A KDnuggets tutorial by Bala Priya C with five beginner Python scripts for automating repetitive tasks, including organizing files, processing images and simplifying everyday workflows, with code and explanations.
Workday's customer case study describes Southern Rock Restaurants using conversational AI to automate recruiting. Savings, turnover and advertising figures are vendor/customer-reported, not independent findings.
METR assesses whether AI is accelerating research and development at Anthropic. It estimates faster capability progress on well-specified tasks and attributes much of the acceleration to AI use, while stressing uncertainty. Anthropic redacted evidence that would help outsiders independently assess the findings.
A free-to-read collection of step-by-step AI workflow guides for Claude, ChatGPT, automation, and everyday work. The guide collection is separate from paid University courses; individual tools used in a guide may charge fees.
Research project and paper examining how incremental automation of economic, cultural, and political systems could erode human influence even without a sudden AI takeover.
#AI safety#AI risk#automation
gradual-disempowerment.aiAdded Oct 13, 20260 opens
An explainx.ai fact check of the viral claim that an Anthropic study found AI and robots are already capable of tasks covering 81% of U.S. employment. It rates the framing misleading, explains what the study actually measures, and cites the study's cost finding that robots are cost-competitive for a small share of tasks today.
xAI's Grok Bot signs in to your tools and uses them like you do, taking projects from start to end and coming back when your approval is needed. Available for macOS and iOS.
Business Insider covers Bill Gates' argument that companies replacing human labor with robots should have to pay the same payroll (FICA) taxes they would for human employees, so automation does not quietly drain the tax base that funds Social Security and Medicare.
Joshua Gans and Avi Goldfarb's January 2026 NBER working paper modeling how automating some tasks in a chain of interdependent tasks changes the value of the remaining human work. Free PDF.
General-purpose AI agent that carries out multi-step tasks such as research, building files and automating workflows. Free plan with daily credits; paid plans add more usage.
AI-powered job search automation that sends high-volume, targeted applications and tracks interview requests. Freemium: the first 25 applications are free, then it is a paid subscription.
Open-source personal AI assistant that runs locally on your own devices and connects to WhatsApp, Telegram, and Discord. Features persistent memory, proactive notifications, and community-built skill extensions. Formerly known as ClawdBot. Free and open source.
Free daily-ish newsletter covering robotics developments — humanoid launches, self-driving expansion, home robots — written for a general technical audience by the Rundown team, with a stated readership of 300,000+.
Why I recommend it: Free and quick to skim if you want to know what robots are actually shipping rather than what is promised. Two honest limits: it summarises company announcements far more often than independent testing, so a capability claim in it is usually the manufacturer's own; and it publishes no public story feed, so it cannot be wired into the headlines here — you read it by subscribing.
An AI work agent from Alibaba that runs multi-step business tasks — pulling store performance data, building comparison reports, handling research — in a browser or desktop app. The free plan includes a one-time seven-day onboarding allowance with bonus credits and stronger models, then reverts to a base daily credit allowance you keep. Paid packages run $19.90, $99 and $199.
Why I recommend it: The honest use here is trying an agent that takes a task end to end instead of answering one question, which is worth doing once so you know what the category actually does. Two flags: the free daily credit allowance is small and unpublished as a number, and the examples are built around Alibaba's own marketplaces, so its strongest work is e-commerce operations rather than general office tasks.
The manufacturer's own pages for the humanoid and four-legged robots you keep seeing in viral videos — H2, G1, R1, A2, B2, Go2 and the L2 lidar unit. Each model page lists the specifications, dimensions, sensors and intended uses, and the news section posts the demonstration videos. This is the clearest free way to see what commercially available 'physical AI' hardware actually is, rather than what a clip implies.
Why I recommend it: Free to browse, and useful as a reality check when someone tells you robots are about to take every job — read the specifications, the battery life and the intended use. Two flags: this is a company selling its own products, so the videos are marketing and not independent testing, and the robots are expensive hardware, not something you can try. The site itself warns users not to modify the robots or use them in dangerous ways.
FinanceBuzz article by Josh Koebert, syndicated on MSN, listing nine fields it argues are shrinking: journalism, computer programming, data entry, telemarketing, photography, translation, bookkeeping, legal assistance and customer service. It cites Bureau of Labor Statistics projections — 4% fewer journalism jobs, 6% fewer programming jobs and 6% fewer bookkeeping jobs by 2034 — and points at information security analysts as a growing alternative with a 2024 median salary above $124,000.
