1000 results for “my_actual_brain”
I know the use of LLMs are controversial, but I wanted a mod for Tears of the Kingdom so running would not deplete stamina.
I could find the mod for a lower version of the game. ChatGPT was able to inspect my files and update the mod for the latest version of the game. It took less than 5 minutes.
I'm constantly shocked at what LLMs are able to do these days.
My sister had some coffee spilled on her laptop. A local repair shop got it working for about $100.
She bought a macbook and said I could keep it.
I scored myself a laptop with pretty decent specs.
Core 7 150U
16GB DDR5
15" Acer Aspire
I have a better laptop I use for work, but this can be a good "beater" laptop so I don't risk my main laptop to theft or accidents when I'm just messing around.
So far, it has been running great on Fedora Plasma.
Charmy’s Army in “DEE SEAST – The Hell of the Ball” – Part 4: The Ethics of the Undead
<<< Previous COMIC strip NEXT COMIC STRIP >>>Our fourth comic strip delves into the bizarre social politics of our newly integrated society. The girls are standing alone, processing the fact that zombies are very much still part of the local ecosystem. The ponytail girl mentions she was planning on dressing up as a zombie for next week’s highly anticipated Halloween Ball—only to be swiftly reprimanded by the blonde! “How offensive! Zombies are people too!” To which her cynical friend delivers the ultimate grammatical reality check: “You mean WERE people too.” The existential weight of politically correct terminology for the reanimated dead leaves them with only one proper exclamation: “Holy macca noodle…”
The afternoon sun cast long, amber shadows across the town square. Charmy and Dee had vanished down a side alley toward the municipal park, leaving the two girls leaning against the painted wooden railing of the municipal gazebo. The quiet of the town was almost surreal. Pigeons pecked at breadcrumbs near the park benches; children rode bicycles along the paved trails; a street sweeper hummed lazily along the curb. It looked like an idyllic postcard of small-town America, completely masking the fact that just five minutes ago, an actual walking corpse had been drooling near their espresso cups.
“I still can’t wrap my head around it,” the ponytail girl confessed, kicking a loose pebble into the grass. “I spent forty-five dollars at the pop-up spirit store last Saturday. I bought liquid latex, fake blood made from corn syrup and red dye number forty, prosthetic bone fragments, and a torn flannel shirt. I was going to do the whole nine yards for the annual Halloween Ball. The classic Romero stagger, the dragged left leg, the vacant stare, the works.”
The blonde turned on her instantly, eyes flashing with righteous indignation, her hands planted firmly on her hips. “Are you out of your mind? Have you completely lost your moral compass? You can’t wear that!”
The ponytail girl froze, her shoe suspended an inch above the grass. “Why not? It’s Halloween! It’s the one night of the year when everyone dresses up as ghouls, vampires, werewolves, and the undead! It’s tradition!”
“That was tradition before the invasion,” the blonde lectured, shaking her index finger with schoolmarm authority. “Context matters! Before the outbreak, zombies were fictional archetypes created by cinema and folklore. Now? Now they are our neighbors! They work in our commercial supply chains! They pay municipal parking meters! Dressing up as an undead shambler today is cultural insensitivity at its absolute worst! Zombies are people too!”
The ponytail girl stared at her companion, her jaw dropping open in sheer, unadulterated disbelief. She let out a laugh that sounded like a tea kettle hitting maximum boil. “Zombies are people too?! Have you suffered a traumatic brain injury while we were standing here? Did the airborne rot fumes finally seep into your prefrontal cortex?”
“I am simply advocating for basic social decorum,” the blonde insisted, lifting her chin with an air of profound superiority. “Dee is out here trying to assimilate into civil society, overcoming massive systemic prejudice and rampant biological decay, and you want to reduce her painful medical condition to a cheap costume for a Saturday night mixer? It’s callous!”
“Medical condition?!” the ponytail girl practically shrieked, throwing her head back toward the sky. “She isn’t dealing with chronic seasonal allergies or a mild case of eczema! She’s legally, biologically, and technically deceased! The heart has ceased to beat! The brainwaves are flatlining on every known medical monitor! You don’t say zombies are people too—you say zombies WERE people too! Past tense! Completed action! Finished chapter!”
The blonde opened her mouth to mount a blistering rebuttal, but the words withered on her tongue. She closed her mouth, looked down at her shoes, glanced sideways at the empty alleyway where Dee had shuffled away, and then looked back up. Her moral superiority melted away into a hollow, glazed stare as the cold, inescapable logic of the English language collided with modern etiquette.
“Holy macca noodle…” the blonde whispered under her breath, the sheer absurdity of the philosophical rabbit hole collapsing on top of her.
“Thank you,” the ponytail girl said smugly, crossing her arms over her chest. “Finally, a shred of cognitive sanity returns to the premises. There is no political correctness for a creature that literally had to be reminded not to eat the cashier’s pen. If someone’s skin is peeling off like dry wallpaper and their primary nutritional intake consists of outdated T-bone steaks from the deep discount bin, I am fully within my rights to use past-tense pronouns.”
“Okay, fine,” the blonde admitted, running both hands through her hair with a defeated groan. “Grammatically speaking, you have a point. But socially speaking, you’re still stepping on a massive landmine. If you show up to that dance dressed as a reanimated corpse, and Dee walks in as Charmy’s date, what do you think is going to happen? Do you think she’s going to appreciate the artistic nuance of your fake prosthetic ribcage?”
