I’ve been playing Dungeons & Dragons for a while now, and one of the things I’ve discovered is that being a Dungeon Master involves a surprising amount of administrative work.

You have to keep track of characters, manage combat, remember whose turn it is, organize your campaign, communicate with players, and somehow keep an entire fictional world running while everyone else is figuring out whether they want to attack the goblin or try to befriend it.

And as someone who loves programming, I inevitably started thinking: I could build something to make this easier.

So that’s what I’ve been working on.

It’s called GM Console, a web application designed to help Dungeon Masters run their campaigns, organize their players, and manage the mechanics of D&D without getting in the way of actually playing the game.

And because I’m a huge nerd, I built the backend using Rust and WebSockets.

How GM Console Works · GM Console

More on that in a moment.

The Problem With Running D&D

Dungeons & Dragons is an incredible game because almost anything can happen.

Unlike a video game, where your choices are limited to whatever the developers anticipated, D&D gives players the freedom to do practically anything they can imagine.

Want to negotiate with the bandits instead of fighting them? Sure.

Want to climb onto a rooftop and attack an enemy from above? Go ahead.

Want to attempt something so ridiculous that your Dungeon Master has to stop the game for five minutes to figure out what rule might possibly apply?

That’s D&D.

But behind all that creativity, there’s quite a bit of bookkeeping.

As a Dungeon Master, I want to spend my time describing interesting places, creating memorable encounters, and reacting to the ridiculous ideas my players come up with.

I don’t particularly want to spend that time figuring out whose turn comes next in combat.

There are plenty of existing D&D tools out there, but many of them are either extremely complicated, focused on character creation, or designed around fully virtual tabletop experiences.

I wanted something different.

A lightweight console that helps you actually run the game.

Not a replacement for D&D. Not a video game. Just a useful companion that handles the organizational work.

Campaigns, Players, and Everything in One Place

At its core, GM Console allows Dungeon Masters to create and manage campaigns.

You can set up a campaign, invite other people to participate, and keep everyone connected.

Instead of organizing your game across various messaging applications, spreadsheets, notes, and websites, the idea is to give you a centralized place for managing the campaign.

Players can communicate with each other, and the Dungeon Master has a convenient way to manage the group.

This is especially useful for ongoing campaigns where the same characters might be adventuring together for months or even years.

A D&D campaign can become quite complicated over time. Characters develop relationships, acquire equipment, level up, and get involved in stories that become increasingly elaborate.

Having a single place to manage the group makes the whole experience easier.

And importantly, it’s designed to work whether you’re playing around a physical table or with friends remotely.

Combat Initiative That Everyone Can Follow

One of the features I particularly wanted was a better way to handle initiative.

If you’ve played D&D, you know the routine.

Combat starts. Everyone rolls initiative. The Dungeon Master writes down a bunch of numbers, puts everyone in order, and then starts calling out turns.

Eventually someone asks, “Wait, is it my turn?”

Or someone goes to the bathroom and returns with absolutely no idea what’s happening.

Or the Dungeon Master accidentally skips someone because there are twelve combatants and three of them are goblins with suspiciously similar names.

GM Console helps solve this.

Players can see their position in the combat initiative order, making it easier to understand when their turn is coming up.

This is particularly useful because players can start planning what they want to do before their turn actually arrives.

Instead of waiting until the Dungeon Master calls their name and then spending several minutes deciding what spell to cast, they can see where they are in the order and prepare.

For the Dungeon Master, keeping track of initiative becomes much more convenient.

And because the application is designed around real-time communication, information can stay synchronized between participants.

That brings me to one of my favorite parts of this project.

Why I Used Rust for the Backend

I love Rust.

There, I said it.

I’ve worked with quite a few programming languages over the years, including Ruby, PHP, JavaScript, and others. They all have their strengths, and I’ve built plenty of useful applications with them.

But there’s something particularly satisfying about Rust.

Rust is a systems programming language designed around performance, memory safety, and reliability.

It gives developers extremely fine control over how their software operates without requiring the same kinds of compromises traditionally associated with lower-level programming.

Its ownership and borrowing system can be challenging at first, but once you get accustomed to thinking in Rust, it becomes an incredibly enjoyable language to work with.

For GM Console, I wanted a backend that could handle persistent connections efficiently and communicate with users in real time.

Rust seemed like a natural choice.

Was Rust strictly necessary for a D&D campaign management application?

Probably not.

Could I have built the whole thing with Ruby on Rails?

Absolutely.

But part of the fun of building software is choosing technologies you enjoy working with.

And I really, really enjoy Rust.

There’s something wonderful about having a fast, efficient backend where the compiler catches entire categories of potential errors before your application ever runs.

WebSockets Make Everything Feel Immediate

The other major technical decision was using WebSockets.

