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  1. Omnni1 Wellness @omnniwellness

    Health & Wellness

    Fall Edition Here is a curated collection of old case files revisted, some evergreen product evaluation, AI-sourced, and human-researched, still featuring our trusted in-house investigator Elias Thorne on forensic review Each is designed to be punchy, evidence-based, and highly visual. Available for your perusal: From Zero To Off-Grid HeroWebinar Get The System We Used To Find Land And Build An Off-Grid Homestead, Retreat & Farm That Earns Nearly…

    erickkeq.wordpress.com/2026/10

  2. Omnni1.com @[email protected]

    Health & Wellness

    Fall Edition

    Here is a curated collection of old case files revisted, some evergreen product evaluation, AI-sourced, and human-researched, still featuring our trusted in-house investigator Elias Thorne on forensic review

    Each is designed to be punchy, evidence-based, and highly visual. Available for your perusal:

    From Zero To Off-Grid Hero
    Webina    r

    Get The System We Used To Find Land And Build An Off-Grid Homestead, Retreat & Farm That Earns Nearly Passive Income… Starting With No Money.

    + See How This Has Worked For Other People Too

    (Bonus ending soon)

    This is for you if you want to get land, start a homestead, have rental income, a retreat center, a regenerative farm, or a community and live in alignment with nature. The world needs more of this!
    We bought 160 acres and our own mountain and did exactly that. Even though we started out broke. I recorded a virtual training that shows you how we (and many others) have done it. It covers raising money, finding land, generating an income, making it passive, finding people to help you…water, power, structures…what to buy, what NOT to, and how to save money. Ready to make this     actually happen?

    Start Your Backyard Flock Right —
    Without the Costly Beginner Mistakes

    Discover the complete step-by-step guide that helps beginners raise healthy, happy chickens from day one – learn what to buy, how to set up, and how to avoid the expensive mistakes most new chicken keepers

    Container Vegetable Gardening

    The Autonomous Kitchen: Why Vegetarian Gardening Is Your Best Defense Against Rising Food Prices

    Walk down the produce aisle of any local supermarket today, and you are met with a quiet, persistent shock. Price tags for organic greens, imported tomatoes, and even humble root vegetables have climbed to levels that make a weekly grocery run feel like an exercise in budgeting gymnastics. Inflation, supply chain vulnerabilities, and transportation overheads have turned fresh produce into a luxury commodity.

    Yet, right outside our back doors—or on a sunny apartment balcony, a postage-stamp patio, or even a well-lit windowsill—lies an alternative.

    Vegetarian gardening is no longer just a pleasant weekend hobby or an aesthetic lifestyle choice. For the modern household trying to wrestle back control over monthly expenses, growing your own food has become a practical act of economic self-defense. And contrary to popular belief, you do not need acres of pristine farmland, expensive motorized tillers, or a degree in horticulture to make a serious dent in your grocery bill.

    If you have ever considered growing your own food, there is no better time to start than right now. Even as the seasons transition and the weather cools, a strategic approach to beginner gardening can yield fresh, nutrient-dense crops, slash your food overheads, and transform the way you interact with what you eat.

    The Economics of Home Cultivation: Why Every Dollar Invested Counts

    When people first think about starting a vegetable garden, they often make the mistake of comparing homegrown food to the cheapest, highly subsidized, mass-produced items at the discount grocery store. If you measure success solely against a head of iceberg lettuce priced at rock-bottom wholesale rates, a garden might seem like an expensive way to buy dirt.

    However, the real financial power of a vegetable garden lies in targeting high-value, high-yield, and perishable crops—the exact items that cost the most at checkout.

    • The Organic Markup: Organic specialty produce commands a massive premium. Growing your own using organic methods strips out that markup entirely.
    • The Perishability Penalty: Delicate greens, fresh culinary herbs, and vine-ripened tomatoes spoil quickly in transit and on store shelves, driving up retail prices to account for waste. When you harvest these items 30 seconds before you cook them, food waste drops to zero, and your savings skyrocket.
    • The Yield Multiplier: A single, well-tended tomato plant or a vigorous zucchini bush can produce pounds of fruit over a season, turning a packet of seeds costing a few dollars into dozens of meals. Bonnie Plants

    By focusing your efforts intelligently, a small backyard setup or a collection of containers can easily trim a meaningful amount off your monthly food budget, paying for its initial setup costs many times over.

    Timing Is Everything: Embracing the Cool-Season Shift

    A common misconception among beginner gardeners is that growing season ends abruptly with the summer heat. In reality, nature operates on multiple gears. While heat-loving crops like standard tomatoes and peppers wind down as autumn deepens, a whole suite of cool-season champions actually prefer crisp air and mild temperatures.

    NC State Extension Publications – NC State University

    In fact, growing vegetables in cooler weather offers distinct advantages:

    1. Fewer Pests: Many common garden insects—such as aphids, flea beetles, and tomato hornworms—are far less active in cooler weather, meaning less time spent managing pest problems.
    2. Enhanced Flavor: Crops like kale, spinach, and carrots actually convert starches into sugars when touched by light frost, resulting in a sweeter, crisper harvest than anything you can buy in mid-summer.
    3. Moisture Retention: Lower ambient temperatures and gentler sun mean soil stays moist longer, drastically reducing your watering efforts and utility costs.

    If you are starting your garden journey now, your primary focus should shift toward hardy greens, root vegetables, and brassicas that thrive when the thermometer dips.

    The Essential Beginner’s Playbook: What to Grow for Maximum ROI

    To maximize your financial return and keep frustration low, start small and focus on foolproof, high-value crops. Here are the best performers for beginners looking to save money at the dinner table:

    1. Leafy Greens (Kale, Swiss Chard, and Leaf Lettuce)

    • Why they save money: Packaged organic salad greens are notoriously expensive for their weight, and they turn to liquid in the crisper drawer within days.
    • How to grow them: Leaf lettuce and chard can be harvested using the “cut-and-come-again” method—snip the outer leaves for your dinner salad, and the plant will keep producing fresh new leaves from the center for weeks. They grow exceptionally well in shallow containers, window boxes, or garden beds.

    2. Root Vegetables (Radishes, Carrots, and Beets)

    • Why they save money: Root crops are dense, filling, and store well for extended periods, reducing trips to the store.
    • How to grow them: Radishes are the ultimate beginner gratification crop, going from seed to harvest in as little as three to four weeks. Carrots and beets require loose, well-drained soil, but reward you with deep, earthy flavors completely unmatched by commercial varieties.

    3. Culinary Herbs (Basil, Cilantro, Parsley, and Thyme)

    • Why they save money: Buying tiny plastic clamshells of fresh herbs at the supermarket is one of the fastest ways to hemorrhage cash on groceries.
    • How to grow them: Herbs are remarkably resilient, take up very little space, and can be grown indoors on a sunny windowsill or outdoors in containers. A single rosemary or thyme plant will provide seasoning for years.

    4. Alliums (Green Onions and Garlic)

    • Why they save money: Green onions (scallions) are trivial to grow and can even be regenerated from kitchen scraps in a jar of water before planting them in soil. Garlic planted in the fall will quietly overwinter underground and reward you with a heavy harvest by early summer.