The ponytail girl paused. Her smirk faded, replaced by a sudden, chilling realization. Her eyes darted toward the community center at the end of the block, where a large vinyl banner advertised the upcoming Halloween Ball in bold, festive lettering.
“Wait…” the ponytail girl said, her voice dropping down an octave. “You don’t actually think Charmy would bring her to the dance, do you? To an indoor event with mood lighting, punch bowls, and a crowded dance floor? That’s an absolute recipe for a public safety incident.”
“Charmy is completely devoted to her,” the blonde warned, stepping closer. “He takes her to the diner. He walks her down the boulevard. If there is a major social gathering in this town, you can bet your entire savings account that he’s already bought two tickets. And if you think a minor detail like an absence of vital signs is going to keep him from showing her off under the strobe lights, you haven’t been paying attention.”
The two friends stood in the fading light, the absurdity of the afternoon giving way to a new and far more terrifying prospect: the imminent social collision awaiting them on the dance floor.
TO BE CONTINUED…
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🦥 Nudgify: An AI-Powered Productivity Companion That Does the Remembering So You Can Do the Living | Hacktoberfest: Slow and Steady
What if your productivity app didn't just wait for you to remember things, but actually helped you stay on top of them?
We all have those little tasks that seem insignificant until we forget them.
Reply to that message. Finish that assignment. Remember that deadline. Follow up with a friend. Prepare for tomorrow. Do that one thing you've been postponing for the past three days.
Individually, these tasks aren't particularly difficult. The problem is remembering all of them, keeping track of when they need to happen, and making sure nothing important slips through the cracks.
That's where Nudgify comes in.
For this Hacktoberfest challenge, Slow and Steady, I wanted to explore an idea that feels simple but has a surprisingly meaningful impact: building technology that takes repetitive mental work off our hands.
Nudgify is an AI-powered reminder and productivity assistant designed to help people manage their responsibilities, remember important tasks, and stay accountable without constantly having to organize everything themselves.
Because sometimes, the smartest thing technology can do is give us one less thing to worry about.
🦥 1. The Inspiration: Maybe We Don't Need to Work Harder
The theme of this week's challenge is inspired by International Sloth Day, and honestly, I think there's something worth learning from sloths.
They don't rush around unnecessarily. They conserve energy and move at their own pace.
Meanwhile, we live in a world where everyone seems to be juggling ten different things simultaneously.
College assignments, project deadlines, internship applications, messages from friends, personal goals, and a never-ending list of things we promise ourselves we'll do later.
The funny part? Sometimes, we spend so much energy remembering what we need to do that we have less energy left to actually do it.
Think about a typical student.
You have an assignment due next week. A friend asks you to remind them about something tomorrow. You need to submit an application, prepare for an upcoming test, and finish a project you've been putting off.
You might write some of these things down. You might set a few alarms. You might even promise yourself that you'll remember everything.
And then, inevitably, something gets forgotten.
The problem isn't necessarily laziness. It's that our brains aren't designed to function as perfect notification systems.
What if we stopped expecting people to remember everything and started building software that helped them remember what matters?
That question became the starting point for Nudgify.
💡 2. What Is Nudgify?
Nudgify is an AI-powered productivity companion built around a straightforward idea:
Let software handle the remembering, organizing, and nudging, so people can focus on doing.
Instead of treating reminders as isolated alarms, Nudgify explores a more helpful approach to everyday productivity.
The goal is to create an experience where tasks, deadlines, and accountability are easier to manage, whether you're trying to stay organized yourself or helping a friend stay on track.
Here are the core ideas behind the project.
⏰ Smarter reminders
A reminder should do more than simply exist somewhere in a list.
It should help you bring your attention back to something at the right moment.
Nudgify is designed around making important tasks easier to track and revisit, reducing the need to repeatedly check your schedule or mentally calculate how much time remains before a deadline.
🧠 Less mental clutter
How many times have you opened your phone to check one thing and ended up scrolling for twenty minutes, only to forget what you originally intended to do?
A productivity tool should reduce the number of things demanding your attention, not become another source of distraction.
Nudgify aims to keep important responsibilities visible without requiring users to constantly monitor them.
🤝 Accountability between friends
Productivity isn't always a solo activity.
Sometimes, a little encouragement from someone else makes a difference. Friends can have shared goals, upcoming deadlines, or commitments they want help remembering.
Nudgify explores how an assistant can make this kind of accountability easier while keeping the experience centered on the people using it.
The objective isn't to turn friendships into project-management systems. It's to make helping each other a little easier.
🤖 AI as a practical assistant
AI is often presented through spectacular demonstrations: generating entire applications, answering complicated questions, or producing impressive pieces of content.
But I think one of its most valuable applications is much more ordinary.
It can help make repetitive digital workflows feel less tedious.
Rather than using AI simply because it's fashionable, Nudgify is an exploration of how AI can support a genuinely useful everyday experience.
🔓 3. Why Open-Source AI?
This is the part of the challenge that interests me most.
The Slow and Steady challenge isn't simply asking us to build an application with AI somewhere in the stack. It specifically encourages us to explore open-weight models, open-source AI frameworks, local inference, and other open technologies that meaningfully power our projects.
And there's a reason that distinction matters.
When developers build exclusively around a closed AI service, they can become dependent on a provider's available models, pricing structure, API limits, and infrastructure.
That can be perfectly reasonable for some projects. Hosted AI services are convenient and can be incredibly capable.
