Hacker News

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

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

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

Article URL: https://twitter.com/itsandrewgao/status/2029624157181497743

Comments URL: https://news.ycombinator.com/item?id=47265535

Points: 2

# Comments: 0

Article URL: https://callitearly.substack.com/p/what-went-wrong-before-anyone-noticed

Comments URL: https://news.ycombinator.com/item?id=47265526

Points: 1

# Comments: 0

Article URL: https://jyn.dev/remotely-unlocking-an-encrypted-hard-disk/

Comments URL: https://news.ycombinator.com/item?id=47265521

Points: 1

# Comments: 0

Article URL: https://thenewstack.io/openais-codex-is-now-on-windows/

Comments URL: https://news.ycombinator.com/item?id=47265504

Points: 1

# Comments: 0

Article URL: https://twitter.com/sama/status/2029622732594499630

Comments URL: https://news.ycombinator.com/item?id=47265487

Points: 2

# Comments: 0