Why I recommend it: Useful as a prompt to check your own field's BLS projection — not as career advice. Three things I would not take from it: the headline conclusion is the writer's opinion, not the BLS's; a projected national decline says nothing about whether good jobs exist in your city; and the page is packed with affiliate links to insurance and money products, which is how it earns. Look up the BLS Occupational Outlook Handbook entry for your own job title and read that instead.
#ai and jobs#automation#bureau of labor statistics
US Census Bureau working paper (CES 26-56, September 2026) by Cody Orr, Lee C. Tucker and Lawrence Warren, using administrative records covering about 29% of US bachelor's degrees conferred 2016-2024. Graduates in the most AI-exposed tenth of majors saw their chance of being employed in the quarter after graduation fall five percentage points, and first full-quarter earnings fall thirteen percent, starting immediately after ChatGPT's release in late 2022. The earnings hit is comparable to graduating into a large recession. About half came from lower pay inside the same industries, the rest from graduates shifting into lower-paying sectors such as restaurants and retail. The effect shrinks to about five percent two years out but does not disappear for the most exposed majors.
Why I recommend it: This is the strongest evidence yet that AI has already moved entry-level pay, because it uses actual wage records rather than employer statements or surveys. Two things to hold onto: the paper says plainly it has not been through Census Bureau review and is not an official position, and exposure is measured by what a major typically leads to, not by whether any particular employer used AI. So it tells you which fields got harder to enter — not that a machine took a named job.
Personal AI agent you text or call. It reads your email, calendar, screen, and messages and takes actions across apps — booking rides, contacting handymen, sending emails on your behalf.
Why I recommend it: Invite-only beta, free today, no published price. Read the terms before you connect anything: it is legally your agent, so actions it takes can bind you as if you did them yourself. Reports of surprise cancellation fees and unauthorized emails; do not give it your credit card, calendar, or work email without understanding what it can do.
Free, open-source download manager written in Python, managed entirely through a web interface. Lightweight enough to run on a home server, NAS or router, with plugins to automate repetitive downloads.
Why I recommend it: Worth it only if you already run a home server and download large files regularly. Same rule as any download tool: what you download is your responsibility, and file hosts are a common route for malware.
Google's own free documentation for Apps Script, the JavaScript-based scripting language built into Google Workspace. You write code in a browser editor at script.google.com and automate Sheets, Docs, Gmail, Drive, Forms and Calendar — for example pulling job-application data into a Sheet, sending a templated follow-up email, or generating a document from a form response. The docs include quickstarts, per-service reference, triggers (time-based and event-based), and web app deployment. No install, no server, no card needed: a free personal Google account is enough. Daily quotas apply (for example a limited number of emails and script runtime per day) and a few features are Workspace-account only.
Why I recommend it: The cheapest real programming win for most people I coach: if you already live in Sheets and Gmail, Apps Script lets you automate the repetitive part of a job hunt or a small business without paying for Zapier or hosting anything. Start with a quickstart, not the reference. Two honest limits — the free quotas are generous for personal use but will stop a high-volume mailing, and scripts you copy from the web can read your whole Drive and inbox, so read the permission screen before you click Allow.
A DAIR Institute project for unions, labor organizations and worker-organizers dealing with AI and automation at work: case studies, primers and a resource library on worker-led oversight of new technology.
From the site: Research and case studies.
Why I recommend it: Free. Written from an explicitly pro-worker position, which it states openly — useful if you want the labor perspective on workplace AI rather than the vendor one.
Daily reporting on AI, science and technology, with a running focus on where AI claims meet reality. Free to read.
From the site: Discover the latest science and technology news on breakthroughs that are shaping the world of tomorrow with Futurism.
Why I recommend it: Skeptical by habit, which is useful — it covers the AI stories that companies would rather see written kindly. Headlines run hot, so read the piece before repeating it.
MIT research group studying how digital technology and AI change work, wages and productivity, with published papers and reports.
From the site: The MIT Initiative on the Digital Economy (IDE) explores how people and businesses will work, interact, and prosper in the digital era.
Why I recommend it: This is measurement rather than prediction, which is rare in this subject. Go here when you want numbers on automation instead of opinions about it.
#automation#economics#future-of-work
MIT Initiative on the Digital EconomyAdded Sep 17, 20260 opens