    Setting Up On a Shoestring Budget

    The gardening industry is filled with high-priced gadgets, chemical fertilizers, and designer raised-bed kits that can easily trick a beginner into spending more money than they save. To keep your project truly economical, adopt a resourceful, bootstrap mindset:

    • Skip the Expensive Containers: You don’t need decorative ceramic pots. Five-gallon plastic buckets from hardware stores (with drainage holes drilled into the bottom), old storage bins, heavy-duty shopping bags, and recycled nursery containers work just as well.
    • Make Your Own Soil Amendments: Premium store-bought potting soil adds up quickly. Build your own growing medium by combining local topsoil, coarse sand, and homemade compost. Save your kitchen vegetable scraps (coffee grounds, eggshells, apple cores, and carrot peels) to build a backyard compost pile. It turns free organic waste into black gold for your plants. The Seasonal Homestead
    • Prioritize Seeds Over Transplants: While buying pre-started baby plants at a garden center is convenient, a packet of seeds costs a fraction of the price and gives you dozens of plants for the price of one. Don\’t Waste the Crumbs

    Protecting Your Investment: Simple Season Extension

    As autumn weather transitions into chillier winter conditions, you can easily protect your crops and stretch your harvest window for months using low-cost materials:

    • Row Covers and Low Tunnels: Draping a lightweight frost blanket or spun-bond polyester fabric over wire hoops creates a microclimate that shields plants from biting winds and light freezes while letting in sunlight and rain.
    • Cold Frames: An old window pane or glass storm door laid over a simple wooden box frame creates a miniature greenhouse that traps solar heat, keeping cool-season greens alive and productive deep into the winter months.
    • Strategic Placement: Move movable containers close to the sun-warmed brick walls of your house. Walls absorb heat during the day and radiate it back out at night, protecting tender plants from sudden temperature drops.

    Cultivating Resilience

    Starting a vegetable garden is about much more than trimming a few dollars off your grocery receipt. It is about decoupling your household from fragile supply chains, understanding the biological cycles of food production, and experiencing the profound satisfaction of sitting down to a meal that you nurtured from a tiny, unassuming seed with your own hands.

    You do not need perfection, and you do not need perfectionist acreage. Pick two or three of your favorite vegetables, find a sunny patch of earth or a spare bucket, plant your first seeds, and take your first step toward food autonomy.

    Footnotes & References

    1. The Seasonal Homestead — Vegetable Gardening On a Budget: 15 Tips to Save Big! The Seasonal Homestead
    2. Bonnie Plants — The Best Vegetables to Grow to Save Money
    3. Don’t Waste The Crumbs — How to Save Money Gardening (with homegrown vegetables)
    4. North Carolina State University Extension — Vegetable Gardening: A Quick Reference Guide

    It sounds like a wonderful vision! Gardening in small spaces—whether on a balcony, patio, porch, or sunny windowsill—is extremely rewarding and completely achievable with the right approach.

    Starter Summary

    LocationRecommended VeggiesRecommended FruitsIdeal ContainerWindowsillArugula, Radishes, LettuceMicro-Tomatoes, Alpine Strawberries6–8″ Pots, Window BoxesBalconyBush Cucumbers, Mini PeppersTrailing Strawberries, Tumbling TomatoesRailing Boxes, Hanging BasketsPatioBush Tomatoes, Patio ZucchiniDwarf Lemon Trees, Patio Blueberries, Dwarf Figs7–15 Gallon Pots / Fabric Bags

    Setting up a patio garden gives you the greatest advantage in small-space gardening: weight capacity and volume. Unlike windowsills or balconies with strict weight limits, a patio can comfortably support heavy soil, deep containers, and large fruit-bearing plants.

    Here is a targeted setup guide to build a high-yielding patio harvest:

    1. Top Crops & Container Pairings

    Heavy-Yield Vegetables

    • Determinate (Bush) Tomatoes: Varieties like Bush Early Girl or Celebrity grow 3–4 feet tall and produce a full, concentrated harvest with minimal staking.
      • Pot Needed: 10 to 15-gallon container (minimum 12–16 inches deep).
    • Bush Zucchini & Summer Squash: Compact varieties such as Astia or Eight Ball yield fresh, tender squash without spreading 6 feet wide across the floor.
      • Pot Needed: 10 to 15-gallon pot or smart fabric bag.
    • Peppers & Eggplants: Sweet bell peppers, jalapeños, or Italian eggplants thrive in medium-to-large containers.
      • Pot Needed: 5 to 7-gallon container per plant.

    Dwarf Patio Fruits

    • Dwarf Citrus Trees: An Improved Meyer Lemon or Calamondin Orange tree yields fresh citrus and fragrant blooms.
      • Pot Needed: 15 to 20-gallon pot (start young trees in 10-gallon, then size up).
    • Container Blueberries: Varieties like Top Hat or Peach Sorbet stay small (1–3 feet), feature vibrant fall leaves, and produce heavy berries when grown in acidic potting soil.
      • Pot Needed: 7 to 10-gallon container.
    • Dwarf Figs: Varieties like Little Miss Figgy handle root restriction well and yield rich fruits.
      • Pot Needed: 15 to 20-gallon container.

    2. Container Types Best Suited for Patios

    3. Patio Placement Strategy

    To maximize growth, organize plants on the patio based on sunlight exposure:

     [ BACK WALL / HIGH SUN ] -> Dwarf Lemon Tree, Bush Tomatoes (Tastiest with full sun, 6-8+ hours)  [ MID-PATIO AREA ]        -> Peppers, Bush Zucchini, Eggplant (Full sun)  [ PARTIAL SHADE SHADOWS ] -> Leafy Greens, Radishes, Pot Herbs (3-5 hours sunlight)
    1. Sun Exposure: Place fruiting trees and tomatoes in the sunniest quadrant of your patio (aiming for 6–8 hours of direct light).
    2. Elevate Your Pots: Use pot risers or wheeled caddies under heavy 15-gallon pots. This prevents water from trapping under the container, preserves the patio floor, and allows easy movement.
    3. Soil Selection: Always fill containers with a lightweight, well-draining potting mix (never heavy topsoil or backyard dirt).

    Here is the fundamental rule of container gardening: When growing in containers, you are creating a completely self-contained ecosystem. Plants in pots rely entirely on you for their water, nutrients, and root environment.

    Focus on these five foundational principles to guarantee success on your patio:

    1. Soil & Drainage Rule (The #1 Mistake)

    • Never Use Backyard Dirt: Native garden soil or topsoil compacts inside pots, suffocating roots and trapping water like cement.
    • Use Quality Potting Mix: Always use a lightweight, commercial potting mix (often containing peat moss, coco coir, perlite, and vermiculite). It holds moisture while allowing oxygen to reach the roots.
    • Drainage is Non-Negotiable: Every pot must have drainage holes at the bottom. Without drainage, water sits, rots the roots, and kills the plant.

    2. Container Size Matters

    • Bigger is Safer: Smaller pots dry out within hours during summer heat and restrict root growth.
    • The Golden Rule for Patios:
      • 10 to 15+ Gallons: Bush tomatoes, zucchini, dwarf citrus, and dwarf figs.
      • 5 to 7 Gallons: Peppers, eggplants, and blueberries.
      • 2 to 3 Gallons: Salad greens and herbs.

    3. Master the “Finger Test” for Watering

    • The Common Pitfall: Overwatering kills just as many container plants as underwatering.
    • How to Check: Stick your finger 2 inches deep into the soil.
      • If it feels dry and cool, water thoroughly until water streams out of the bottom drainage holes.
      • If it feels damp or sticky, wait another day.
    • Consistent Watering: Check containers daily during mid-summer peak heat—large plants in pots may require daily watering.

    4. Feed Your Plants Regularly

    • Nutrients Wash Away: Every time you water a container until it drains, essential soil nutrients wash out with the water.
    • The Routine:
      1. Mix a slow-release granular fertilizer into your potting mix at planting time.
      2. Feed every 2 to 3 weeks during active growth using a balanced liquid organic fertilizer (such as fish emulsion or seaweed blend).

