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The DecoderBusiness

The Pentagon's new AI playbook treats slow adoption as a bigger risk than "imperfect alignment"

The US Department of the Navy has signed a strategy to "weaponize" data and AI and build an "AI-first" fleet. Large language models would run directly on warships, and an AI war council would prioritize mission scenarios. The core message is that moving too slowly carries greater risks than "imperfect alignment." The article The Pentagon's new AI playbook treats slow adoption as a bigger risk than "imperfect alignment" appeared first on The Decoder .

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The Pentagon's new AI playbook treats slow adoption as a bigger risk than "imperfect alignment"
The DecoderBusiness

Anthropic slashes Claude Fable 5 limits in Max and Team Premium and pushes Pro users toward API pricing

Anthropic will include Claude Fable 5 in Max and Team Premium plans starting July 20, but at just 50 percent of regular limits, which themselves drop by a third that same day. Pro users get a one-time $100 credit, then pay API rates. The reversal from Anthropic's original plan to pull Fable from subscriptions entirely likely comes down to competitive pressure from OpenAI's cheaper GPT-5.6 Sol. The article Anthropic slashes Claude Fable 5 limits in Max and Team Premium and pushes Pro users toward

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Hacker News LLMLLMs

LLM Cliché Highlighter

Article URL: https://tools.simonwillison.net/llm-cliche-highlighter Comments URL: https://news.ycombinator.com/item?id=48955805 Points: 1 # Comments: 0

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Hacker News AILLMs

AI and Creativity

Article URL: https://sunnyamrat.com/posts/2026-07-17-ai-creativity/ Comments URL: https://news.ycombinator.com/item?id=48955763 Points: 1 # Comments: 0

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OpenClaw Commits

improve(ui): restructure Settings around user-facing pages with full …

<pre style='white-space:pre-wrap;width:81ex'>improve(ui): restructure Settings around user-facing pages with full agent parity (#110445) * refactor(ui): restructure Settings IA around user-facing pages Settings sidebar shrinks to settings-only destinations grouped by attention: General/Appearance/Notifications up top, Connections, Agents & Tools, Privacy & Security, System. Sessions, Worktrees, Activity, and Memory Import leave the takeover: Sessions/Activity return to the workspace sidebar, Wor

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Simon WillisonLLMs

Claude make Fable 5 permanent

<p><strong><a href="https://twitter.com/claudeai/status/2078302415804379218">Claude make Fable 5 permanent</a></strong></p> An update from the <code>@claudeai</code> account on Twitter:</p> <blockquote> <p>Beginning July 20, Claude Fable 5 will be included in all Max and Team Premium plans, at 50% of limits.</p> <p>Pro and Team Standard users will continue to have access to Fable via usage credits, and will receive a one-time $100 credit.</p> </blockquote> <p>As I was saying <a href="https://sim

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Dev.to

The AI Era is Here: Your Career in Agentic AI Awaits

<h2> The Moment is Now </h2> <p>You've read 10 posts on agentic AI.</p> <p>You understand the concepts.<br> You know the tools.<br> You see the opportunities.</p> <p>Now what?</p> <h2> The Skills That Matter in 2026 </h2> <h3> 1. Prompt Engineering </h3> <p>Worth $100K+ salaries. Demand exceeds supply.</p> <h3> 2. Agent Architecture </h3> <p>Designing systems that think independently.</p> <h3> 3. LLM Fine-Tuning </h3> <p>Making models do exactly what you want.</p> <h3> 4. RAG Implementation </h3

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Dev.to

Can a Semantic Cache Become Your Primary Retrieval Layer?

<p><em>Building a semantic cache layer in front of RAG — and why it might be the most underrated cost optimization in production AI systems.</em></p> <p>Hey Dev community 👋</p> <p>Every RAG architecture diagram I see looks exactly the same.</p> <p><code>User → Vector Search → LLM → Response.</code></p> <p>But I keep wondering...</p> <p><strong>Why are we paying for the same answer thousands of times?</strong></p> <p>Imagine 50,000 customers asking <em>"How do I block my debit card?"</em> in sli

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Dev.to

Loops Are for Prototypes. Lifecycles Are for Production

<p><em>Loop engineering is real, useful, and everywhere right now. It's also not a strategy. Here's the line that separates a clever loop from serious agentic engineering — and when you need to cross it.</em></p> <p>In June 2026, "loop engineering" went from a phrase nobody used to the dominant conversation in AI-assisted development in roughly one week. The creator of Claude Code said his job is now writing loops, not prompts. The creator of OpenClaw told developers to stop prompting agents and

