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Dev.to

We built a SOC 2 reviewer for AI sessions, and kept AI out of the execution path

<p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Feqb9skzkd0xfbxllosvs.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Feqb9skzkd0xfbxllosvs.png" alt="Chron" width="800" heigh

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MIT Tech ReviewResearch

Anthropic found a hidden space where Claude puzzles over concepts

The AI firm Anthropic has developed a technique that has given it the clearest glimpse yet at what’s really going on inside large language models as they answer questions or carry out tasks. What they found ranges from the mundane to the unnerving. Researchers at the company built a tool called the Jacobian lens (or…

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Anthropic found a hidden space where Claude puzzles over concepts
Hacker News AILLMs

Silicon Valley Wants to Save You from AI Layoffs

Article URL: https://www.theatlantic.com/technology/2026/07/silicon-valley-plan-ai-jobs-layoffs/687863/ Comments URL: https://news.ycombinator.com/item?id=48851816 Points: 1 # Comments: 0

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Hacker News Ask

Reality of Commercial AI World from a 16 Year Old's Perspective

Let me tell you who I am first. I'm 16, a mad scientist. Started coding and AI at 12 — before ChatGPT existed. Built AI voice assistants in 2022 when nobody knew what AI was. Worked 10 hours a day at 12, building anonymously. I HAVE 1 THING: ASK ME TO BUILD ANYTHING — IMPOSSIBLE OR POSSIBLE — I WILL FIGURE IT OUT. AI, MATHS, SCIENCE, WHATEVER. THAT'S IT. At 15, I started selling AI automation and voice agents. Cold called, cold emailed, worked hundreds of hours for 4 straight months. Never got a

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The Verge

Google will now tell you if an ad was made with AI

You can see if ads on Google Search, Google Discover, and YouTube were made or edited using AI from a new section in Google's "My Ad Center," as reported earlier by TechCrunch. The update, announced on Thursday, adds a "created or edited with AI" label under the "how this ad was made" tab. Users can […]

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Google will now tell you if an ad was made with AI
Hacker News Ask

Ask HN: Ubuntu 24.04 now force-automounts any plugged-in MMC card or USB key

Started with recent update: Auto-mount to /media/$USER/LABEL, and startup of the GNOME Files tray-widget. The old recipe for disabling no longer works: gsettings set org.gnome.desktop.media-handling automount false gsettings set org.gnome.desktop.media-handling automount-open false Anyone know the workaround? Searching the GNOME menus turned up nothing. ChatGPT suggests debugging step -- very long. Comments URL: https://news.ycombinator.com/item?id=48851667 Points: 1 # Comments: 0

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Hacker News Show

Show HN: Reviving my 2001 college band with AI

In 2001 I joined a college acoustic band at Ripon College in Wisconsin. We recorded three albums in a dorm room, played coffee houses, and built our website with Microsoft FrontPage. Then we graduated and life happened. This year the songwriter and I revived it. The site has a before/after player where you can flip between the original dorm-room recording and the 2026 version mid-song without losing your place. The original 2001 website is preserved and browsable at /2001, rough edges intact. On

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Simon WillisonLLMs

The new GPT-5.6 family: Luna, Terra, Sol

<p>OpenAI's latest flagship model <a href="https://openai.com/index/gpt-5-6/">hit general availability this morning</a>, and comes in three sizes: Luna, Terra, and Sol (from smallest to largest).</p> <p>The new models are priced per 1M input/output tokens as Luna $1/$6, Terra $2.50/$15, Sol $5/$30. For comparison, the Claude Opus series are $5/$25 and the Claude Fable 5 is $10/$50, but price-per-million tokens doesn't tell us much now that the number of reasoning tokens can differ so much betwee

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TechCrunch AIBusiness

Meta enters the crowded AI coding battle with Muse Spark 1.1

Meta's pitch to users is Spark's ability to handle large agentic workloads, fix bugs, and help with large code migrations — the kind of automation that enterprises are increasingly turning to AI companies to provide.

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Hacker News Ask

Ask HN: Will AI make English more uniform just as Python did with source code?

If English writing via AI reads the same regardless of the author, then that makes it more understandable just as Python makes source code more understandable via uniformity. Do you think this is a good thing? What do you think of this parallel? Comments URL: https://news.ycombinator.com/item?id=48851361 Points: 1 # Comments: 0

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Hacker News: Show HN

Show HN: Claude Status Light

A tiny macOS stoplight that shows what Claude Code is doing at a glance. Statusbar, Dock, and "on top" displays. Comments URL: https://news.ycombinator.com/item?id=48851313 Points: 1 # Comments: 0

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MarkTechPostResearch

Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput

NVIDIA has released Nemotron-Labs-3-Puzzle-75B-A9B, a compressed variant of Nemotron-3-Super. Iterative Puzzle alternates hardware-aware structural compression with short knowledge distillation recovery phases. The model drops from 120.7B total / 12.8B active parameters to 75.3B / 9.3B. On a single 8xB200 node it delivers 2.03x Super's total throughput at 100 tok/s per user. On one H100, 1M-token concurrency rises from 1 request to 8. The post Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hy