However, convenience shouldn't be the only option.
Open-source AI and open-weight models give developers more room to experiment with how AI is deployed, customized, and integrated into an application.
For a project like Nudgify, that flexibility creates several interesting possibilities.
🔓 A. Freedom to choose the model
Different AI models have different strengths.
One might be better at following structured instructions. Another might be faster for simple tasks. A smaller model might be sufficient for extracting dates or classifying reminders, while a more capable model might be useful for complicated requests.
An open approach allows developers to evaluate alternatives instead of designing the entire product around one provider.
For example, a future version of Nudgify could use a lightweight model for straightforward reminder processing and reserve more capable models for tasks that genuinely require them.
The model becomes a component that can be evaluated and replaced, rather than a permanent limitation on the product's design.
🔐 B. Privacy should be part of the architecture
Think about the information a personal productivity assistant might handle.
It could contain assignment deadlines, daily routines, personal commitments, private notes, and reminders involving other people.
This information may not look especially sensitive when considered individually, but together it can reveal a great deal about someone's life.
That raises an important question:
Does every AI-powered task really need to send personal information to an external server?
Not necessarily.
For tasks that can be handled by a sufficiently capable local model, local inference could allow processing to happen on the user's own device.
That would provide an opportunity to reduce external data transfers and give users more control over their information.
Local processing isn't automatically private in every respect, and the rest of the application still needs appropriate data-handling practices. However, reducing unnecessary transmission is a meaningful architectural advantage.
💻 C. AI that doesn't always depend on the internet
Imagine opening your productivity assistant while travelling, sitting somewhere with unreliable connectivity, or working away from your usual setup.
If an appropriate model runs locally, certain AI features could remain available without an internet connection.
That would make the application less dependent on network availability for those particular tasks.
Of course, a fully offline experience requires more than downloading a model. Data storage, authentication, synchronization, and any external notification services must also be designed to support offline use.
Still, local inference makes offline AI a realistic design possibility rather than something that necessarily requires a remote API.
💸 D. Lower barriers to experimentation
Experimenting with AI can become expensive when every iteration depends on a metered API.
You might want to test different prompts, compare models, change how an assistant behaves, or run repeated evaluations.
Open-weight models can make it possible to conduct some of this experimentation without paying a separate hosted-inference fee for every request.
That doesn't mean running AI is always free. Hardware, electricity, hosting, and infrastructure can all have costs, and some model licenses impose additional conditions.
But having the option to run models on hardware you already own can make experimentation more accessible.
For students and independent developers, that matters.
You shouldn't need a large budget just to explore an idea.
🛠️ E. The freedom to understand and change things
Perhaps the most important benefit is the freedom to learn by doing.
When a model is open-weight and its license permits the intended use, developers can inspect its available artifacts, run inference, evaluate its behavior, and sometimes fine-tune it.
Open-source frameworks can also make it easier to understand and modify the surrounding application logic.
Instead of treating the AI component as a mysterious service, you can investigate how it works, compare alternatives, and build a system that suits your requirements.
For a student developer, that freedom is valuable in itself.
Open innovation isn't just about using something that is free. It's about having more control over what you can build with it.
🧩 4. Why This Approach Fits Nudgify
A reminder assistant might seem like a small application, but it presents some interesting design questions.
Which tasks actually require AI?
Which can be handled with ordinary code?
When should the application notify the user? What information needs to be stored? What happens if a notification is delayed? How can the assistant remain helpful without becoming annoying?
These questions are just as important as the model itself.
For example, consider a reminder scheduled for tomorrow at 10 AM.
There is no reason to ask an AI model to continuously calculate the time until that reminder. A conventional scheduling system can handle that reliably.
AI might be useful when a user describes a task in natural language, needs help interpreting an ambiguous request, or wants to turn an unstructured instruction into a structured task.
A well-designed application can combine both approaches.
This separation is important because AI shouldn't be used for everything simply because it is available.
Reliable application logic should handle predictable operations, while AI should be reserved for tasks where flexible language understanding or generation adds genuine value.
That also creates a natural opportunity to use a smaller open-weight model for suitable AI operations without making every part of the application dependent on inference.
🏗️ 5. Building the Application: The Technology Behind Nudgify
Nudgify uses a modern web-development stack designed to support an interactive frontend, application logic, and AI integration.
The current project stack includes the following technologies:
Frontend
React 19
React provides the component-based foundation for the user interface. It allows the application to be organized into reusable components rather than a collection of disconnected screens.
Vite 8
Vite provides the development and build tooling for the frontend, helping keep the development workflow fast and straightforward.
TypeScript 7
TypeScript adds static typing to JavaScript, making it easier to define data structures and catch certain mistakes during development.
For an application that handles tasks, deadlines, and user interactions, clear data structures help keep the codebase maintainable.
Tailwind CSS v4
Tailwind CSS provides utility-based styling that makes it possible to develop and refine the interface without maintaining a huge collection of unrelated CSS rules.
The objective is to create an experience that feels like a practical product, rather than a technical demo assembled around an AI API.
Backend
Node.js and Express 4
The backend provides the foundation for handling application requests and server-side workflows.
Keeping backend responsibilities separate from the frontend also provides room to evolve the application as its functionality grows.
AI integration
Google Gen AI SDK
The project includes the Google Gen AI SDK for AI integration.
This is an important distinction for the open-source AI challenge: a hosted AI SDK does not, by itself, make an application open-source-AI-powered.
