points: 1

# Comments: 0

I played the new class, which lets you decide whether you want to stare into the abyss, drown your enemies in fire, summon legions of demons or just become one yourself.

Donald Trump said he would replace the secretary of the Department of Homeland Security. Noem's tenure was marked by aggressive anti-immigration tactics and ICE's killing of two US protestors.

Article URL: https://archtocode.com

Comments URL: https://news.ycombinator.com/item?id=47265555

Points: 1

# Comments: 1

tldr: We launched https://vantage.sh/models - a price to performance comparison tool for LLMs. If you're familiar with ec2instances.info....this is basically the LLM version of that.

- - - -

I'm Co-Founder and CEO of Vantage posting on behalf of our team that shipped this. Vantage is a cloud cost management platform. We also maintain https://ec2instances.info/ after buying the site a few years back. We've been hearing rumblings from the community looking for something similar for LLMs...so we built it.

The site is free and open-source and provides a centralized view of LLM model specifications, pricing, benchmarks, and hosting information. We're shipping early and looking for feedback. Give it a peek and let us know what you think.

Comments URL: https://news.ycombinator.com/item?id=47265549

Points: 1

# Comments: 0