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Hacker News LLMLLMs

LLM-style scaling laws hold for sensor data

Article URL: https://www.empirical.health/blog/llm-scaling-laws-hold-for-sensor-data/ Comments URL: https://news.ycombinator.com/item?id=48741774 Points: 3 # Comments: 0

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Hacker News: Show HN

Show HN: Sibyl – self-hosted cross-agent memory for AI coding agents

I realized last year that I needed a better shared substrate for all the parallel coding (and other) agents I run if I wanted all my ADHD agentically-engineered dreams to come true. It started off as a simple Kanban board for agents with a crawler and rag, but it's long since evolved into a high performance, scalable, multi-user, self-hostable agent memory system built on SurrealDB that I can't live without. It's the thing that's helped me go absurdly parallel without just turning into a slop ca

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Hacker News LLMLLMs

Niche LLM Spam on Bandcamp

Article URL: https://duckduckgo.com/?q=site%3Abandcamp.com+covers.pics Comments URL: https://news.ycombinator.com/item?id=48741550 Points: 3 # Comments: 1

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OpenClaw Commits

fix(agents): estimate harness role sizes in context guard char estima…

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): estimate harness role sizes in context guard char estimator (#97928) The in-loop context-overflow guard (installToolResultContextGuard) sizes transcript messages via estimateMessageChars, which only handled user, assistant, and toolResult roles. Harness roles (bashExecution, compactionSummary, branchSummary, custom) fell through to a flat 256-char return, causing the guard to undercount summary- and bash-dominated context by orders of mag

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OpenClaw Commits

fix(auto-reply): stop level directives from eating the next message w…

<pre style='white-space:pre-wrap;width:81ex'>fix(auto-reply): stop level directives from eating the next message word (#97929) matchLevelDirective consumed the token after a level directive (/think, /verbose, /trace, /fast, /reasoning, /elevated) as the level argument unconditionally, and extractLevelDirective stripped it from the body whether or not it was a valid level. So a message like "/verbose explain quantum computing" reached the agent as "quantum computing", silently dropping the user's

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The Guardian AIBusiness

Anthropic: US has lifted export controls on Fable and Mythos AI models after security risk fears

<p>The AI company was forced earlier this month to suspend access to its Fable 5 and Mythos 5 models for all foreign nationals</p><p>Anthropic has said the US commerce department has lifted export controls on its Fable and Mythos AI models, less than ⁠three weeks after ⁠the company ​was ordered to suspend access to its most advanced AI models over national security risks.</p><p>“We’ll begin restoring access tomorrow,” Anthropic said in a statement on X late on Tuesday.</p> <a href="https://www.t

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Anthropic: US has lifted export controls on Fable and Mythos AI models after security risk fears
Hacker News AILLMs

AI Adoption Across the United States

Article URL: https://www.microsoft.com/en-us/corporate-responsibility/topics/ai-economy-institute/reports/us-ai-adoption-2026-q1/ Comments URL: https://news.ycombinator.com/item?id=48741390 Points: 2 # Comments: 1

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Hacker News Ask

Would you use Fable 5 by Anthropic or Replit

If you had a choice between Fable 5 by Anthropic or Replit which would you use. Which one would make a better vibe coded applicaiton? Comments URL: https://news.ycombinator.com/item?id=48741331 Points: 3 # Comments: 0

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Hacker News AILLMs

Show HN: Agentic OS – the operating system for AI agents

Meet Agentic OS - your proactive AI assistant that seamlessly automates tasks, scheduling, and files Comments URL: https://news.ycombinator.com/item?id=48741277 Points: 1 # Comments: 0

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Machine Learning

80TB+ of astronomy for the HDD-poor: crossmatch the Universe from your laptop [R]

<!-- SC_OFF --><div class="md"><p>Today is the day you (🫵!) get access to 80TB plus of data from over 30 astronomical surveys in one place. 4GB of RAM is enough even at Gaia Scale. Check out our writeup here:</p> <p><a href="https://huggingface.co/blog/hugging-science/multimodal-universe-hats">https://huggingface.co/blog/hugging-science/multimodal-universe-hats</a></p> <p>And a tutorial here <a href="https://asciinema.org/a/1259218">https://asciinema.org/a/1259218</a></p> </div><!-- SC_ON --> s

