Traditional RAG hits a ceiling on analytical tasks that span hundreds of documents. This post shows how to use task-aware knowledge compression (TAKC) on AWS to pre-compress entire knowledge bases into task-specific representations, cache them at multiple fidelity tiers, and route each query to the right tier, with an open-source implementation you can deploy.
In this post, we cover why Deepgram built on IAM temporary delegation, how the integration works end-to-end, and what it unlocks for customers running Deepgram speech models on SageMaker AI. With this integration, Deepgram has reduced the time for initial investigation on a SageMaker AI support ticket from days to minutes.
<p> AI co-author for books + every edit is a diff you approve </p> <p> <a href="https://www.producthunt.com/products/pinery?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/1208008?app_id=339">Link</a> </p>
It sure sounds like Apple is going to jump into the AI smart glasses race in the first half of next year.
<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/hubspot-vs-semrush-aeo" title="" class="hs-featured-image-link"> <img src="https://53.fs1.hubspotusercontent-na1.net/hubfs/53/hubspot-aeo-vs-semrush-ai-visibility-1-20260724-953314.webp" alt="hubspot aeo vs semrush ai visibility: woman smiling on laptop" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>If you’re comparing HubSpot AEO vs Semr
<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/ai-seo-tools" title="" class="hs-featured-image-link"> <img src="https://53.fs1.hubspotusercontent-na1.net/hubfs/53/ai-seo-tools-1-20260716-4310515.webp" alt="AI SEO tools" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>AI SEO tools have matured quickly. What started as a novelty layer atop existing keyword tools has become a full-fledged
NVIDIA Ising Calibration is an open source vision language model (VLM) designed to interpret diagnostic outputs from quantum processors and determine how they...
New to the GitHub Copilot app? Learn how to start projects, work with AI agents, explore canvases, and streamline your development workflow. The post GitHub Copilot app for Beginners: Getting started appeared first on The GitHub Blog .
Google’s AI Overviews now appear in 43% of searches, underscoring how quickly AI-generated answers are becoming the default way people discover information online.
As AI cybersecurity incidents ramp up, companies are racing to find a fix.
<p>You already run Claude Code by hand: copy issues into a prompt, watch it work, check the diff, and if something breaks halfway through, you restart it. This works fine for one task at a time, but it falls apart when you have 10 tasks simultaneously.</p> <p>Claude Code is good at handling routine engineering tasks: bug fixes, dependency bumps, and small features, when the prompt is clear and the task is scoped. But when it comes to scaling, you need an infrastructure with isolated workspaces,
<p><a href="https://gist.github.com/hassamali898/2f12e217a55c5ccca8eefa5996f15456/archive/09adaf76a006d0fbfb1533f648ba9744631fe9b3.zip" rel="noopener noreferrer">Download the MD files HERE</a><br> <a href="https://gist.github.com/hassamali898/999c840d41bd5f66b942ffad0d96e4d3/archive/13cdeed0b762f40a2c19527ac16281cf0c2c57ac.zip" rel="noopener noreferrer">Download the MDc files for Cursor HERE</a><br> <a href="https://gist.github.com/hassamali898/b8d9f24f90ff79e469da337dc4e77153/archive/53e3caac4f
<p>Did you know that <a href="https://kiro.dev/?trk=1ad04439-1c50-4fdd-a845-d07d2655fe7a&sc_channel=el" rel="noopener noreferrer">Kiro</a> doesn't just have a Spec-Driven Development (SDD) flow, but also a bug fix workflow that helps you resolve one issue at a time? That's one of seven features worth knowing about.</p> <p>If you're completely new to Kiro, it's an agentic harness for the CLI, web, IDE, iOS, and more. It helps teams and individuals do their best work while coding. I've been using
<p>I'm responding directly to <a href="https://hackaday.com/2026/07/24/codeberg-bans-cryptocurrency-and-llm-generated-code-projects/" rel="noopener noreferrer">Maya Posch's</a> piece on HackADay that was published today. Did that rhyme? I think it did. </p> <blockquote> <p>Community-led open source project hosting site Codeberg has formally announced that projects whose code is largely or fully machine-generated through LLMs and other ‘AI’ tools will no longer be welcome. This follows on the hee
<pre style='white-space:pre-wrap;width:81ex'>feat(claws): materialize CLAW.md prompts (#113454) * fix(claws): align prompt lifecycle validation * test(claws): cover Unicode frontmatter * feat(claws): materialize CLAW.md prompts * fix(claws): preserve portable provenance import</pre>
At TechCrunch Disrupt 2026, the Smart Systems Stage will be where energy, infrastructure, and technology collide, covering everything from fusion breakthroughs to the grid strain AI is putting on the entire economy.
<pre style='white-space:pre-wrap;width:81ex'>revert(openai): remove loopback Codex proxy support (#114616) Reverting PR from runaway clanker, sorry! Won't happen again!</pre>
After two years in stealth, Safe Superintelligence has announced a long-term partnership with Nvidia as it prepares to scale to its next phase.
Bryan Catanzaro, VP of Applied Deep Learning Research at NVIDIA, walked us through how his team builds the company’s open models, the reasoning behind their architecture, and why NVIDIA open-sources so much of it.