To make open AI central to Nudgify, the model layer needs to incorporate a suitable open-weight model or an appropriate open-source AI component as a meaningful part of the actual application.
That could involve evaluating a locally hosted model, adding a compatible inference backend, or building a model adapter that makes switching between supported models straightforward.
The goal is not to add an open model just to satisfy a checklist. It is to use the model where it provides real value.
Data storage
Browser localStorage
The project uses browser localStorage for supported client-side data.
This can be useful for lightweight persistence, but it is important to understand its limitations: browser storage is tied to a particular browser and origin, isn't automatically synchronized between devices, and shouldn't be treated as a secure database for sensitive information.
A more complete multi-user application may require server-side persistence, appropriate access controls, and a clear strategy for data synchronization.
Each part of the stack has a purpose, and understanding those boundaries is part of building a product that can grow beyond its initial prototype.
🔔 6. Notifications: A Reminder Is Only Useful If It Reaches You
There's another practical challenge with reminder applications.
Imagine creating a reminder, closing the browser tab, and assuming the application will notify you when the time comes.
If the application only checks for reminders while its page is open, that assumption may not hold.
This is why notification delivery deserves its own design.
A browser notification displayed by an open page is not the same as a push notification delivered when the page is closed.
A more robust implementation can involve:
For deadline-based reminders, the application also needs to distinguish between when a task is due and when a notification should be sent.
For example, if a task is due at 10 AM on Friday, a user might want a reminder on Thursday morning, another shortly before the deadline, or both.
These are scheduling decisions that ordinary backend logic can handle without repeatedly asking an AI model.
A future version of Nudgify could combine dependable notification infrastructure with AI-assisted task interpretation, producing a system that is both helpful and predictable.
That distinction matters: a clever assistant is not much use if its reminders never arrive.
🦥 7. What Does “Slow and Steady” Mean in Practice?
For me, this theme is about more than helping someone procrastinate comfortably.
It's about being intentional with the work we ask people to do.
There are many repetitive tasks that don't require our full attention, but still consume time because we haven't automated them.
We repeatedly check deadlines. We reread task lists. We try to remember conversations. We manually organize information that could be structured automatically.
Some of these activities are necessary. Others can be simplified.
Nudgify explores the second category.
Imagine a student who has several assignments due in the same week.
Instead of repeatedly opening different lists and calculating which assignment needs attention first, a well-designed assistant could present the next relevant task and help the student stay aware of approaching deadlines.
Imagine a friend who regularly forgets to follow up on a commitment.
An assistant could help make the commitment visible at an appropriate time, reducing the need for another person to remember to remind them.
Imagine a user who has a long list of tasks but feels overwhelmed by it.
A carefully designed interface could make the next action easier to identify instead of presenting an intimidating wall of unfinished work.
None of these ideas requires an AI model to do everything.
They require a thoughtful combination of automation, reliable scheduling, useful interface design, and AI where it genuinely improves the experience.
The aim is to save attention, not simply to produce more notifications.
🌱 8. What I Learned From Thinking About Open AI
One thing this project highlights is that building with AI involves much more than choosing a model.
You need to think about how the model fits into the application, what data it receives, where inference takes place, and what happens when it isn't available.
You also need to understand the difference between an open-source framework, an open-weight model, and a hosted service.
These terms are related, but they aren't interchangeable.
An open-source framework can provide an inspectable and modifiable implementation without making the model it calls open-weight.
An open-weight model makes its trained weights available under a particular license, but that doesn't automatically mean every part of its training data, development process, or surrounding infrastructure is open.
And a hosted AI service can be useful without giving you control over the model's deployment.
Recognizing these differences helps developers make more informed architectural decisions.
For Nudgify, the interesting direction is to keep the application flexible enough to experiment with open-weight inference while maintaining a clear separation between AI-assisted features and ordinary application functionality.
That flexibility would make it easier to evaluate different models based on practical criteria such as response time, resource requirements, instruction-following ability, privacy considerations, and licensing.
It also creates opportunities to learn more about inference, model deployment, and the trade-offs involved in bringing AI from a prototype into a usable product.
For me, that's one of the strongest arguments for open innovation: it turns AI from something you merely consume into something you can actively experiment with and learn from.
🚀 9. Where I'd Like to Take Nudgify Next
There are several directions I'd like to explore as the project develops.
1. A genuinely interchangeable model layer
I want the application architecture to make it easier to compare models and switch between compatible inference backends without rewriting the entire application.
That would make experimentation more practical and reduce unnecessary dependence on a single provider.
2. Local inference where it makes sense
Running a model locally could make selected AI features available without sending every request to an external service.
The exact experience would depend on the model, the user's hardware, and the application's other dependencies.
A lightweight model may be sufficient for some tasks, while more demanding operations may still benefit from hosted inference.
3. Better deadline-aware workflows
Reminders should be connected to meaningful task information.
The application could help users distinguish between upcoming deadlines, overdue tasks, and commitments that need attention soon.
The goal is to make information actionable rather than simply adding more items to a list.
4. More reliable notification delivery
A reminder system should be designed around dependable delivery, including appropriate handling of permissions, scheduling, and delivery failures.
That infrastructure would allow the assistant to be useful even when the user isn't actively looking at the application, where browser and platform capabilities permit.
5. Privacy-conscious data handling
As the application grows, I want to pay more attention to what information is stored, what information needs to leave the device, and how user data is protected.