    5. Match Plants to Your Sunlight

    • Fruiting Crops (6–8+ Hours Direct Sun): Tomatoes, peppers, zucchini, cucumbers, and citrus require full sunlight to produce fruit and flower.
    • Leafy Crops (3–5 Hours Direct/Partial Sun): Lettuce, spinach, kale, and soft herbs (parsley, cilantro) can handle partial shade and morning sunlight.

    Quick Patio Checklist to Start

     [ ] Potting Mix (Not topsoil or garden soil)  [ ] Pots with bottom drainage holes (5 to 15-gallon sizes)  [ ] High-sun location on the patio (6+ hours for vegetables/fruits)  [ ] Liquid organic fertilizer  [ ] Watering can or hose attachment
    #diet #food #garden #gardening #health #healthyLifestyle #nutrition #personalDevelopment #weightLoss #Wellness
    #wellness #weightloss #personaldevelopment #nutrition #healthylifestyle #health
  3. Dev Community @[email protected]

    Why the best engineers on agentic teams have stopped "prompting" and started designing "loops" — and what that means for your first year.

    TL;DR
    • Prompt engineering is about one request. Loop engineering is about the repeating cycle an AI coding agent runs: plan → act → check → decide what's next, until a goal is met.
    • The quality gap between a good agent setup and a bad one is rarely the model. It's usually the loop: what context goes in, how work gets verified, and when the agent stops.
    • Your job is shifting from "write the code" to "design the system that writes, tests, and fixes the code — and know when a human must step in."
    • In a regulated shop, the loop is also your control framework. Treat it like one.

    A quick history: how we got here
    The naming has moved fast, so here's the short version:

    1. Prompt engineering (2023–24): craft the perfect single request.
    2. Context engineering (2025): realise the prompt is just one ingredient — what matters is everything the model sees: repo instructions, docs, prior decisions, tool outputs.
    3. Harness engineering (early 2026): agents start doing long, multi-step work in production, so we build the scaffolding around them — tools, sandboxes, permissions.
    4. Loop engineering (mid-2026): agents are now good enough to run unattended for long stretches and recover from their own mistakes. The hard problem becomes designing the cycle itself. The big unlock was "closing the loop." Before, engineers spent much of their day acting as QA for the agent: spot the bug, paste it back, ask for a fix, repeat. Once you give the agent a spec plus a way to check its own work (tests, evals, linters), it can do that cycle itself — and work productively for much longer without you.

    The mental model: a thermostat, not a vending machine
    A vending machine takes one input and gives one output. That's prompting.
    A thermostat has a goal (21°C), a sensor (the thermometer), an action (heat on/off), and a stopping rule (target reached). It keeps cycling until the world matches the goal. That's a loop.
    Every coding agent today runs some version of the same base cycle: reason → act → observe → repeat. Loop engineering is the deliberate design of that cycle as an engineering artifact in its own right — something you version, measure, and improve, just like code.

    What this means for you, as a new engineer
    The fundamentals didn't go away — they got more valuable:
    • Writing clear specs is now a core engineering skill, not a PM chore.
    • Writing good tests is how you give agents a sense of direction.
    • Reading code critically is how you catch what the loop missed.
    • Thinking in systems — goals, feedback, limits — is the new superpower.
    The engineers who thrive in 2027 won't be the fastest typists. They'll be the ones who design loops their team can trust.#agents #ai #programming #softwareengineering #software #coding #development #engineering #inclusive #community
    Lets us Loop Engineer

    #ai #community #programming #software #coding #development
  4. pasjrwoctx👽 @[email protected]

    A Little Humanity And Compassion, Could Really Improve Someone's Day;

    #Disability #Poverty #Aging #Health
    🚨 URGENT HELP NEEDED TODAY 🚨

    I am a 48-year-old disabled man living in poverty, and I am struggling to survive.

    Every day is a battle against constant pain, sleepless nights, hunger, declining health, worsening vision, vertigo, mobility issues, cognitive decline, and the harsh reality that my disability income does not come close to covering the cost of living.

    I face impossible choices every day:

    Food or hygiene.
    Medication or necessities.
    Survival today or survival tomorrow.

    I have no safety net. No financial cushion. No family support. No meaningful support system.

    I am asking for help because I genuinely do not know how much longer I can continue carrying this burden alone.

    My Reality

    I live solely on SSDI.

    I have no health insurance.

    I do not drive.

    I live in a rural area with no public transportation, meaning everything I need must be delivered or depend on finding someone willing and able to help.

    My housing situation is unstable. Part of my rent is paid through helping maintain the property where I live, but my disabilities and declining health are making even those responsibilities increasingly difficult.

    I am aging in poverty, and every year brings new physical limitations, more pain, and greater uncertainty.

    I am not getting better.

    I am getting worse.

    My Health Is Declining

    My days are consumed by:

    Chronic pain
    Exhaustion
    High blood pressure fluctuations
    Vertigo and dizziness
    Poor mobility
    Knee, hip, ankle, and joint pain
    Numbness and weakness in my hands
    Cognitive and executive functioning decline
    Vision problems and light sensitivity
    Dental issues
    Anxiety, PTSD, and Bipolar Disorder

    Some days my vision becomes a fuzzy blur. Bright light hurts. Low light makes basic tasks difficult.

    If I sit too long, my joints lock up.

    If I stand too long, my legs burn and stiffen.

    If I lie down, pain spreads throughout my body.

    Simple daily activities that most people take for granted are becoming harder and harder to accomplish.

    Why I Am Reaching Out

    I am exhausted.

    Physically.

    Mentally.

    Emotionally.

    Spiritually.

    I have spent years contacting organizations, charities, government agencies, advocacy programs, nonprofits, and anyone I could think of for help.

    Most of the time I receive lists of resources, referrals, phone numbers, websites, and suggestions.

    What I do not receive are results.

    I desperately need someone willing to understand my actual circumstances and help create real, concrete solutions.

    I do not need more lists.

    I need advocacy.

    I need a social worker or case manager who can help navigate housing, healthcare, benefits, food security, transportation, and long-term stability.

    I know resources exist.

    I simply cannot seem to access them on my own.

    A Recent Example

    A few months ago, I developed a serious dental problem.

    The pain became so severe that my landlord had to take me to the emergency room simply to obtain antibiotics.

    After extensive effort and repeated requests, I was able to receive an examination and X-rays, only to be referred elsewhere for additional care I could not afford and could not reliably travel to.

    Multiple emails and follow-ups produced little more than apologies and delays.

    This experience reflects a much larger problem:

    Many disabled people are given information about help.

    Far fewer are actually able to obtain that help.

    What I Need Most
    Immediate Needs
    Food and groceries
    Hygiene supplies
    Clothing
    Medical and dental care
    Transportation assistance
    Household necessities
    Relief from immediate financial crisis
    Long-Term Needs
    Stable, permanent housing
    Consistent food security
    Reliable healthcare access
    Advocacy and case management
    A sustainable future with dignity and security

    My greatest need is stability.

    I need a forever home where I can live safely for the rest of my life without constantly fearing homelessness, displacement, or crisis.

    This Is About Dignity

    This is not a request for luxury.

    It is a plea for dignity.

    Poverty is expensive.

    Disability is exhausting.

    Hunger is cruel.

    Isolation is crushing.

    I am trying to survive while my body and mind continue to deteriorate.

    Despite everything, I continue to fight every day.

    I continue to hope.

    I continue to ask for help.

    Financial Needs
    Today's Goal

    $8,455

    Annual Survival Need

    $27,255

    Monthly Survival Need

    $1,500

    Immediate Stabilization Goal

    $25,000

    Long-Term Housing and Security Goal

    $5,000,000

    A stable, accessible, permanent property would not only give me safety and security, but potentially allow me to spend the remainder of my life helping others who struggle as I have.

