When Too Much #Security Data Became the #Risk buff.ly/Kel66QB @DarkReading #tech #logs #automation #leadership #management #CIO #CTO #CISO #monitoring #secops #SOC #cybersecurity #infosec #cyberthreats #cyberattacks #databreaches #SIEM

AI, Juli 2026 Mine topp abbo: - Claude Code Max Plan - Codex Max Plan - Z. ai Coding Plan - Cursor Mine topp harnesses: - Claude Code CLI Desktop - Codex Desktop - Pi / OpenCode - Cursor - Hermes / OpenClaw - LangChain / LangGraph Mine topp bruksområder: - læring, upskilling, perspektiv - smart hjem, søvn, trening, ernæring - personlig økonomi oversikt plan - CRM invoicing, regnskap, admin - automatisere operative oppgaver - utvikle software for meg selv, og kunder Mine topp agentiske funksjonaliteter: - Filesystem / Shell / Terminal - Code execution / sandbox - Web search fetch - Browser automation - Subagent dispatch / ultracode - External services (MCP/APIs) - Obsidian memory vault Oppdagelser: - Desto mer jeg automatiserer det digitale, jo mer innser jeg verdien av 1:1 møter, fysisk oppmøte/arbeid og personlig telefon/epost - GLM 5.2 er overraskede sterk (spennende å følge CNY modellers utvikling og kostnadsbilde) - Vi er langt unna autonome agent som klarer å se det dypere kontekstbilde, og fungere bredere enn en konkretisert arbeidsflyt - Det å lære seg å jobbe med modellen er viktigere en nytt fancy software, hvordan prompte, bruke skills/hooks m.m. for å sørge for å spille på modellens styrker og guide den til sukksessfull output/resultat - Fable 5 viser hvor vi skal, når agenten er så mye smartere enn deg, at den går ut å bare fikser ting fra superenkel prompt fra hvem som helst uten teknisk bakgrunn, men vi må vente på bedre hardware og serverracks i nye datavarehus før kapasiteten er der, det tar tid.

THIS CHINESE FOUNDER RUNS HIS ENTIRE BUSINESS ON HERMES AGENT ACROSS 4 MAC MINI STUDIOS. NO CLOUD, NO MONTHLY FEES, NO DATA EVER LEAVING HIS OFFICE. He just broke down the hardware setup behind it: → Running Hermes on a local rig (Mac Studio / RTX 5090 setup) instead of paying for massive cloud models → Tested it against a live order management system – thousands of rows of order data, abnormal order tracking, real business queries → Result: 3-4x faster processing on lighter local models vs cloud-based alternatives for structured data tasks like order/customer data → Zero cloud costs. Everything computes locally. No ongoing API bills as usage scales His actual advice: it depends on your use case. → Need speed for structured data (orders, CRM, e-commerce)? A lighter local setup wins. → Need a smarter model for writing, content, or complex automation? You'll want more memory/compute – he's running 256GB for the bigger models. The bigger the model you want, the bigger the hardware investment. But once it's set up, it's calculating in the background while you do literally nothing. This is the real tradeoff nobody explains: speed vs intelligence, and how much hardware you actually need for each. Bookmark this before you drop money on cloud AI subscriptions you don't need.

I feel like this is a really good example of what I mean when I say that post-Forces the term “automation” has just become a boogeyman. Automation is not inherently a problem or something that needs to be removed from the series wholesale. It just needs to be utilized better.

Safe Enterprises Retail Fixtures Ltd 🚀 enters the $31 Bn global retail automation market with its proprietary RFID-powered self-checkout platform, WAVE. First commercial orders have been successfully deployed, marking a significant milestone and validating SERFL's strategic expansion into intelligent retail technology. This move leverages the company's extensive experience in retail infrastructure solutions for sectors like fashion, apparel, footwear, electronics, beauty, and lifestyle. The global retail automation market is projected to grow substantially, from ~$31.2 Bn in 2026 to ~$77.4 Bn by 2034, driven by AI, RFID, and self-service technologies. WAVE offers: - Faster, frictionless checkout experience ✨ - Reduced customer waiting times ⏱️ - Improved billing accuracy ✅ - Higher store throughput during peak hours 📈 - Enhanced customer satisfaction 😊 - Simplified store operations 🏪 Mr. Mikdad Merchant, Whole Time Director, stated, "Through WAVE, we are combining our deep understanding of retail infrastructure with intelligent automation to help retailers improve operational efficiency while enhancing the customer experience." SERFL aims to become an end-to-end partner for retailers by integrating infrastructure, automation, and technology. 📊 SAFE ENTERPRISES RETAIL FIXTURES LTD | 🏷️ Press Release 🌐 Details: wegro.app/9f4arg ⚡️Instant stock alerts on WhatsApp - Try FREE 👉 wegro.app/go

Curious to see how AI agents evolve beyond chat into real productivity and automation.