Local inference could help with some of these decisions, but privacy needs to be considered throughout the application rather than delegated to the model alone.
6. A less distracting productivity experience
More features don't automatically make a productivity tool better.
I'd rather explore ways to make Nudgify feel useful and unobtrusive than turn it into another application that demands constant attention.
After all, the whole idea is to reduce the amount of effort users spend managing their responsibilities.
💚 10. Why This Project Matters to Me
As a student and developer, I find it exciting that we can build increasingly sophisticated applications without needing to own an enormous infrastructure stack.
Modern web frameworks make it easier to build interactive applications, and the growing open AI ecosystem creates more opportunities to experiment with models and inference systems.
But what interests me most is the possibility of using those tools to solve ordinary problems.
Not every useful project needs to revolutionize an industry.
Sometimes, making it easier for someone to remember a deadline is worthwhile. Sometimes, reducing the number of repetitive steps in a workflow is enough. Sometimes, the best feature is one that quietly works in the background and lets the user get on with their day.
Nudgify is my exploration of that idea.
The project brings together productivity, automation, and AI with the intention of making everyday responsibilities a little easier to manage.
And the Slow and Steady challenge provides a particularly fitting reminder that good technology doesn't always have to encourage people to move faster.
It can also help them waste less energy on things that don't deserve so much of their attention.
🏁 Final Thoughts
The future of AI shouldn't be limited to massive models, expensive APIs, or applications that send every task to a remote service.
There is room for smaller models, local inference, open-source tools, and carefully designed systems that solve specific problems well.
Open innovation gives developers more opportunities to experiment with these approaches, understand their limitations, and decide which trade-offs make sense for their users.
For Nudgify, that means exploring how an AI assistant can help people remember what matters, automate repetitive work, and spend less time managing their own productivity.
The bigger lesson is that automation isn't necessarily about doing more.
Sometimes, it's about making room for less stress, fewer unnecessary steps, and more time for the things we actually care about.
Build something useful. Automate the boring parts. Keep the technology open where it matters. And remember: you don't have to rush to make progress. 🦥
🔗 Project Links
I'd love to hear from other developers: What's one repetitive task you'd automate with an open-weight AI model, and would you run it locally or in the cloud?
Let's build tools that save people time, energy, and attention.
Hacktoberfest #SlowAndSteady #OpenSourceAI #OpenInnovation #ArtificialIntelligence #AI #WebDevelopment #React #TypeScript #BuildInPublic #DeveloperCommunity
#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
Nudgify
You're considerate compassion towards my existence would be greatly appreciated;
#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
You're considerate compassion towards my existence would be greatly appreciated;
#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
You're considerate compassion towards my existence would be greatly appreciated;
#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
Had a pretty good, productive meeting about this new collaborative project and got a beatdown rejection of the big grant proposal for my actual project so it's been kind of a +/- sort of a day so far in the ol' science mines.
#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
Help Is Urgently Needed!
#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
Help Today Sure Would Be A True Blessing;
#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
#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
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
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
Going with an actual screenshot this week of my D20 space station and space-highway exit, still WIP. #screenshotsaturday #godot #gamedev #indiegames
One thing I'm struggling with this year is my decision to teach an actual College Board AP © Chemistry class. I used to teach this class and spend time on complex topics because they're _cool_. This year, I feel the pressure of the test in May.
My class is also very different from last year. They're not really go-getters to dig into content, so I think I have to back off on some things and focus on the test material this year to get them through it.
The cyber noiseocalypse is doing my head in, far more than any actual cyber harm has done since WannaCry.
One thing I’ve started doing when non-cyber people who are understandably terrified about what they’re hearing is to ask them what harm they, or anyone they know, has suffered this week as a result of anything to do with cyber.
Might log off all day tomorrow 😀
Until now the CV on my website (a PDF) was created and maintained simply in Pages. But it kinda sucked to have to make changes in Pages, export to PDF, use PDF Squeezer on it, commit it to my website's repo... It didn't use the same fonts, different colors, and keeping it in sync was a hassle.
From now on the source of truth is a Markdown file in my website, which gets rendered as a page on my site, plus as a downloadable PDF. One Markdown file to maintain, in my website, free from Apple's document format.
All handled by Saga, my static site generator (and weasyprint for the actual PDF generation).
I should probably write up an article with website details, how everything works. It's getting more and more interesting!
procrastination has got so bad i have to trick myself into thinking scrolling my socials is absolutely the most important thing in my day so then i will avoid it and do some actual work instead, in cbt that's called reframing probably i dunno
Only realized this morning that the view from my room-with-a includes a sliver of City Hall & the back side of Geffen Contemporary. Yesterday featured appointments at Langer’s, Marciano Foundation, and Tacos la 26! I deny all rumors suggesting that the third photo is actual documentation of myself after consuming what’s in the second though I appreciate Kate’s suggestion that it is so.