    How You Can Help
    Donate

    🔗 PayPal:
    paypal.com/donate?campaign_id=…

    💸 Cash App:
    $woctxphotog

    Share

    If you cannot donate, please share this with others.

    Every dollar helps.

    Every share matters.

    Every act of compassion makes a difference.

    Final Words

    I am tired.

    I am hungry.

    I am in pain.

    I am scared of what tomorrow may bring.

    But I am still here, still fighting, and still hoping someone will hear me.

    If you have ever known hardship, loss, fear, hunger, loneliness, disability, or uncertainty, then you know that compassion can mean everything.

    Please help if you can.

    Thank you for taking the time to read my story.

    #MutualAid #Disabled #Disability #Poverty #Housing #Health #Healthcare #DentalHealth #FoodInsecurity #ChronicIllness #MentalHealth #PTSD #Bipolar #Survival #Support #Compassion #Empathy #Aging #Help #Dignity #Rent #Groceries #Hygiene #CommunitySupport #Life

    #disabled #poverty #bipolar #groceries #health #mutualaid
  5. Rosmo @rosmo

    Two months to prepare for humanoid robotics research .. your feedback matters :) reddit.com/r/robotics/comments starting a master’s in two months, working on vision-guided grasping and end-effector integration for humanoid robots. I have experience in Mechanical Design mainly .. have worked with ROS, and computer vision in college but want a better understanding of humanoids as a complete system. My rough plan is below: start

  6. DoomsdaysCW @[email protected]

    #Aotearoa / #NewZealand - Free Introduction to #Composting Workshop – #Ōtāhuhu

    Wednesday, 28 October 2026
    10:00 am - 11:00 am

    #OtahuhuLibrary
    28/30 Mason Avenue, Otahuhu, 1062, Auckland

    "Join Dipen at Ōtāhuhu Library for a free #CompostingBasics workshop. You’ll learn how three simple composting systems work and which one suits your home and garden best.

    We’ll cover traditional #ColdComposting bins, #WormFarms and #BokashiBuckets. Discover what to #compost, how to avoid common mistakes and how easy #composting can be.

    All participants receive a 50% discount voucher to order a compost system through our website, with delivery straight to your door. You’ll also be eligible to receive a free rat trap to help manage pests.

    Proudly supported by Auckland Council and delivered by #CompostCollective.

    Spaces are limited, booking is essential."

    FMI and to register:
    compostcollective.org.nz/event

    #SolarPunkSunday #FoodScraps
    #SoilHealth #GardenWaste
    #CompostWorkshop #ColdComposting #ZeroWaste

    #aotearoa #newzealand #composting #otahuhu #otahuhulibrary #compostingbasics
  7. DoomsdaysCW @[email protected]

    #Aotearoa / #NewZealand - Free cold #composting at home workshop – Manurewa – #ManurewaAuckland

    Friday, 30 October 2026
    1:00 pm - 3:00 pm

    The Beautification Trust - Manurewa
    38 Holmes Road, #Manurewa, 2102, #Auckland

    "Join Lisa at Beautification Trust, Creator Space Classroom to learn how to get started with traditional cold composting. This practical workshop covers compost bin setup, what you can and can’t compost, and how to keep your bin healthy and odour-free.

    Learn how to turn food scraps and garden waste into rich #compost for your garden while keeping pests under control.

    All participants receive a 50% discount voucher to order a compost system through our website, with delivery straight to your door, plus the option to add a free rat trap with your purchase.

    Proudly supported by Auckland Council and delivered by #CompostCollective."

    FMI and to register:
    compostcollective.org.nz/event

    #SolarPunkSunday #FoodScraps #SoilHealth #GardenWaste #CompostWorkshop #Composting #ColdComposting #ZeroWaste

    #aotearoa #newzealand #composting #manurewaauckland #manurewa #auckland
  8. everton137 @[email protected]

    Yesterday, I watched the Mexican film Flies (Moscas), which deals with cancer. I found it particularly sad and moving, perhaps because I watched it just one day before the Brazilian presidential election.

    I couldn't help seeing an analogy between cancer and the erosion of democracy.

    Cancer can develop in different parts of the body. Our bodies are made up of trillions of cells, and some can become cancerous, spreading and eventually threatening the entire organism.

    I kept thinking about how something similar can happen to democracy. Undemocratic forces can emerge in different parts of society and its institutions, gradually weakening the very system that allows them to exist.

    Watching a film about such a devastating disease, while fearing for the future of democracy in my country, was an unexpectedly emotional experience.

    #Moscas #Cinema #Mexico #Brazil #Democracy #FarRight #Eleicoes2026

    #moscas #cinema #mexico #brazil #democracy #farright
  9. Security Crawler Carl @security_crawler_carl

    🏆 New Achievement! Brought To You By Unpatched PeopleSoft!

    This achievement is proudly sponsored by deferred patch management — the silent partner behind your favorite disasters. In September 2026, extortion group ShinyHunters cracked FBI recruitment portal FBIJobs.gov wide open, sliding through an unpatched Oracle PeopleSoft system a contractor forgot to love. (1/3)

  10. China Business Forum @[email protected]

    #China #Clean #Expo 2027 will bring #commercial #cleaning #equipment, autonomous #robots, #drone systems and facility-management #technology to #Shanghai from March 30 to April 2, 2027. The 28th edition of the commercial cleaning #trade #business #event will take place at the Shanghai New #International Expo Center (SNIEC). More than 500 cleaning #brands are expected participate, including over 50 cleaning-#robot brands and more than 10 #drones-cleaning #system brands. chinaexpohub.com/cleaning-robo

    #china #clean #expo #commercial #cleaning #equipment
  11. 0xC0DEC0DE07EA @c0dec0dec0de

    Dealt with a malware scare at the in-laws. Browser notifications were a mistake, y’all. They look like those shitty malware kits that went around twenty years ago and got you to pay somebody $40 to silence them. And twenty years ago, to do these scare pop-ups, they actually had to get their hooks into your system. Now, you’ve just got to clear out some browser permissions and bye-bye.

  12. sb the chippy-choppy @[email protected]

    If you're looking for a #clearcom #tw47 two-way radio to clearcom interface, I've got you covered! These retail for $1,600 CND - yours for half price! New old stock, in box, opened, unused.

    This small device allows you to bridge your clearcom party line to your two-way radio system - bi-directionally!

    If you're reading this post it is still available.

    #FedisList #Fediji #forSale #theatre #liveSound #YardSale

    #clearcom #tw47 #fedislist #fediji #forsale #theatre
  13. Goldfishbrain @drachenstreichler

    Die Union kümmert sich um die Jugend, wenn man dadurch die Überwachung vorantreiben kann, wenn man die Arbeitszeit verlängern kann, wenn man das Renteneintrittsalter nach hinten schieben kann, alles hilft rein zufällig auch der Wirtschaft.

    Aber wenns um Schulausbau geht oder um Lehrermangel oder um Klimaschutz, dann kann man nichts machen.

    Und wenn diese jungen Menschen auf die Straße gehen, dann wollen sie die Bundeswehr.
    Glaub, die haben grad richtig Schiss, nicht dass was brennt, sondern davor, dass sich das evtl ausbreitet.

    Die Union hat keine Angst vor der AfD, weil die "die Ordnung", Vermögen von unten nach oben zu schaffen nicht in Frage stellt.
    Aber wenn die Linken erfolgreich wären, stellt das das System in Frage.
    Stellt euch vor, wir hätten einen gerechten Sozialstaat und Firmen würden nicht Pleite gehen, nicht abwandern? Nur bisschen weniger Gewinn für die Aktionäre... 🤯
    Stellt euch vor, die Bourgeoisie kippt nach links... 🤯
    Das wars mit der CxU...