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Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput
Hacker News: Show HN

Show HN: Spice 2.0 – Real-Time Analytical Query on Operational Data, Without ETL

Hi HN, we’re Luke and Phillip, and we’re building Spice.ai OSS - a lightweight, portable data and AI engine and powered by Apache DataFusion & Ballista for SQL query, hybrid-search, and LLM-inference across disaggregated-storage used by enterprises like Barracuda Networks and Twilio. With v2.0, you can add a real-time analytics node to your operational database with high-throughput native CDC replication. We first introduced Spice [1] on HN in 2021 and re-launched it on HN [2] in 2024 re-built f

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Hacker News Ask

Behaviour with GitHub's Email Resolver

At work, just noticed that in one of our private repo's contributors page, some strange user was being displayed. Knowing that it could be simply due to some e-mail appearing in the author's commit or within the very own commit message, I just went around looking for anything suspicious in the timeframe from where the commit mentioning this strange user apparently happened. After some digging, I tracked down to some commit with the following snippet at the end "Co-authored-by: Copilot ". Well, i

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The Guardian AIBusiness

OpenAI releases latest ChatGPT model after delay over White House cybersecurity concerns

<p>Staggered release of ChatGPT 5.6 follows similar restrictions on rival firm Anthropic’s latest AI models</p><p>OpenAI released its latest advanced AI model, called <a href="https://www.theguardian.com/technology/chatgpt">ChatGPT</a> 5.6, on Thursday after earlier delaying the public rollout over US government concerns about cybersecurity. The <a href="https://www.theguardian.com/us-news/trump-administration">Trump administration</a> had requested last month that <a href="https://www.theguardi

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OpenAI releases latest ChatGPT model after delay over White House cybersecurity concerns
VentureBeat

Enterprises using multiple AI models are underestimating failure rates by 2.25x

A team routing queries across a coding specialist, a logic specialist, and a generalist model assumes each will cover the others' blind spots. A new study evaluating 67 frontier models from 21 providers shows that assumption is mathematically flawed — and the flaw has a name: the co-failure ceiling. The assumption works like this: as long as two models don't usually fail on the exact same prompts, combining them is supposed to create a safety net against failures. The real limit on orchestration

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Enterprises using multiple AI models are underestimating failure rates by 2.25x
TechCrunch

Google will now disclose which ads are made with AI

While Google prohibits misleading and deceptive ads, an ad can still leverage AI to create some type of synthetic or digitally altered content. Until now, that's something Google only required election ads to disclose.

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Hacker News: Show HN

Show HN: Finterm.ai Finance CLI for Claude Code and Codex

Hi, my name is Kam, and today my cofounder Josh and I are shipping Finterm.ai, a CLI that gives coding agents direct access to financial data: stock prices, options data, SEC filings, and ticker deep research. I’m a developer and have been a full-time trader for the past few years. Recently I have been using LLMs more and more in my trading and strategy. I always found it frustrating that LLMs did not have direct access to actual financial information and had to rely on web search, so it couldn’

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The Hacker NewsSecurity

Dormant GitHub Accounts Help Attackers Blend In While Mapping Corporate Orgs

Datadog Security Labs is warning of "several overlapping campaigns" that are systematically enumerating corporate GitHub organizations, repositories, and user accounts through the GitHub API. "Operators rely on automated scraping tooling with custom or legitimate-sounding user agents, leveraging GitHub 'ghost' accounts that are often years old, or compromised OAuth tokens and personal

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Dormant GitHub Accounts Help Attackers Blend In While Mapping Corporate Orgs
The DecoderBusiness

GPT-5.6 Sol nearly matches Fable 5 on aggregated benchmarks at one-third the cost

OpenAI's GPT-5.6 Sol scores 59 points on the Artificial Analysis Intelligence Index, just one point behind Claude Fable 5. At $1.04 per task, it costs a third of what Anthropic's top model charges. In agentic coding, Sol beats every competitor, adding even more pricing pressure on Anthropic. The article GPT-5.6 Sol nearly matches Fable 5 on aggregated benchmarks at one-third the cost appeared first on The Decoder .

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GPT-5.6 Sol nearly matches Fable 5 on aggregated benchmarks at one-third the cost
WiredBusiness

Anthropic Wants You to Pay Up for Claude Fable 5

Claude subscribers must soon pay usage-based fees to access Anthropic’s best consumer AI model—a sign that the golden era of AI subscriptions is ending.

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Anthropic Wants You to Pay Up for Claude Fable 5
Product HuntTools

Ship OS by Notion

<p> The agent-native way to ship software </p> <p> <a href="https://www.producthunt.com/products/notion?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/1192317?app_id=339">Link</a> </p>

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Hacker News Ask

Claude weekly usage reset just now

Was just checking my usage and I see its back to 0. So go nuts Comments URL: https://news.ycombinator.com/item?id=48850032 Points: 2 # Comments: 2

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