YIKES‼️The number of print, text and email political outreach communications I’m receiving daily has exploded, gone through the roof this last week - and I fear it’s only going to get worse right up to actual voting day. Well…my whole family has already voted - our ballots were signed and back at the county clerk’s two days after we got them in the mail. Jumped on that sh*t. I’d love to be funding all progressive candidates, but guys…I’m tapped out, retired with a fixed income, and when I have extra I donate to Gaza families. Please, leave me alone…my poor phone is getting overworked and I’m getting over-stressed. #USPol #USPolitics #Elections #Election2026
that dirt road in New Hampshire doesn't even have Street View; my other, equally late grandparents' house near Boston does, but I had to walk up and down the street view several times to even find it, because some jackass cut down the trees, tore out the gardens and added a cheap-looking absurdly large garage that is bigger than the entire actual four-bedroom house
and the current owners have put up a big angry sign complaining that they're suing the town because the property evaluator didn't disclose that this cheap, shoddy garage is a huge fucking fire hazard 🔥
Composer win of the week! 🎼
I’ve been testing out Cantai as a new plugin for my notation software, and it completely transformed this vocal mockup of “Madman’s Lament”.
Hearing the music in my head come to life like this with actual lyrics gives me chills. 🎶✨
Give it a listen! 👇🔥
https://soundcloud.com/sarah-wallin-huff/madmans-lament-vocal-demo
If you know a choir or vocal ensemble looking for new music to premiere or perform, I’d love to connect with them! Feel free to pass this along or send them here:
https://sjwallin.url.lol/large-vocal-works
#choralmusic #contemporaryclassical #madrigal #womencomposers #musictech
Research shows that out 100, 99 digits precede it, yet we really only have 1,2,3,4,5,6,7,8,9 nine actual numbers, and then 0 which in it's self is void of value, much like the color black which is just the absence of light, as white and black are combined in various combinations to make up every other color, so to every number beyond 1, is a combination of 2,3,4,5,6,7,8,9 and 0, this is just a completely random observation that requires no quantification nor discussion, however if you allow the premise to reside within your conscious, you may just begin to see things differently;
You can encourage my continued useless #poetry, creativity and expression of self, #commentary, random thoughts, #philosophy and ideas, and by doing so your helping to feed, house and clothe a #disabled man living in #poverty, $5-10-15 It All Helps, via #cashapp at $woctxphotog or via #paypal at paypal.com/donate?campaign_id=…
Baked this bad boy on Friday night. I went the lazy route and made an oil pastry with a crumble topping. I mumbled something about making an apple pie, and my partners just appeared in the kitchen to peel and slice the apples and put the seasonings together without any actual planning or request. It was the cutest homemaking collaboration I've ever been a part of. Lesbian mom triad ftw! 🥰
I write code. I did not expect to spend so much of my career thinking about
contracts.
Three years ago my client agreement was two paragraphs in the body of an email.
It said what I'd build and what it cost. Every clause I've added since then went
in because something specific went wrong, and I'd rather you learn them from a
blog post than the way I did.
Not legal advice — I'm a developer, not a lawyer. Have someone qualified in your
country read anything before you rely on it.
1. Scope, with a "not included" list
The included list is the easy part. The not-included list is what saves you:
logo design, copywriting, photography, hosting fees, email migration, stock
images, ongoing maintenance.
Clients don't read "not included" as hostile. They read it as someone who has
done this before.
2. Payment in three parts
50% before work starts, 30% at design approval, 20% before launch.
The deposit isn't a formality. It's the difference between a client who is
committed and a client who is exploring options.
3. The deposit is non-refundable once work begins
You turned down other work to hold those weeks. That's what the deposit pays for.
4. Late payment stops work
Not "may stop work". Stops. And the timeline moves by at least the length of the
delay — your calendar doesn't grow a free week later just because they were slow.
5. What the client owes you, with actual dates
Content, logo files in vector format, hosting and domain access, feedback within
a set number of working days. Put real dates next to each one, in the proposal,
before anyone signs.
6. The content delay clause
If I could keep only one clause, it would be this.
If content is more than X days late, the project goes on hold, and the invoice
for work completed to that point becomes due. It rejoins my schedule when I have
room — which might be weeks later.
This sounds harsh until the third time a project dies because nobody wrote the
About page. Almost every stalled project I've had stalled on content, not code.
7. Revision rounds, and a definition of "round"
A round is one consolidated set of feedback. Five emails over three days is five
interruptions, not one round, and if you don't define it you will be the one
absorbing the difference.
8. Change requests in writing, before any work
Client asks. You reply with cost and timeline impact. They confirm. Then you
start.
This isn't bureaucracy, it's protection in both directions. They never get a
surprise invoice and you never do unpaid work. Small things I still absorb
without mentioning — the clause exists for the "while you're in there, can we
add a booking system" requests.
9. Silence counts as approval
If I ask for sign-off and hear nothing for X working days after one reminder,
that stage is approved and we move on.
Without this, one unresponsive client freezes your schedule indefinitely and
you have no way to restart it.
10. Ownership transfers on final payment
Until the last invoice clears, the work is mine. The site goes live when payment
does.
This is the single most effective clause for getting a final invoice paid, and
it has never once caused an argument with a client who intended to pay.
11. One named decision-maker
When feedback arrives from four people who disagree with each other, someone on
the client's side has to resolve that before it reaches you. Name that person in
the contract.
12. What happens if either side walks away
They pay for work completed. Anything prepaid and not yet worked against comes
back. Agreeing this while everyone is still friendly takes five minutes;
agreeing it afterwards takes a lawyer.
None of this makes you difficult to work with. In my experience it does the
opposite — clients relax when the person building their site clearly knows how
projects go wrong, because it suggests you've finished a few.
What's in your contract that isn't in mine? I'm still adding to this.#freelance #webdev #career #business #software #coding #development #engineering #inclusive #community
The contract clauses I added after three years of client websites
“Evening Aspens” — Soft light on colorful autumn aspen groves, Eastern Sierra.