    #gfbgebrabbel
  14. pasjrwoctx👽 @[email protected]

    A Little Humanity And Compassion, Could Really Improve Someone's Day;

    #Disability #Poverty #Aging #Health
    🚨 URGENT HELP NEEDED TODAY 🚨

    I am a 48-year-old disabled man living in poverty, and I am struggling to survive.

    Every day is a battle against constant pain, sleepless nights, hunger, declining health, worsening vision, vertigo, mobility issues, cognitive decline, and the harsh reality that my disability income does not come close to covering the cost of living.

    I face impossible choices every day:

    Food or hygiene.
    Medication or necessities.
    Survival today or survival tomorrow.

    I have no safety net. No financial cushion. No family support. No meaningful support system.

    I am asking for help because I genuinely do not know how much longer I can continue carrying this burden alone.

    My Reality

    I live solely on SSDI.

    I have no health insurance.

    I do not drive.

    I live in a rural area with no public transportation, meaning everything I need must be delivered or depend on finding someone willing and able to help.

    My housing situation is unstable. Part of my rent is paid through helping maintain the property where I live, but my disabilities and declining health are making even those responsibilities increasingly difficult.

    I am aging in poverty, and every year brings new physical limitations, more pain, and greater uncertainty.

    I am not getting better.

    I am getting worse.

    My Health Is Declining

    My days are consumed by:

    Chronic pain
    Exhaustion
    High blood pressure fluctuations
    Vertigo and dizziness
    Poor mobility
    Knee, hip, ankle, and joint pain
    Numbness and weakness in my hands
    Cognitive and executive functioning decline
    Vision problems and light sensitivity
    Dental issues
    Anxiety, PTSD, and Bipolar Disorder

    Some days my vision becomes a fuzzy blur. Bright light hurts. Low light makes basic tasks difficult.

    If I sit too long, my joints lock up.

    If I stand too long, my legs burn and stiffen.

    If I lie down, pain spreads throughout my body.

    Simple daily activities that most people take for granted are becoming harder and harder to accomplish.

    Why I Am Reaching Out

    I am exhausted.

    Physically.

    Mentally.

    Emotionally.

    Spiritually.

    I have spent years contacting organizations, charities, government agencies, advocacy programs, nonprofits, and anyone I could think of for help.

    Most of the time I receive lists of resources, referrals, phone numbers, websites, and suggestions.

    What I do not receive are results.

    I desperately need someone willing to understand my actual circumstances and help create real, concrete solutions.

    I do not need more lists.

    I need advocacy.

    I need a social worker or case manager who can help navigate housing, healthcare, benefits, food security, transportation, and long-term stability.

    I know resources exist.

    I simply cannot seem to access them on my own.

    A Recent Example

    A few months ago, I developed a serious dental problem.

    The pain became so severe that my landlord had to take me to the emergency room simply to obtain antibiotics.

    After extensive effort and repeated requests, I was able to receive an examination and X-rays, only to be referred elsewhere for additional care I could not afford and could not reliably travel to.

    Multiple emails and follow-ups produced little more than apologies and delays.

    This experience reflects a much larger problem:

    Many disabled people are given information about help.

    Far fewer are actually able to obtain that help.

    What I Need Most
    Immediate Needs
    Food and groceries
    Hygiene supplies
    Clothing
    Medical and dental care
    Transportation assistance
    Household necessities
    Relief from immediate financial crisis
    Long-Term Needs
    Stable, permanent housing
    Consistent food security
    Reliable healthcare access
    Advocacy and case management
    A sustainable future with dignity and security

    My greatest need is stability.

    I need a forever home where I can live safely for the rest of my life without constantly fearing homelessness, displacement, or crisis.

    This Is About Dignity

    This is not a request for luxury.

    It is a plea for dignity.

    Poverty is expensive.

    Disability is exhausting.

    Hunger is cruel.

    Isolation is crushing.

    I am trying to survive while my body and mind continue to deteriorate.

    Despite everything, I continue to fight every day.

    I continue to hope.

    I continue to ask for help.

    Financial Needs
    Today's Goal

    $8,455

    Annual Survival Need

    $27,255

    Monthly Survival Need

    $1,500

    Immediate Stabilization Goal

    $25,000

    Long-Term Housing and Security Goal

    $5,000,000

    A stable, accessible, permanent property would not only give me safety and security, but potentially allow me to spend the remainder of my life helping others who struggle as I have.

    How You Can Help
    Donate

    🔗 PayPal:
    paypal.com/donate?campaign_id=…

    💸 Cash App:
    $woctxphotog

    Share

    If you cannot donate, please share this with others.

    Every dollar helps.

    Every share matters.

    Every act of compassion makes a difference.

    Final Words

    I am tired.

    I am hungry.

    I am in pain.

    I am scared of what tomorrow may bring.

    But I am still here, still fighting, and still hoping someone will hear me.

    If you have ever known hardship, loss, fear, hunger, loneliness, disability, or uncertainty, then you know that compassion can mean everything.

    Please help if you can.

    Thank you for taking the time to read my story.

    #MutualAid #Disabled #Disability #Poverty #Housing #Health #Healthcare #DentalHealth #FoodInsecurity #ChronicIllness #MentalHealth #PTSD #Bipolar #Survival #Support #Compassion #Empathy #Aging #Help #Dignity #Rent #Groceries #Hygiene #CommunitySupport #Life

    #disabled #poverty #bipolar #groceries #health #mutualaid
  15. TrustedAlpaca @trustedalpaca

    This week gave me Heartbleed vibes again, a vulnerability that haunted everyone for years. PHP powers 70% to 80% of the internet's websites, including widely popular CMS platforms like WordPress and Drupal. Critical PHP RCE (Remote Code Execution) vulnerabilities, registered under CVE-2026-109618 and CVE-2026-109619 and dubbed "PHP2Shell", were leaked online before the official announcement for security patches took place. In fact, some threat actors attempted to exploit them up to four days before the PHP Foundation officially released patches for PHP versions 5.4 to 8.5.

    What will make this situation worse in the coming months and years is the sheer number of legacy systems that cannot be updated. This happens for several reasons: the operating system or dependencies has reached its end of life, the software solution was discontinued and left unmanaged, or the sole person managing a fragile system left the company. Often, because a system still generates high profits, no one has dared to update it in years, leaving it hanging as low-hanging fruit for an easy compromise. Many organisations face a combination of these exact issues and many more.

    Furthermore, typical patching cycles require a week or two of piloting to monitor for instabilities or system crashes. Companies are naturally reluctant to skip this testing phase, but the severity of this PHP vulnerability means standard patching cycles must be expedited immediately.

    As AI makes waves across every IT and Cyber Security sector, the threat landscape is shifting massively. We are now seeing threat actors use AI to reverse engineer solutions and compromise systems before security patches are even available. Years ago, before AI became a mainstream trend, this level of speed would have been unimaginable. Yet, as with every technological advancement and revolution, here we are.

