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OpenClaw Commits

fix(voice-call): emit canonical session keys (#89884)

<pre style='white-space:pre-wrap;width:81ex'>fix(voice-call): emit canonical session keys (#89884) * fix(voice-call): scope generated session keys by agent * docs(voice-call): document session key canonicalization * test(voice-call): prove legacy session migration * fix(voice-call): preserve canonical session ownership * fix(sessions): isolate opaque nested identities * fix(voice-call): preserve routing ownership * fix(voice-call): enforce inbound route direction * fix(sessions): preserve migrat

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OpenClaw Commits

fix(agents): truncate exec command detail on code-point boundaries (#…

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): truncate exec command detail on code-point boundaries (#96963) * fix(agents): truncate exec command detail on code-point boundaries compactRawCommand in src/agents/tool-display-exec.ts middle-truncated the one-line command with raw String.prototype.slice. When the head or tail boundary fell between the two UTF-16 code units of a surrogate pair (e.g. an emoji like U+1F600), the slice kept a lone surrogate, which renders as the replacement

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Hacker News AILLMs

Add MCP Apps to Your AI SDK Application

Article URL: https://vercel.com/kb/guide/ai-sdk-mcp-apps Comments URL: https://news.ycombinator.com/item?id=48693667 Points: 1 # Comments: 0

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Hacker News AILLMs

AI Powered Photo Gallery Without the Cloud

Article URL: https://github.com/Arkalogy/best-photo-picker Comments URL: https://news.ycombinator.com/item?id=48693638 Points: 1 # Comments: 0

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Hacker News Ask

Ask HN: Anthropic Billing Issues?

We just received an email from Anthropic, which mentions that we have been overcharged for several months. They do not mention the nature of the error or the magnitude. Did anyone else receive something similar? Curious how widespread this is. I'm surprised and concerned that they sent the notification after business hours on a Friday with "[No action required]" in the subject. Comments URL: https://news.ycombinator.com/item?id=48693360 Points: 1 # Comments: 0

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VentureBeat

New agentic memory framework uses 118K tokens per query. LangMem burns through 3.26M.

Long-horizon reasoning exposes a core weakness in AI agents: context windows fill up fast, and retrieval pipelines return noise instead of signal. To solve this, researchers at the National University of Singapore developed MRAgent , a framework that abandons the static "retrieve-then-reason" approach. Instead, it uses a mechanism that allows an agent to dynamically develop its memory based on accumulating evidence. This multi-step memory reconstruction is integrated into the reasoning process o

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New agentic memory framework uses 118K tokens per query. LangMem burns through 3.26M.
Hacker News Ask

Ask HN: Any OSS models as good as GPT-4o-mini?

Exactly what the title says. I've recently realized I rarely need something as powerful as GPT5 (or as expensive!). GPT-4o-mini has been doing the job well. Curious to see if OSS has caught up to this model in anyone's experience. Comments URL: https://news.ycombinator.com/item?id=48692961 Points: 2 # Comments: 1

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Hacker News: Show HN

Show HN: Skillmaxxing – make every agent self-evolving

we built an agent plugin that lets an agent reflects after real work saves the reusable part as a "skill", or improves one it already has. No command, no trigger. inspired by hermes agent that improves itself automatically by creating skills i've used it for a few days and i've felt the magic already - 4 skills created for me, all look reasonable. more and better skills means faster and better job execution with fewer tokens. supports claude code and codex now - more coming soon. Feedback I want

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Hacker News Ask

Ask HN: Model access depends on citizenship. What should Non-US founders do?

LLMs are at this point a necessity to develop large scale systems - we couldn't do what we do without them. Our team is worried by the developments of Mythos/Fable getting restricted and the news about GPT 5.6 access being gated by the government customer-by-customer. The part that complicates the obvious answers: the Anthropic directive keyed on the nationality of the person accessing the model, not where the company is incorporated; even their own foreign-national employees lost access. So "ju

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Hacker News: Show HN

Show HN: All-in-one memory for AI Agents

Article URL: https://parcle.ai/second-brain Comments URL: https://news.ycombinator.com/item?id=48692740 Points: 1 # Comments: 0

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Hacker News AILLMs

Anthropic Moves Toward Deal with US to Lift Curbs on AI Models

Article URL: https://www.bloomberg.com/news/articles/2026-06-26/anthropic-moves-toward-deal-with-us-to-lift-curbs-on-ai-models Comments URL: https://news.ycombinator.com/item?id=48692520 Points: 2 # Comments: 1

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DataRobot Blog

How can enterprises govern MCP connections at scale?

Enterprises can govern model context protocol (MCP) connections at scale by treating them as part of the agentic AI control plane. Every MCP server, exposed tool, permission, and agent relationship needs ownership, scope, monitoring, and auditability before it supports autonomous work. MCP governance is the discipline of controlling how AI agents discover, select, invoke, and... The post How can enterprises govern MCP connections at scale? appeared first on DataRobot .