This was my final aspen photograph of the day. These trees grow in what feels like high desert terrain along the eastern slopes of the Sierra Nevada. This is essentially “sage brush country,” though as the elevation rises there are increasing numbers of conifers. Being east of the crest of the range, the area falls into evening shadows well before actual sunset.
continue: https://gdanmitchell.com/2026/10/24/evening-aspens-3/
#photo
#photography
#photoOfTheDay
#lensCulture
#landscapePhotography
#photographyLovers
#naturePhotography
#fineArtPhotography
#nature
#sierranevada
#fall
#autumn
Probably good to have an #introduction of sorts.
Hello there!
I run a small organisation (of one) which designs and writes puzzle and treasure hunts and hides them in books in exchange for joy and dopamine. I also design and make the treasures, occasionally with support from actual craft experts.
I also maintain a small #library of armchair treasure hunts, text games, Ergodic literature, other unusual books which is growing all the time.
On top of that, I spend a lot of time researching the above and maintaining a permanent #archive of these things to support my creative process.
I have a small #garden that I spend a lot of time in, making sure there’s pretty flowers and the occasional food to eat. It is trying to be a wildlife haven.
Other important things in my life: good music, damn fine coffee, FOSS / open source, libraries, twin peaks, #retrogames, books books books, exploring the UK wilds and hiking, woodworking, finding out interesting historical things.
One of the interesting things about using a chatbot is how naturally a conversation can continue.
I can ask a question, provide additional information, refer to something mentioned earlier, and expect the assistant to understand what I mean.
But while studying how chatbots work, I learned an important distinction:
A continuous conversation is something the application must create. It is not automatically provided by every individual LLM call.
What happens when I send a follow-up message?
Imagine this conversation:
User: My food hasn't arrived.
Assistant: Would you like to wait or request a refund?
User: I want a refund.
The last message makes sense because of the earlier exchange.
But what happens if the application sends only “I want a refund” to the model?
The model may not have the information needed to understand the situation. The application needs to preserve the relevant conversation history and include it in the next request.
This was my first important takeaway: the application is responsible for maintaining the conversation.
Memory is not necessarily inside the model
Suppose I tell a chatbot that my preferred programming language is Java.
Later, I ask which language I prefer.
It might seem that the model has permanently learned something about me.
However, the application could have stored that preference, retrieved it when needed, and supplied it as context for the new request.
The process could look like this:
User Information
↓
Application Memory
↓
Retrieve Relevant Information
↓
Add to Current Context
↓
LLM Generates Response
This is different from training the model and updating its learned parameters.
That distinction changed how I think about chatbot memory. The user experience may look like persistent memory even when the application is retrieving stored information and passing it to the model.
More context is not always better
Another concept that stood out to me was the context window.
A model can process only a limited amount of information in a given interaction.
An application might store hundreds or thousands of messages, but it does not necessarily need to send every message with every request.
It can select recent messages, summarize older exchanges, or retrieve only information relevant to the current question.
Why does this matter?
Because repeatedly including a growing conversation can increase input token usage, which can affect cost and latency. It also consumes some of the model's available context capacity.
The important design question is not simply:
“How much context can I send?”
It is:
“Which information does the model actually need to answer this request well?”
Streaming is a user-experience decision
The lecture also connected next-token generation to streaming.
Instead of waiting for an entire answer before showing anything, an application can display generated content progressively as it arrives.
This can make an application feel more responsive, although it does not necessarily make the underlying model generate the complete response faster.
It is another reminder that the experience users see depends on application design, not just model capabilities.
And then there is hallucination
A model can generate an answer that sounds convincing without the answer being factually correct.
Fluent language and verified information are two different things.
For a real application, this matters enormously.
Imagine a support chatbot answering questions about an order. It should retrieve the actual order status rather than inventing one. If an action requires authorization, the application must enforce that authorization instead of trusting a prompt alone.
Depending on the use case, retrieval, external APIs, tool calling, validation, guardrails, and evaluation can improve reliability.
They reduce certain risks, but they do not guarantee that every answer will be correct.
What I'm taking away as a software engineer
I'm beginning to see chatbot engineering as more than sending prompts to a model.
The application needs to manage conversation history, select context, retrieve relevant information, control access to tools, and handle responses appropriately.
These are familiar software engineering concerns applied to a new kind of capability.
My biggest takeaway from this lecture is:
A good chatbot does not merely generate responses. Its application must provide the right context and manage those responses responsibly.
As I continue studying Forward Deployed Engineering and Generative AI, I want to understand not only how models work, but also how to build reliable applications around them.#ai #llm #softwareengineering #software #coding #development #engineering #inclusive #community
How Does a Chatbot Remember? The Engineering Behind Context and Memory
Halfway through a two-day batch run I noticed that one answer looked suspiciously like the answer to the item two rows above it, and I could not prove which input it came from. Has that ever happened to you — the job finished, the output looked plausible, and you had no way to defend a single row of it? These are my field notes from fixing that, with the harness I ended up keeping.
What I was actually trying to do
I had a flat list of short, independent text items, and I wanted one short answer per item, written to a ledger I could re-run safely. Sending one request per item is the obvious path, but it doubles the number of round trips, and every round trip is another chance to miss a wall-clock deadline. So I tried the cheaper-looking option: put two items in one prompt and ask for two answers back. Note that this is not a quota argument — I never measured a quota, and I am not claiming one exists. The motivation was purely fewer round trips and fewer half-finished batches.