Normally, when you interact with a traditional website, your browser sends a request to the server and waits for a response.

That’s perfectly fine for most web applications.

But tabletop games are interactive experiences, and I wanted GM Console to behave more like a live session than a collection of static pages.

WebSockets allow the browser and server to maintain an ongoing connection, exchanging information as things happen.

Instead of requiring players to refresh their browsers whenever something changes, the application can communicate updates in real time.

Imagine you’re in the middle of combat.

The Dungeon Master advances the initiative order.

Your screen updates.

You immediately know that your turn is approaching.

Or imagine you’re participating in a campaign with people in different locations. Real-time communication helps everyone remain connected to what’s happening.

The combination of Rust and WebSockets gives me a technical foundation I can build on as the application grows.

It’s also been a fun engineering challenge.

I enjoy working on software where the technical architecture actually contributes to the experience people have using it.

Your Players Don’t Even Need the App

One of my most important design decisions was that not everyone needs to use GM Console for it to be useful.

This might sound like a small thing, but I think it’s incredibly important.

When you’re a Dungeon Master, you’re already asking your players to commit several hours to a game, learn the rules, create characters, and show up regularly.

The last thing I want is to require every single person to sign up for another service just to participate.

Some players love technology. They’ll bring a laptop, tablet, and phone to every session.

Other players just want a pencil, a character sheet, and some dice.

Both approaches are perfectly valid.

GM Console is designed to accommodate that.

A Dungeon Master can use the application to manage the campaign even if some players never interact with the software themselves.

Players who want the additional convenience can participate digitally, while everyone else can continue playing the traditional way.

This also means the application can be useful for in-person campaigns without requiring everyone to sit around staring at screens.

In fact, one of my goals is to make it easier for people to spend less time dealing with the mechanics and more time enjoying the game.

Building the Tool I Actually Want to Use

Something I’ve learned from developing software over the years is that building an application for yourself can be a great way to figure out what features actually matter.

I’m not approaching GM Console by trying to recreate every feature offered by every other D&D application.

Instead, I’m thinking about the things that are annoying when I’m actually running a game.

What slows down combat?

What information do I wish my players could see?

What would make organizing campaigns easier?

What tasks could software handle without interfering with the storytelling?

Those questions guide the development process.

I also want the interface to be approachable.

Not every Dungeon Master is a programmer. Not everyone wants to spend an afternoon configuring a complicated virtual tabletop before their friends arrive.

Ideally, GM Console should be something you can open, create a campaign, invite people to, and start using without needing to study a manual.

The technology behind the application can be complicated.

The experience of using it shouldn’t be.

D&D Is Still About the People at the Table

One thing I want to emphasize is that I don’t think Dungeons & Dragons needs more technology to be enjoyable.

People have been playing tabletop roleplaying games with pencils, paper, dice, and imagination for decades.

And that works wonderfully.

The best moments in D&D aren’t usually about the rules or the software.

They’re about the decisions people make, the stories they create together, and the unexpected things that happen along the way.

A player comes up with a clever solution you never anticipated.

Someone rolls a natural 20 at exactly the right moment.

An encounter you expected to last five minutes somehow turns into the central story of the entire campaign.

That’s why I love D&D.

I don’t want software to replace any of that.

I want software to make those experiences easier to organize and enjoy.

If GM Console saves the Dungeon Master a few minutes of bookkeeping during combat, that’s a few more minutes everyone gets to spend actually playing.

If it makes running a campaign less intimidating for someone who’s never been a Dungeon Master before, even better.

What’s Next?

GM Console is a project that combines two things I really enjoy: tabletop gaming and software development.

It gives me an opportunity to experiment with Rust, build real-time systems using WebSockets, and create something practical for a hobby I care about.

My approach is to keep making the application more useful while preserving the simplicity that motivated me to build it in the first place.

I want it to be a tool that Dungeon Masters enjoy opening, rather than another piece of software they feel obligated to manage.

And if I get to write more Rust along the way, that’s a pretty good bonus.

Ultimately, GM Console is about making D&D easier to run, not changing how people play it.

Because the important part of Dungeons & Dragons isn’t the software.

It’s getting people together, rolling some dice, and seeing what happens next.

Oct 1, 2026 · @Ryan Kopf

If you have ever run a conference, you know the event day is only the final culmination of weeks and weeks of planning and organizing. The real job is the patchwork of tools you stitch together to make it happen: one site for tickets, a spreadsheet for the vendor floor, a shared doc for panel submissions, another spreadsheet for the schedule, and a pile of emails holding everything together.

Every one of those tools works fine on its own. The trouble begins in the gaps between them. A vendor pays for a booth, but nobody updates the floor plan. A panelist submits a session, but it sits in an inbox for two weeks. A promo code gets shared on social media and used 400 times when you meant it for 40 people. By the week of the event, the organizer is the only system that knows how everything connects, and that is a fragile system.