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Hacker News AILLMs

US lifts curbs on Anthropic's Fable, Mythos AI models

Article URL: https://www.reuters.com/business/us-lift-export-controls-anthropics-fable-ai-model-tuesday-source-says-2026-06-30/ Comments URL: https://news.ycombinator.com/item?id=48741226 Points: 2 # Comments: 1

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The Verge

Meta is adding ridiculous ‘rate limits’ and a soft paywall to its smart glasses

Would you pay $20 a month for access to AI hardware you already own? That appears to be one of Meta's next bets. This week, it quietly announced that your glasses' Conversation Focus feature will soon be limited to three hours of use per month, unless you pay for a $19.99 Meta One Premium subscription. […]

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Meta is adding ridiculous ‘rate limits’ and a soft paywall to its smart glasses
OpenClaw Commits

fix(cron): clear agentTurn thinking override by blanking the field (#…

<pre style='white-space:pre-wrap;width:81ex'>fix(cron): clear agentTurn thinking override by blanking the field (#96293) * fix(cron): clear agentTurn thinking override when patched with null Cron agentTurn patches could clear model/fallbacks/toolsAllow overrides by sending an explicit null, but thinking had no clear path: the patch schema and normalizer dropped thinking:null before it reached the merge logic, and the payload merge only handled string values. Blanking the Thinking/Effort field in

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OpenClaw Commits

fix(anthropic-oauth): bound OAuth token endpoint response reads (#96644)

<pre style='white-space:pre-wrap;width:81ex'>fix(anthropic-oauth): bound OAuth token endpoint response reads (#96644) postJson reads the Anthropic OAuth token endpoint response body with an unbounded await response.text(). A compromised or hijacked OAuth endpoint can stream an arbitrarily large body and force the runtime to buffer the entire payload before parsing — an OOM/DoS vector. Replace with readResponseWithLimit at 16 MiB cap + TextDecoder decode to match the sibling bounded-read pattern

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OpenClaw Commits

fix(ios): advance onboarding step after QR scan (#98302)

<pre style='white-space:pre-wrap;width:81ex'>fix(ios): advance onboarding step after QR scan (#98302) handleScannedLink does not set self.step = .connect after scanning a QR code from the welcome step. The scanner sheet dismisses and the UI returns to the welcome screen instead of showing connection progress. The sibling handleScannedSetupCode path correctly advances the step; this aligns the QR scan path. Fixes #98297 Co-authored-by: Cursor <cursoragent@cursor.com></pre>

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Dev.to

How AI Assist Turns a Rough Draft into a Polished Document in Minutes

<p>You've got a rough draft. Bullet points, half-finished paragraphs, maybe some notes you pasted from a meeting. It needs to become a real document — but rewriting takes time you don't have.</p> <p>That's exactly where AI Assist comes in.</p> <h2> What AI Assist Does </h2> <p>AI Assist lives inside PaperQuire's editor. Select any text, right-click, and choose an action:</p> <ul> <li> <strong>Rewrite</strong> — Rephrase your selection for clarity and tone, keeping the meaning intact</li> <li> <s

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OpenClaw Commits

fix(memory-wiki): gracefully handle unparsable YAML frontmatter in va…

<pre style='white-space:pre-wrap;width:81ex'>fix(memory-wiki): gracefully handle unparsable YAML frontmatter in vault scans (#96125) (#97177) * [AI] fix(memory-wiki): gracefully handle unparsable YAML frontmatter in vault scans (#96125) toWikiPageSummary now catches YAML parse errors during vault-wide scans (compile/lint/query/status) and returns a degraded WikiPageSummary with frontmatterError set instead of letting the error propagate through readPageSummaries -> compileMemoryWikiVault, which

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OpenClaw Commits

fix(doctor): merge colliding model-ref map keys instead of dropping (…

<pre style='white-space:pre-wrap;width:81ex'>fix(doctor): merge colliding model-ref map keys instead of dropping (#96544) * fix(doctor): merge colliding model-ref map keys instead of dropping When two retired model-ref keys in a models map upgrade to the same current ref, rewriteModelRefMapKeys dropped the second entry silently and still logged a success line, so doctor --fix lost one entry's params/streaming/alias/agentRuntime tuning while falsely reporting it as upgraded. Mirror the sibling pr