For context, the driver ran on MonkeyCode's free server option, and the calls went through its free model access. Disclosure: This article was prepared as part of MonkeyCode's product outreach. I will keep the product out of the technical claims, because the failure below is a property of my prompt and my validator, not of any provider.
Day one: the harness I wrote
The whole thing is one file with no dependencies beyond the Python standard library, which was deliberate. If the harness can move between machines with scp and nothing else, I can debug it anywhere, including on a machine I do not own. Here is the shape of it.
# batch_harness.py — stdlib only; you supply call_model()
import hashlib
import json
from dataclasses import dataclass, field
def item_id(text: str) -> str:
return hashlib.sha256(text.strip().encode("utf-8")).hexdigest()[:12]
@dataclass
class Item:
text: str
id: str = field(init=False)
def __post_init__(self):
self.id = item_id(self.text)
def build_prompt(items):
blocks = "\n".join(f'<item id="{i.id}">{i.text}</item>' for i in items)
return (
"Answer each item separately. Return a JSON array only, no prose.\n"
'Each element must be {"id": "<id from the item tag>", "answer": "<answer>"}.\n'
"Copy ids exactly. Do not renumber, merge, or reorder the items.\n\n"
+ blocks
)
The important line is the id, and it is deliberately boring: a hash of the input text, truncated. Same input, same id, forever — so a second run of the same ledger is a no-op by construction. If the id were derived from the model's output, a reworded answer would look like a brand-new item, and the queue would quietly grow.
The validator, which is where the actual work lives
def validate(items, raw):
try:
payload = json.loads(raw)
except json.JSONDecodeError as exc:
return None, f"not_json: {exc.msg}"
if not isinstance(payload, list):
return None, "not_a_list"
rows = [r for r in payload if isinstance(r, dict)]
got = [str(r.get("id", "")).strip().lower() for r in rows]
want = [i.id for i in items]
if len(got) != len(set(got)):
return None, "duplicate_ids"
if set(got) != set(want):
missing = sorted(set(want) - set(got))
extra = sorted(set(got) - set(want))
return None, f"set_mismatch missing={missing} extra={extra}"
answers = {r["id"].strip().lower(): r.get("answer", "") for r in rows}
if any(not isinstance(a, str) or not a.strip() for a in answers.values()):
return None, "empty_answer"
return answers, "ok"
Two details I will defend. First, I lowercase and strip the id before comparing, because that transform is lossless — an uppercase hex string identifies exactly one item. Second, I refuse every lossy match: no positional mapping, no prefix matching, no edit distance. Fuzzy matching is precisely how you end up with two answers for one item and a warm feeling that everything is fine.
What broke on day two
Two failure modes showed up, and both were invisible to a try/except around the HTTP call.
{"answer": ...} objects, in a plausible order. Nothing errored. A positional mapper would have accepted this and been right — probably.Why is partial acceptance worse than a loud failure here? Because a batch that is 50% valid does not stop the run — it just moves two items into the wrong bucket, and you discover it when someone reads the output.
The fix: fail the batch, then fall back to one
def run_batch(items, call_model, attempts=2):
for attempt in range(1, attempts + 1):
raw = call_model(build_prompt(items))
answers, verdict = validate(items, raw)
if verdict == "ok":
return answers, {"attempts": attempt, "verdict": verdict, "fallback": False}
out = {}
for item in items:
raw = call_model(build_prompt([item]))
answers, verdict = validate([item], raw)
out[item.id] = answers[item.id] if verdict == "ok" else None
return out, {"verdict": "fallback_single", "fallback": True}
python batch_harness.py --input items.jsonl --batch-size 2 --ledger runs/ledger.jsonl
tail -n 3 runs/ledger.jsonl
{"batch": ["9f2c41ab07de", "41ab9f2c07de"], "attempt": 1, "verdict": "set_mismatch", "extra": ["7d10c3a1f0b2"], "fallback": true, "model_string": "<record what you actually got>"}
The ledger excerpt above is illustrative — the values are placeholders, and the deliverable is the columns, not the numbers. Record the model string you actually received, because free access is not the same thing as a pinned version, and a drifting model is a variable you want in the log.
The run sheet I would keep
ColumnWhy it earns its placebatch (sorted ids)Reproducing a failure needs the exact inputs, not the item countattemptTells you whether retries are rare or structuralverdictDistinguishes not_json from set_mismatch, which are different bugsextra / missingThe invented ids are the signal that the prompt driftedfallbackA rising fallback rate means the batch size is too aggressive
And a decision table for batch size, which is really a question about failure cost:
What I would repeat, and what I would not
I would repeat the input-derived id and the strict set-equality check on day one, not day two; both are ten lines and they replace a whole class of late-night doubt. I would repeat keeping every model call behind one function, because it made the fallback trivial to write. I would not repeat starting at batch size two before watching a hundred single-item calls go through cleanly. The boring baseline is what tells you whether batching is safe for your particular items.
Who should not do this
The harness does not know whether an answer is correct — it only knows that every id it sent came back once. That is a smaller promise than it sounds, and it is the one I can actually keep. If you run this drill on the free model access, start at batch size one and let the ledger tell you when two is safe.#python #ai #testing #debugging #software #coding #development #engineering #inclusive #community
48-Hour Field Notes: I Batched Two Items Per Call and Lost Track of Which Answer Belonged to Which Input