    #php #cybersecurity #patchmanagement #php2shell #wordpress
  16. Analyst207 @[email protected]

    Pentagon's Autonomous Warfare Command Faces Funding Hurdles

    The Pentagon's ambitious plan to launch the Autonomous Warfare Command is hitting a roadblock: funding. Defense Secretary Pete Hegseth's bold vision to create a new combatant command within a year is facing harsh skepticism from experts, with one retired general bluntly stating that no one knows how to build such a complex system.

    osintsights.com/pentagons-auto

    #UsMilitary #AutonomousWarfare #Pentagon #NationalSecurity #EmergingThreats

    #usmilitary #autonomouswarfare #pentagon #nationalsecurity #emergingthreats
  17. Dark Web Informer :verified_paw: @darkwebinformer

    🚨 Researcher publishes 11 unpatched security flaws affecting Tailscale and headscale

    Erica Windisch of Cyberdione Labs skipped coordinated vulnerability disclosure and publicly released details for 11 flaws tested against Tailscale 1.104.2 and headscale 0.29.5.

    The reported issues involve Tailscale SSH, Unix socket forwarding, App Connectors, Serve and Funnel. The most serious could allow an authorized Tailscale SSH user to gain root-level capabilities on a destination system through port forwarding.
    ⠀
    Windisch said the findings were reported but not coordinated with Tailscale before publication.

    Tailscale confirmed it received the report and had independently identified issues it is now working to fix. The company said the full scope remains under investigation and is not currently advising everyone to disable Tailscale SSH.

    Research: tailworm.com/

    Tailscale response: reddit.com/r/Tailscale/comment

  18. cliffle @cliffle

    I spent yesterday afternoon/evening improving the software for the CFM Picocalc... using the software itself, without my laptop. Things I have learned or been reminded of:

    My line editor is adequate but not amazing for making complex source code changes. Also, it would sometimes replace the first byte of each line with the last byte, which turned out to be an interaction with...the display driver? (This is happening in the photo below)

    When you have implemented everything from the CPU to the fonts, hitting a bug like "sometimes the lowercase g is glitchy" does not give you a lot of hints on where to start looking, except that it's definitely your fault 😆

    Anyway, here's me debugging the line editor on BART. This system has officially been operated at the bottom of the Bay now.

  19. Hrefna (DHC) @hrefna

    So a while back I talked about what an actor model would look like for ActivityPub, starting from the basic step that an AP "actor" would require a minimum of two actors and a profile to model successfully.

    Let's talk for a minute about how replies could work.

    What if for every post there was an adjacent actor. The post _isn't_ an actor—it is just created with a ref pointing toward an actor that is created somewhere in space. That can be the creator, but if we were doing this with a real actor system and framework it would be arbitrary (as in it doesn't matter if it is the creator) and more standard to do a unique one.

    Now if you reply to that address you will always have your post considered as a reply to the post in question.

    You can do that today with a lot of metadata, but what if you didn't need all of that metadata and it was embedded directly into the post itself? There were a repliesActor specified on the post itself?

  20. Wordmark @[email protected]

    #reiche für #rwe #eon #blackrock und gegen #energiewende #endevomlied = niemand speisst mehr ein = #strompreis steigt + viel #strom der #sonne aka #fusionsenergie wird ungenutzt einfach verpuffen. #gratulation allen #korrupt beteiligten #idioten (kann es nicht anders nennen) #de wird von #korrupt & #dumm regiert m.youtube.com/watch?v=WPIl0-ZY

    Einfach #hybrid #inverter von #victron 100/20 oder #voltronic #offgrid nutzen, vom #system #korrupt unabhängig machen

    Beide #wechselrichter können gar nicht einspeissen #hurra grüsse nach #berlin #omg #fail #dummheit schmerzhaft brutal

    #idioten #korrupt #gratulation #fusionsenergie #sonne #strom
  21. Dev Community @[email protected]

    Professionalism is often misunderstood as simply being good at your job. In reality, it involves much more than technical knowledge.

    Being a professional means knowing your strengths, developing your expertise, delivering quality work, and taking responsibility for the results.

    Why Focus Matters

    1. Depth Over Superficial Knowledge


    Trying to learn everything at once can leave you with a broad but shallow understanding of many subjects.

    Focusing on a specific field allows you to understand its fundamentals, recognize complex problems, and make better technical decisions.

    For example, a developer who focuses on backend engineering can gradually build deeper knowledge of APIs, databases, authentication, system design, and performance optimization.

    2. Trust Is Built Through Consistency


    Clients, employers, and teammates need people they can rely on.

    Trust comes from delivering what you promise, communicating clearly, meeting deadlines, and being honest about what you can and cannot do.

    You don't need to know everything to be a professional. You need to be reliable about the things you take responsibility for.

    3. Better Results Through Specialization


    When you understand a field deeply, you can often solve problems more efficiently because you recognize familiar patterns and understand the trade-offs behind different solutions.

    This doesn't mean you should stop exploring other technologies. It means you should build a strong foundation before constantly jumping between unrelated areas.

    4. Knowing Your Limits Is a Strength


    Imagine you're a web developer and someone asks you to design a complete brand identity.

    You might have some experience with design tools, but that doesn't necessarily make you a professional designer.

    A professional response could be to explain your limitations, collaborate with a designer, or take on only the parts you're qualified to handle.

    Accepting every task just to prove yourself can lead to poor results. Recognizing when you need help is part of professional judgment.

    Professionalism Goes Beyond Technical Skills


    Being skilled at your job is only one part of the equation.

    Professionalism also requires:

    • Continuous learning: Keeping your knowledge relevant as tools and practices evolve.
    • Accountability: Taking ownership of mistakes and working toward solutions.
    • Communication: Explaining decisions, asking the right questions, and setting realistic expectations.
    • Attention to quality: Considering maintainability, reliability, and long-term consequences, not just whether something works today.
    • Ethics: Being honest about your skills, progress, and limitations.

    These qualities matter just as much as technical ability when working with a team or building a career.

    The Balance: Specialize Without Becoming Narrow-Minded


    Focusing on your expertise doesn't mean refusing to learn anything outside it.

    A backend developer still benefits from understanding frontend fundamentals. A frontend developer benefits from knowing how APIs, databases, and authentication work.

    The goal is to develop T-shaped skills: deep expertise in one area, supported by enough knowledge of related fields to collaborate effectively and understand the bigger picture.

    You don't have to do everything yourself. You need to understand your role, recognize how it connects to others, and know when collaboration is the better solution.

    Final Thoughts


    Professionalism isn't about pretending to know everything or accepting every opportunity that comes your way.

    It's about understanding what you do well, improving where you fall short, delivering work you can stand behind, and knowing when to ask for help.

    Focus on your craft. Build depth. Take responsibility. Let the quality of your work earn people's trust.

    That's a more sustainable path to becoming a professional than trying to be good at everything at once.#programming #career #beginners #productivity #software #coding #development #engineering #inclusive #community
    Professionalism in Software Development: Focus on Your Strengths

    #career #beginners #productivity #inclusive #engineering #development
  22. BeyondMachines :verified: @beyondmachines1

    Palo Alto Networks Repor Critical PHP2Shell Flaws Affecting PAN-OS Management Interfaces

    Palo Alto Networks confirms vulnerability of the management interface of PAN-OS devices to two PHP vulnerabilities (CVE-2026-109618 and CVE-2026-109619) that allow remote code execution.

    **If you run Palo Alto firewalls or Panorama, make sure the management interface is never reachable from the internet and can be accessed only from trusted internal networks or a single jump box. Then check your version (`show system info`) and install the fixed PAN-OS hotfix for your branch as soon as it is released this week to patch CVE-2026-109618 and CVE-2026-109619.**

    beyondmachines.net/event_detai

    #cybersecurity #infosec #advisory #vulnerability
  23. JdeBP @[email protected]

    @TomAoki

    The idea of wheel and operator groups able to do certain administrative tasks was introduced in 4.3 BSD. McKusick,
    Leffler, Karels, and Cabrera wrote about it in their 1985 paper on the improvements made over 4.2.