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Hacker News Show

Show HN: Google Search Console MCP

Basically a simple MCP over GSC API access for AI to pull stats and work based on that info Comments URL: https://news.ycombinator.com/item?id=48955509 Points: 1 # Comments: 0

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Hacker News AILLMs

A little experiment in evading AI detection

Article URL: https://thegustafson.com/blog/evading-ai-detection Comments URL: https://news.ycombinator.com/item?id=48955484 Points: 4 # Comments: 0

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TechCrunch

Neil Rimer thinks the AI money is coming back out

Neil Rimer, the venture capitalist who co-founded Index Ventures, predicts the historic wealth AI is generating in Silicon Valley will have to be redistributed, voluntarily or involuntarily.

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Hacker News Ask

Ask HN: Claude Code for Ordinary User

Claude *Code* to me it the real revolution (not web chat), and all my colleagues are on it. I use it outside my job (sysadmin) a lot, and trying to push my non-IT friends to use it too. To me it is so clear that to use Claude *Code* you need to know the basic of bash... so I really see a huge barrier for my non-IT friends on it. I tried to teach them, but it's clearly a big wall for them: most of them have Mac, and they need to know the basic (e.g. "cd "): even a proper cut/paste of a bash comma

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Hacker News AILLMs

US Considers Creating Finra-Like Watchdog to Vet Top AI Models

Article URL: https://www.bloomberg.com/news/articles/2026-07-17/us-considers-creating-finra-like-watchdog-to-vet-top-ai-models Comments URL: https://news.ycombinator.com/item?id=48955059 Points: 3 # Comments: 0

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Hacker News AILLMs

PenEcho: An Open-Source Canvas with AI

Article URL: https://github.com/erickong/penecho Comments URL: https://news.ycombinator.com/item?id=48955040 Points: 2 # Comments: 1

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Hacker News AILLMs

Claude, with feedback from ChatGPT, writes a history of AI

Article URL: https://docs.google.com/document/d/1SuekouRgA8NrQMOJdmpfowesV4-qTQxmhOe54aTYyw8/edit?tab=t.0 Comments URL: https://news.ycombinator.com/item?id=48955025 Points: 2 # Comments: 0

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Product Hunt — The best new products, every day

PromptQL

<p> Multiplayer AI that replaces Slack </p> <p> <a href="https://www.producthunt.com/products/promptql?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1199558?app_id=339">Link</a> </p>

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r/MachineLearningResearch

Tried testing qwen 35b moe model on s26 ultra , without compromising on precision [R] ,[D]

<!-- SC_OFF --><div class="md"><p>Started testing a private qwen 35B moe capacity LLM runtime on s26 ultra, early testing shows that active model footprint can fit within the device’s memory limits.( not sharing the methods or architecture used) and results suggest roughly 90 input processing t/s achievable after optimisation and output generation is around 8 tokens/s on this mobile.</p> <p>Point is i learned ai ml based on my interest and no formal PhD , I have compute and resources to test. An

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OpenClaw Commits

fix(whatsapp): resolve abortPromise when stop signal already fired (#…

<pre style='white-space:pre-wrap;width:81ex'>fix(whatsapp): resolve abortPromise when stop signal already fired (#109903) * fix(whatsapp): resolve abortPromise when stop signal already fired waitForClose() races on abortPromise, but a pre-aborted gateway stop signal never settled that promise because the abort listener was skipped. Resolve abortPromise immediately when abortSignal.aborted is already true. Co-authored-by: Cursor <cursoragent@cursor.com> * fix(whatsapp): resolve tsgo TS18048 and t

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Dev.to

Giving an AI assistant read-only access to Microsoft Loop — without breaking permissions

<h1> Giving an AI assistant read-only access to Microsoft Loop — without breaking permissions </h1> <p>I wanted my AI assistant to read my team's Microsoft Loop pages — summarize a<br> workspace, pull the latest OKRs into a draft, answer "what did we decide about<br> X." Simple ask. It turned into a genuinely interesting engineering problem, and<br> I ended up building a small open-source MCP server to solve it. Here's the<br> challenge, the solution, and the traps along the way.</p> <p>The resu

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