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The Verge

Anthropic’s long-sidelined Fable 5 is greenlit to return

After weeks of negotiating with the Trump administration, Anthropic is finally going to be able to bring Claude Fable 5 back online. In a post on X, Anthropic said it plans to begin restoring access tomorrow. Anthropic: We've received notice that the Department of Commerce has lifted export controls on Claude Fable 5 and Mythos […]

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Anthropic’s long-sidelined Fable 5 is greenlit to return
Dev.to

"How to Stop AI Agent Skills, Hooks, and Cron Jobs from Silently Conflicting Over Where They Run and What Data They Trust"

<p><em>Originally published on <a href="https://hexisteme.github.io/notes/harness-invariants-stop-cross-component-leaks.html" rel="noopener noreferrer">hexisteme notes</a>.</em></p> <p>Make every skill, hook, and scheduled job declare four invariants before it ships — Locality (where it can run), Source-of-truth (which facts it owns or borrows), Cross-ref (what depends on it and what it depends on), and Trigger-measurability (whether its trigger is observable at runtime or hidden in external sta

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Dev.to

Além da IA: Por que a colaboração humana é o verdadeiro motor do Open Source

<p>A narrativa atual da tecnologia está fortemente inclinada para a automação. Com agentes de IA escrevendo <em>boilerplate</em>, gerando componentes e até estruturando projetos inteiros, é fácil olhar para o futuro do desenvolvimento de software e assumir que o elemento humano está diminuindo.</p> <p>Mas se você mantém ou contribui ativamente para um projeto <em>open source</em>, sabe que a realidade é bem diferente. A IA pode escrever código, mas não consegue validá-lo contextualmente contra d

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Vercel Blog

Vercel Security Dashboard is in private beta

The Vercel Security Dashboard is now in private beta. It aggregates the security posture of every account and project on Vercel. As teams grow and coding agents make it easy to spin up new projects, small misconfigurations can add up quietly and quickly. Team members without 2FA, publicly accessible preview environments, or long-lived credentials where short-lived ones would do. Each of these can lead to a security incident or breach. The security dashboard flags these findings across Vercel env

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Vercel Blog

Enforce consistent code for agents and humans with konsistent

konsistent is now open source. konsistent is a CLI linter for TypeScript codebases that enforces structural conventions, giving agents and humans the consistent context they need to implement features correctly. Deterministic, fast, and covers structural patterns that TypeScript and ESLint don't model. Configure conventions in a project-level konsistent.json file for concerns like: Do all files matching pattern X export functions Y and Z? Does every folder that has file X also have file Y? Does

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Vercel Blog

Dry-run deployments with Vercel CLI

You can now preview the framework preset and files that Vercel CLI includes in a deployment before creating one. Run vercel deploy --dry from a linked project: For automation or further inspection, return the complete file manifest as JSON: JSON output includes the detected framework, included and ignored paths, directory size distribution, largest files, file modes, and content hashes. Piped and other non-TTY output automatically uses JSON. Agents can use this manifest as a pre-deployment check

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Simon WillisonLLMs

Quoting Anthropic

<blockquote cite="https://twitter.com/anthropicai/status/2072106151890809341"><p>We’ve received notice that the Department of Commerce has lifted export controls on Claude Fable 5 and Mythos 5.</p> <p>We'll begin restoring access tomorrow, and will share an update soon.</p></blockquote> <p class="cite">— <a href="https://twitter.com/anthropicai/status/2072106151890809341">Anthropic</a>, on Twitter</p> <p>Tags: <a href="https://simonwillison.net/tags/anthropic">anthropic</a>, <a href="https://sim

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Dev.to

The Hybrid Retrieval Pattern

<h2>Pattern Defined</h2> <p><strong>Precise Definition:</strong> Hybrid Retrieval is an inference pattern that combines <br> semantic vector search with traditional keyword-based BM25 (Best Matching 25) <br> search, using a Reciprocal Rank Fusion (RRF) algorithm to produce a single, <br> unified result set.</p> <h2>Problem Being Solved</h2> <p>Vector search is excellent at "vibes" but terrible at "facts." If you ask a <br> vector database for "Part #882-X," it might return a document about "Part

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