    It took a while to percolate to the AT&T side of the fence. SunOS had group wheel by the 1990s, with the special tweak that if no-one was in it one got the traditional everyone-can-su-root behaviour. System 5 did not.

    @ax6761
    #NetBSD #OpenBSD #FreeBSD #ComputerHistory

    #netbsd #openbsd #freebsd #computerhistory
  24. Weirdos & Queerdos @[email protected]

    Lucifer, Prince of Hell, is missing!

    Six of the seven Archdukes of Dis, are missing!

    Nephilim giants approach the city, intent on destroying it!

    In a year, if no Duke takes the Throne, Lilith the arch rebel will take the Throne!

    City of Brass is about Demons vying for power, making deals, solving mysteries, and protecting the city. It's a contactless system, based around intrigue and politics rather than combat.

    Tickets: events.humanitix.com/larp-fund .

    #LARP #CityOfBrass

    #larp #cityofbrass
  25. Moritz Strohm @[email protected]

    "A ruling class that will neither touch its own wealth nor abandon its war aims can impose these policies only through dictatorial forms of rule. It responds to mass opposition with police-state measures and the promotion of neo-fascist forces. This poses to the working class the task of fighting the root cause of these problems: the capitalist system itself."

    wsws.org/en/articles/2026/10/2

    #Europe #Capitalism #Wealth #Oligarchy #Militarism #Dictatorship #PoliceState #Resistance #WorkingClass

    #europe #workingclass #resistance #policestate #dictatorship #militarism
  26. Goldfishbrain @drachenstreichler

    Die Union kümmert sich um die Jugend, wenn man dadurch die Überwachung vorantreiben kann, wenn man die Arbeitszeit verlängern kann, wenn man das Renteneintrittsalter nach hinten schieben kann, alles hilft rein zufällig auch der Wirtschaft.

    Aber wenns um Schulausbau geht oder um Lehrermangel oder um Klimaschutz, dann kann man nichts machen.

    Und wenn diese jungen Menschen auf die Straße gehen, dann wollen sie die Bundeswehr.
    Glaub, die haben grad richtig Schiss, nicht dass was brennt, sondern davor, dass sich das evtl ausbreitet.

    Die Union hat keine Angst vor der AfD, weil die "die Ordnung", Vermögen von unten nach oben zu schaffen nicht in Frage stellt.
    Aber wenn die Linken erfolgreich wären, stellt das das System in Frage.
    Stellt euch vor, wir hätten einen gerechten Sozialstaat und Firmen würden nicht Pleite gehen, nicht abwandern? Nur bisschen weniger Gewinn für die Aktionäre... 🤯
    Stellt euch vor, die Bourgeoisie kippt nach links... 🤯
    Das wars mit der CxU...

    #gfbgebrabbel
  27. Dev Community @[email protected]

    Last updated: October 2026

    Cleaning up AI-generated code means three things, in order: finding out what you actually have, deciding what deserves to survive, and putting guardrails in place so the next batch arrives clean. Most teams start with tooling. The teams that get out of the hole start with triage.

    This playbook covers why agent-written code degrades, how to triage an AI-heavy codebase, what the cleanup options actually are, and how to keep the problem from coming back.

    Why AI-generated code turns into debt


    Coding agents shipped a staggering amount of code in 2025 and 2026. Much of it works. The problems show up later, when somebody has to change it, and they follow recognizable patterns:

    It's a house of cards. Brittle and inflexible: you can't change one thing without risking the system, so teams cope by never touching it. The code works until the first modification, which is another way of saying it's unmaintained by design.

    It can't be verified. Spaghetti structure makes meaningful test coverage nearly impossible to retrofit. Tests that assert the current behavior of tangled code mostly lock the tangle in place.

    It buries signal in volume. Agents generate so much boilerplate that reviewers read more code than ever and still miss serious bugs. Review fatigue is a direct function of generated volume.

    It hides its own failures. When an agent hits an error, it tends to add another check and retry until the symptom disappears. The root problem stays, with more code piled on top. Grep an agent-heavy codebase for nested try/except blocks around the same call and you'll usually find this archaeology.

    It duplicates logic everywhere. The same problem gets solved differently in different places, so one fix leaves copies of the bug behind.

    It over-engineers, and it creates dependency. Simple features become frameworks. And when the only party who can maintain the output is the vendor whose agent produced it, you've recreated consulting-firm lock-in with extra steps.

    None of this means agents were a mistake. It means generation was never the hard part. Making the result effective, maintainable, and safe to change is the hard part.

    Step 1: Triage before tooling


    Before touching any cleanup tool, map the blast radius. Three questions per module or service:

    1. Does it carry business logic that must survive? If yes, it needs behavior-preserving treatment, not a rewrite from vibes.
    2. Does anything else depend on it? Duplicated logic means a fix in one place can leave the bug alive in five others. You need the call-site map before you need the refactoring tool.
    3. Can you verify it today? If there's no way to prove behavior is preserved, any cleanup is a gamble. Verification capability, not code quality, is what separates "refactor it" from "replace it".

    The output of triage is a split: code worth fixing in place, code worth replacing wholesale, and code to quarantine and stop touching until one of the first two becomes possible.

    Step 2: Pick the right class of tool for each bucket


    Different cleanup jobs need fundamentally different tools, and most bad outcomes come from using one class for another's job.

    Rule-based refactoring engines (OpenRewrite and its ecosystem, Codemod and the jscodeshift lineage for JS/TS) excel at mechanical, repeatable transformations across large codebases: dependency upgrades, API migrations, pattern rewrites. They're deterministic and auditable. They won't untangle logic they don't have a recipe for.

    Coding assistants (Copilot, Cursor, Claude Code and peers) are effective for local, supervised cleanup: a function here, a module there, with a developer reading every diff. They're the wrong tool for fleet-wide debt reduction, because the review bottleneck that created the problem is still the bottleneck.

    Governed migration platforms treat the cleanup as a program rather than a series of edits: a plan a human approves, work shipped as reviewable milestones, and behavior verified against the original system. Morph by Modelcode is built on this model, and its answer to the duplication problem is structural: everything Morph writes is brand new, so a full migration produces a fresh codebase with zero dead code and zero duplicated logic, and on modular migrations everything it delivers is clean while surrounding legacy code stays as is until you migrate it. It also ships the integration tests it used to verify each milestone along with the code, so the verification evidence lives in your repo. The trade-off versus assistants is deliberateness: you get governance and proof, not an autocomplete.

    The honest rule of thumb: assistants for spot cleanup, rule engines for mechanical sweeps, governed platforms when the debt is structural and behavior has to be proven, not assumed.

    Step 3: Make verified the default state


    Whatever tooling you pick, cleanup that doesn't change your process just schedules the next cleanup. The teams that stay out of the hole converge on the same guardrails:

    • A human-approved plan before generation. Scope, target, and acceptance criteria defined before any code is written, by human or agent.
    • Small, reviewable changes mapped to that plan. If a change is too big to review, it's too big to trust.
    • Behavioral verification, not just unit tests. Run the old and new paths through the same real journeys and compare what actually happens. A green unit test on tangled code proves little; identical observed behavior proves the thing you care about.
    • Evidence attached to every change. The reviewer of record, the tests that ran, the results. When an auditor or a future maintainer asks "why did this change", the answer should already exist.
    • You decide the patterns. Which frameworks to standardize on, which to deprecate and throw away forever. The moment the agent decides, you're back in the dependency trap.


    FAQ


    How do I clean up AI-generated code without breaking things?
    Triage first: separate code that carries business logic from scaffolding. Fix in place only what you can verify today; replace wholesale what you can't. Behavior comparison against the original system (same inputs, same observed outputs and side effects) is the only trustworthy safety net for code nobody fully understands.