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How can enterprises govern MCP connections at scale?
Hacker News: Show HN

Show HN: Even, the terminal-first desktop workspace

If you’re like me and have basically delegated all your development to Claude code, Codex, OpenCode and the other agents, you’d agree that one of the annoying things is the unmanageable terminals. Personally I love working on the terminal, but when building multiple projects, it quickly becomes messy. I built Even to solve this mess. I can control my terminal tabs per project, + comes with some nice features that make it so I don’t need to open any other app when locked in. In built Browser, Age

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Hacker News Ask

Ask HN: Can distributed data centers in individual households provide UBI?

Obviously, no body likes the idea of having or living next to a data center. And AI companies want to solve UBI in a sensible manner. Why not combine these two things? AI companies, go to individual homes in a community, ask to install a GPU cluster (for a size that fits + owner agrees to), and pay the household some 100s or 1000s of dollars a month? Yes, this will cause wild incentives (for those with apartments, multiple homes, etc.) which would need to be addressed, but surely, this would lon

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Hacker News AILLMs

Show HN: Deskmate Live – AI Desktop Pet Companions

We launched last week on 4chan and have been building fast ever since, integrating new features and new avatars. Our idea is to make desktop pets not only cute, but useful. They can serve as a language partner, help with homework or quickly help with whatever's happening on your screen. Plus, of course, they can just chat with you when you're a bit lonely or want to bounce ideas around as well. You can check out the website at: deskmatelive.com Or at the MS store: https://apps.microsoft.com/deta

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Hacker News AILLMs

Ask HN: Which AI concepts are here to stay, and which will churn?

There’s a multitude of concepts that have been created during this advent of AI. Which do you predict will be resilient and long-lasting, and which do you think will churn away as harnesses evolve? - Model Context Protocol - Skills - Agentic workflows - Agents - Claude.md / Agents.md - etc. Bonus: Despite all of the above, what do you see as the unaddressed or “dark corners” of the AI ecosystem? Comments URL: https://news.ycombinator.com/item?id=48691972 Points: 3 # Comments: 3

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Hacker News: Show HN

Show HN: I Derived a Steak

After years of juggling imprecise grilling recipes and temperatures, I've made a grilling calculator that derives perfect meat results from thermal models, Fick's law of diffusion, protein structures, and more. Along the way I calculated exactly how far in advance to salt meat (spoiler: even when it's frozen!), realized the best dry brine is usually "cling brine" (covered), derived approximate charcoal quantities with physics, and much more. As with the pancake calculator[1], I did an insane amo

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Dev.to

AI Agents For Laravel/Symfony Projects

<p>Laravel and Symfony projects are great places to use AI agents. Not because PHP is "easy" (it isn't), but because PHP backends carry a lot of real business logic. Controllers, services, console commands, queue jobs, Doctrine repositories, Eloquent models, event listeners, validators, policies, migrations, and tests all coexist in one repo, and the relationships between them are exactly the kind of context that's expensive for a human to load and cheap for a careful agent to map.</p> <p>The be

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Hacker News Ask

Ask HN: Techniques for learning things quickly using coding agents?

Lately, I am finding myself using coding agents primarily for investigating and learning new topics, which include: * understanding how specific module works in codebase * overall architecture in the new codebase * onboarding faster in the new codebase * researching a topic * analyzing video content/meeting transcripts to quickly catchup with the topic and so on. My current workflow is just to point out to repository or folder with transcripts and ask agent to extract insights (assuming it will

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Dev.to

Built a Full-Stack AI Chatbot using AWS Bedrock + JavaScript

<p><a href="https://dev.tourl"></a>Building an AI Chatbot Using AWS Bedrock and JavaScript</p> <p>I recently worked on building a full-stack AI chatbot using AWS Bedrock and JavaScript. The goal of this project was not just to create a chatbot interface, but to understand how modern AI applications are built end-to-end using foundation models and cloud services.<a href="https://youtu.be/6Es8E6t3KaQ?si=mG-vn4C-gwJKsjUB" rel="noopener noreferrer"></a></p> <p>The application connects a React-based

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Hacker News AILLMs

Reckoning with the Political Economy of AI

Article URL: https://arxiv.org/abs/2604.16106 Comments URL: https://news.ycombinator.com/item?id=48691502 Points: 1 # Comments: 1

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Hacker News AILLMs

Show HN: Statey – the database your AI shares across every chat, over MCP

Hey all - Scott here, I was a heavy Linear user until I noticed I hadn't opened the UI in days. I was just asking Claude to pull up the tickets I cared about and draw whatever view I needed in the moment. At some point it clicked that I didn't need Linear, I needed the database underneath it. Then I realized it was the same for Confluence, Jira, and Pipedrive. But I didn't want to stand up Postgres and babysit schemas and migrations to get structured, collaborative data into Claude. I just wante

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