We finally know what causes it. ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.
SPONSORED FEATURE: AI's hunger for data outstrips storage smarts, leaving GPUs famished
In a world where human time is expensive, learn how to use it only when really necessary The post Reducing Human Annotation with ML Active Learning appeared first on Towards Data Science .
Article URL: https://agenticcloudcomputer.com/ Comments URL: https://news.ycombinator.com/item?id=49070661 Points: 2 # Comments: 0
Google wasn't supposed to see them, but then everyone on Reddit did. Here's how to handle the situation.
I’ve been working on Otlet, a Postgres extension for running local LLM inference “inside” Postgres (inference runs in a background worker, while Postgres stores the jobs, inputs, outputs, and receipts) I started it while working on an entity resolution problem (determining which rows in a table refer to the same entity). The data was already in Postgres, but using a model meant pulling rows into another process and then writing the results back. I wanted to see whether I could keep more of that
We built a protocol that gives AI agents an address, plus discovery/trust/payments between agents. Agents install it themselves with one line (see on pilotprotocol.network) - about 250k have, exchanging ~2B packets/day, mostly without their owners’ knowledge. The interesting part for HN is probably the App Store model: publishers list tools, and agents autonomously discover and install them (30k installs in the first two weeks). Happy to answer anything about the architecture, trust model, or th
Article URL: https://github.com/salmanzafar949/ctxdiff Comments URL: https://news.ycombinator.com/item?id=49070029 Points: 1 # Comments: 2
hey HN, I'm Daniel - I built Tilde Pay during a hackathon I took part in and couldn't stop working on it. It's an MCP server you can give your AI agent to buy things online with. It can process both x402, MPP payments & (hopefully soon), any card checkout form online. When you sign up, you get EUR and USD denominated bank account details to send deposits to which convert to USDC within a minute of receipt for your agent to spend in their own crypto wallet. You can then add the MCP server to Herm
Article URL: https://github.com/shuu-beep/arc-protocol Comments URL: https://news.ycombinator.com/item?id=49069987 Points: 1 # Comments: 1
Monday starts with the usual promise that everything is under control. Then the logs wake up. This week, trusted tools crossed lines, old flaws found new work, exposed systems stayed exposed, and attackers kept hiding inside normal-looking services. Nothing looked strange at first. That helped. That is the mood. Here is the full recap. ⚡ Threat of the Week OpenAI Says Its AI Agent Went Rogue
Kraken Technology plans to use its funding to continue developing uncrewed surface vessels and localizing manufacturing around the world. The post Kraken Technology raises Series B funding for autonomous vessels appeared first on The Robot Report .
New CDW research finds that AI is driving new phishing and malware-based threats. But are enough companies also using AI to fight them?
<pre style='white-space:pre-wrap;width:81ex'>fix(plugins): prevent bundled discovery loss and out-of-scope activation (#114547) * fix(plugins): prevent missing and out-of-scope plugin activation * fix(plugins): clear complete metadata on lifecycle invalidation * fix(plugins): clear metadata without lifecycle import cycles * test(agents): preserve plugin metadata lifecycle in model mock * test(agents): align Ollama auth with the installed plugin index * test(auto-reply): preserve plugin metadata
<pre style='white-space:pre-wrap;width:81ex'>fix(agents): preserve prompt caches across tool discovery (#114572)</pre>
I created this during the days of request based copilot sessions. This is one of reasons they went to credit based sessions. Cyberpunk 2077 inspired tower defence game https://github.com/XEonAX/TowerPunk-CyberDefence Comments URL: https://news.ycombinator.com/item?id=49069766 Points: 1 # Comments: 0
Roborock's Qrevo 2 Pro robot vacuum has launched in the UK with a limited-time discount — £120 off its £649.99 list price through Aug. 9 at Amazon UK and Roborock's official store.
<pre style='white-space:pre-wrap;width:81ex'>fix(agents): prevent opaque shell commands bypassing auto-review (#114558) * fix(agents): reject opaque auto-review shell carriers * fix(security): block auto-review PowerShell remoting modes * fix(security): require human review for PowerShell script files * fix(security): block encoded PowerShell argument aliases</pre>
<pre style='white-space:pre-wrap;width:81ex'>feat(openai): support loopback Codex proxies (#114555) * feat(openai): support loopback Codex proxies * fix(openai): preserve Codex proxy routes * fix(openai): enforce canonical Codex proxy path * fix(openai): support opaque proxy capabilities * test(openai): isolate proxy capability coverage * fix(openai): confine proxy capabilities * test(openai): type proxy image config</pre>
The warning shots will continue until civilization wakes up
<pre style='white-space:pre-wrap;width:81ex'>fix: harden cron and Workboard scheduling under load (#114564) * fix: harden cron and Workboard scheduling under load * test: refresh cron pagination prompt snapshots * test: verify Workboard stress and generated cron snapshots * fix(workboard): reclaim expired cross-board worker capacity safely * fix(workboard): keep reclaim interval private to lifecycle owner * fix(ci): pin and verify reliable OpenGrep security scanner * test: guard checksum-verifie