    Is AI-generated technical debt different from normal technical debt?
    Mostly in velocity and shape. It accumulates faster than human-written debt, duplicates logic rather than centralizing it, and hides failures behind retry layers. The remediation principles are classical; the volume is not.

    Should I refactor AI-written code or regenerate it?
    If it's verifiable and the structure is salvageable, refactor with rule-based tools and supervised assistants. If verification is impossible or duplication is structural, regeneration under governance (approved plan, milestone reviews, behavioral verification) is usually cheaper than archaeology. The deciding question is whether you can prove behavior is preserved.

    How do teams maintain code written by AI agents long term?
    By making verification the default state: integration tests shipped with every change, evidence attached to every merge, and human sign-off as a hard gate. Teams that treat agent output like vendor code (reviewed, verified, owned) maintain it fine. Teams that treat it like finished work don't.#ai #programming #softwareengineering #codequality #software #coding #development #engineering #inclusive #community
    Cleaning Up AI-Generated Code: The 2026 Playbook

    #ai #community #programming #software #coding #development
  28. JdeBP @[email protected]

    @TomAoki

    The real reason is actually the same on #FreeBSD as on #NetBSD . It's the execute permissions on /sbin/shutdown .

    #OpenBSD did the same thing until 2023.

    Nowadays on OpenBSD one has to be a member of the specific _shutdown group, not the general operator group. (Windows NT people will recognize this as SeShutdownPrivilege in POSIX trappings and not directly enforced by system calls.)

    cgit.freebsd.org/src/tree/sbin

    cvsweb.netbsd.org/bsdweb.cgi/s

    cvsweb.openbsd.org/annotate/sr

    @ax6761
    #shutdown

    #freebsd #netbsd #openbsd #shutdown
  29. Fossery Tech :fedora: @[email protected]

    PipeWire 1.6.10 Is Out to Improve JACK, Bluetooth, Pulse Server, and ALSA Plugin:
    9to5linux.com/pipewire-1-6-10-

    Linux Kernel 7.3 Release is Good News For Gamers Short on VRAM:
    itsfoss.com/news/linux-kernel-

    Linux 7.4 Block Updates Range From Floppy Disk Driver Fixes To Apple M4 NVMe Support:
    phoronix.com/news/Linux-7.4-Bl

    GNU Linux-Libre 7.3 Kernel Released for Those Seeking 100% Freedom for Their PCs:
    9to5linux.com/gnu-linux-libre-

    Fwupd 2.1.9 Linux Firmware Updater Released with New Features:
    9to5linux.com/fwupd-2-1-9-linu

    Fwupd Working Toward Proper Android Integration:
    phoronix.com/news/Fwupd-To-And

    Several Linux Kernel Vulnerabilities Accidentally Posted To Public Kernel Mailing List:
    phoronix.com/news/LKML-New-Tre

    This Newly Proposed Linux Filesystem Can Fix Corrupted Data:
    itsfoss.com/news/beamfs-linux-

    BFS Removed With Linux 7.4 As Old UnixWare File-System:
    phoronix.com/news/BFS-Removed-

    HPFS Is The Latest File-System Facing Possible Removal On Linux:
    phoronix.com/news/HPFS-For-Lin

    Borealis: Asahi Linux's Apple Silicon Mesa Vulkan Driver Forked For Vibe Coding:
    phoronix.com/news/Borealis-Vul

    systemd Merges Support For Rust Programs:
    phoronix.com/news/systemd-Merg

    XanMod Releases Linux 7.2.12 and 6.18.58 Kernels for x86-64:
    linuxcompatible.org/story/xanm

    XanMod 7.3.0-xanmod1 Kernel Released on Linux 7.3:
    linuxcompatible.org/story/xanm

    Liquorix Linux Kernel 7.2-21 Lands with Swap Rework, Steps Back from Experimental Memory Code:
    linuxcompatible.org/story/liqu

    Samba 4.25.1 Release: CVE Fixed Without Security Advisory:
    linuxcompatible.org/story/samb

    Mesa Loosens Rules Around AI Agents For Code Comments / Commit Messages:
    phoronix.com/news/Mesa-Loosens

    (Post 4/7)

    #WeeklyNews #News #Linux #LinuxNews #PipeWire #LinuxKernel #LinuxLibre #Fwupd #BFS #HPFS #BeamFS #Borealis #Systemd #XanMod #Liquorix #LiquorixKernel #Samba #Mesa #FosseryTech

    #weeklynews #news #linux #linuxnews #pipewire #linuxkernel
  30. Fossery Tech :fedora: @[email protected]

    This week's Linux and FOSS news

    LINUX NEWS

    Ubuntu rolls out php2shell, eMudhra certificate fixes:
    omgubuntu.co.uk/2026/10/ubuntu

    Canonical dev mocks up an Ubuntu launcher that uses AI:
    omgubuntu.co.uk/2026/10/ubuntu

    Fedora Linux 45 Final NO-GO: Release Delayed to November 3, 2026:
    linuxcompatible.org/story/fedo

    Fedora Linux 45 RC-1.2 Now Available for Testing:
    linuxcompatible.org/story/fedo

    Linux Mint’s new system monitor does more than you’d expect:
    omgubuntu.co.uk/2026/10/linux-

    openSUSE Releases Agama 25 Installer with Web-Based Terminal, Exit Option:
    9to5linux.com/opensuse-release

    Alpine 3.21.9, 3.22.7, 3.23.7 and 3.24.3 Security Releases, Patches Critical PHP RCE:
    linuxcompatible.org/story/alpi

    KDE neon 20261016 ships Plasma 6.8, released on KDE's 30th birthday:
    linuxcompatible.org/story/kde-

    SparkyOS Unveiled as a Portable Arch Linux-Based SparkyLinux Flavor:
    9to5linux.com/sparkyos-unveile

    Omarchy 4.5 Expanding To AArch64 World With Snapdragon X & NVIDIA N1X Laptops:
    phoronix.com/news/Omarchy-4.5-

    Omarchy Gets The Web Browser Launching Faster By Avoiding XDG Overhead:
    phoronix.com/news/Omarchy-Fast

    Tails 7.15.1 Emergency Release Blocks Forged eMudhra Certificates:
    linuxcompatible.org/story/tail

    CutefishOS is Back With a Vibe-Coded Desktop That Doesn't Use Qt or GTK:
    itsfoss.com/news/cutefishos-vi

    Debian-Based siduction 2026.1 “Big Crime” Released with Linux 7.2, KDE Plasma 6.7:
    9to5linux.com/debian-based-sid
    (Yeah we Linux users commit "big crime" by not using a normie OS 😈)

    Gentoo-Based MocaccinoOS 26.10 Released with COSMIC 1.10 and KDE Plasma 6.7.5:
    9to5linux.com/gentoo-based-moc

    BakAndImgCD 53.0 Released: The Ultra-Tiny 85MB Linux Backup and Rescue Tool:
    linuxcompatible.org/story/baka

    DietPi 10.8 Released with New Tool to Manage WireGuard Servers and Clients:
    9to5linux.com/dietpi-10-8-rele

    (Post 1/7)

    #WeeklyNews #News #Linux #LinuxNews #Ubuntu #Fedora #LinuxMint #openSUSE #AlpineLinux #KDENeon #SparkyOS #Omarchy #TailsOS #CutefishOS #Siduction #MocaccinoOS #BakAndImgCD #DietPi #LinuxDistro #DistroRelease #FosseryTech

    #weeklynews #news #linux #linuxnews #ubuntu #fedora
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