By combining intelligent automation with #agenticAI, #ImagineOne moves orgs beyond traditional automation - delivering 95–97% autonomous billing through AI-driven exception handling. RCM, Orchestrated: hubs.li/Q04nnhQl0   #imaginesoftware #revenuecycle #heathcareAI

🦖🔍⚙️📸 As an enduring hobby from my childhood, I have collected a plethora of mini-figurines from different brands, limited editions, categories, and themed production lines over the years. Since I was not able to display all of them due to a lack of available space, I had been mulling over cataloging all of my mini-figurines with extensive detail in the form of a web-based application. Although I am not keen on selling all of my collection, I wanted to enable the application to track eBay and Amazon listings of the target figurines and the adjacent collectibles to get a grasp of the market price and availability of my collection. 1️⃣ Since I did not want to inundate myself with updating listing information manually for each figurine, I decided to employ the @NousResearch #Hermes AI agent to scrape eBay and Amazon listings (with @firecrawl) to conduct extensive market analysis twice every day :) After each analysis, I enabled the Hermes agent to generate a pamphlet (a simple HTML page) for each figurine. 2️⃣ I programmed the web-based mini-figurine cataloger application on @arduino UNO Q via the Arduino App Lab. Since #UNOQ is a compact but extremely powerful development board, I was able to run the Hermes AI agent locally. 3️⃣ Of course, it would not be a worthy mini-figurine cataloger without the feature of automated yet comprehensive figurine photographing :) Thus, I decided to build a rig enabling the App Lab application to capture 360° pictures at varying camera distances automatically. To achieve this automation, I designed a rotary platform swiveling the target mini-figurine and a linear camera slider moving the attached USB camera. The rotary platform is based on a custom worm gear-wheel mechanism, while the camera slider is based on a custom GT2 belt-driven mechanism. 4️⃣ Since I wanted to design a compact rig, I decided to take a different approach to detecting positions and utilized two TCRT5000 infrared (IR) sensor modules. To drive mechanisms, instead of stepper motors, I employed two Pololu micro metal gearmotors due to their small footprint. 5️⃣ To avoid continuing the figurine cataloging procedure once a mini-figurine with an unsteady base falls, I built an @EdgeImpulse audio classification model to detect figurine falls. 6️⃣ To lighten the platform base to emphasize the target figurine details, especially for vintage figurines, I utilized a @seeedstudio WS2813 RGB LED strip. The LED sequence and pixel color can be adjusted manually via buttons or remotely via the RGB color picker wheel presented by the mini-figurine web interface. 7️⃣ As a gimmick, I designed unique magnetic ornaments related to the figurine categories and aesthetic, which can be attached to the rig via the electromagnet :) ➡️ You can inspect the project tutorial on @Hacksterio: hackster.io/kutluhan-aktar/m… #Agents #design #edgeAI #AIoT #MachineLearning #Robotics #ArduinoUNOQ #artificialintelligence

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Slow proxies kill your workflow. Dirty IPs get you flagged. Unreliable connections waste your time. If you're running YouTube automation, scraping, or multi-account setups, your proxies matter more than you think. 🧵👇 go.nodemaven.com/ytautomatio…

Safe Enterprises Retail Fixtures Limited Safe Enterprises Retail Fixtures Limited (SERFL) has entered the retail automation market with its new RFID-powered platform, WAVE, successfully deploying its first commercial orders. MCap: 1351.30 Cr. CMP: 289.95 #SAFEENTP

Everyone enjoys talking about new frameworks, visual builders, and automation platforms.

Stop guessing and start growing! ActiveCampaign uses AI to automate customer journeys and manage leads, turning emails into personalized experiences. Scale your small business with smart automation today. #MarketingAutomation #SmallBiz #CRM #Growth

Técnicas para ahorrar tokens usando agentes guía de regalo humaninthelooplab.wordpress.… #Agentic #Automation #IA

Stop just sending emails. ActiveCampaign’s Customer Experience Automation (CXA) uses AI and conditional logic to map smarter journeys. From lead scoring to predictive sending, deliver the right message exactly when it’s needed. Ready to scale? #CXA #Marketing #Growth

no disrespect but this is mediocre. 0 artistic vision, 0 game design knowledge, 0 sauce. removing automation isn't good if you can't understand why it's there in the first place. the level design is barely changed to accommodate the lack of automation, so the levels feel lifeless

Managing Summer in the North and Winter in the South? 🌍 Maestro’s Weekly Visual Automation Calendar is your command center for opposite-season storefronts. See all global campaigns in one view! 🗓️ apps.shopify.com/maestro-the… #Shopify

Automation streamlines web3 tasks with precision.

Worried about AI token costs and tempted to automate less? The math compounds the other way. The hour you save this week is the hour you save every week. Sustained automation is a capital allocation decision, not an operating expense to optimize down.