Tixily is built to close those gaps. It puts the three jobs that eat the most organizer time into one platform:

• Ticket selling with promo codes, one-time-use codes, sales tracking, and payouts straight to your PayPal account
• An exhibit hall maker where you upload your venue map, set its real dimensions, and lay out booths on top of it
• A scheduler that collects event submissions from your community and lets you place them into your programming grid

This article walks through each of those features, explains why they matter, and covers the kinds of conferences that get the most out of them. If you are planning an event with paid admission, a show floor, and a multi-track schedule, Tixily is worth a serious look.

Ticket selling that puts you in control

Ticketing is where your revenue lives, so it is where control matters most. Tixily gives you the tools to price creatively, protect your discounts, and see exactly how sales are moving.

Plus Tixily is a conscious platform that uses Rust, a language that’s good for the environment.

Promo codes for every campaign

Discounts are one of the most effective levers an organizer has. A code for early birds, another for a partner organization, another for a podcast sponsor, another for a flash sale on a slow Tuesday. With Tixily you can set up promo codes for each of these and keep them separate, so you always know which campaign brought in which buyers.

That separation is the real value. When a sponsor asks how many tickets their audience bought, you have an answer. When you plan next year’s marketing budget, you know which channels actually converted instead of guessing.

AI tool that will answer emails for you.

One-time-use codes that cannot leak

General promo codes are great for marketing, but they have a weakness: anyone who sees them can use them. Post a code in a private group chat and it can end up on a coupon site by morning.

One-time-use codes, called ‘Coupons’ on Tixily, solve this. Each code works once and then it is done. That makes them the right tool for:

• Comp tickets for guests, speakers, and press
• Staff and volunteer passes where every badge should be accounted for
• Contest prizes and giveaways where you promised one free ticket, not unlimited free tickets
• Refund replacements when you need to reissue access to a specific person

You hand out exactly as many free or discounted admissions as you intend to, and not one more.

Sales tracking you can actually use

Tixily tracks your sales as they happen, so you are not waiting on a weekly export to know where your ticket sales are at for the week. That matters at every stage of planning. Early sales tell you whether your pricing is right. Mid-cycle sales tell you whether a marketing push worked. Late sales tell you how many badges to print, how much staff to schedule at registration, and whether you need to talk to the venue about capacity.

Organizers who watch their numbers are able to make better decisions. Tixily keeps those numbers in front of you, front and center.

Paid directly to your PayPal account

Money from ticket sales goes into your PayPal account. For small and mid-sized organizers, that is a big deal. Cash flow is the hardest part of running an event, because venue deposits, insurance, and guest travel all come due long before the doors open. Getting paid to an account you already use means your ticket revenue is available to cover those costs, without a separate merchant setup to manage.

The exhibit hall maker: your floor plan, to scale

For many conferences, the exhibit hall pays a large share of the bills. Vendor and sponsor booths can rival ticket revenue, and they carry more logistics. Every booth has a size, a location, a neighbor, and a power drop. Get the layout wrong and you either leave money on the table or end up with two exhibitors fighting over the same 10 feet of carpet.

Most organizers handle this with a PDF from the venue and a lot of hand-drawn rectangles. Tixily’s exhibit hall maker replaces that with a proper tool.

How it works

1. Upload a background map. Start with the floor plan your venue already gave you, whether that is a hotel ballroom diagram, a convention center hall map, or a sketch of a school gym.
2. Set the dimensions. Tell Tixily how big the space really is. Once the map knows its real-world size, everything you place on it is to scale.
3. Lay out your booths. Place booths on top of the map where they actually go, sized correctly relative to the room, the doors, and the pillars.

Why scale matters

Setting real dimensions sounds like a small detail, but it is the difference between a map that doesn’t actually fit and a plan you can trust. When the map is to scale, a 10x10 booth looks like a 10x10 booth. You can see whether an aisle is wide enough for foot traffic and fire code before you sell the space. You can tell whether that corner by the loading dock really fits a 10x20 or only looked like it would.

That accuracy pays off in three places:

• Selling space. You know exactly how many booths fit, so you can price and sell inventory with confidence instead of holding some back “just in case.”
• Working with the venue. A to-scale layout is far easier for a venue’s event services team to approve, and far easier for your decorator or setup crew to follow.
• Load-in day. When exhibitors arrive, their spot is where the map says it is. Fewer disputes, fewer moved tables, a calmer morning.

If your event has even a dozen tables, a real floor plan tool saves hours. If it has a few hundred, it is hard to imagine running without one.

The scheduler: from submissions to a finished grid

The program is what attendees come for. It is also, for most organizers, the most chaotic part of planning. Panel ideas arrive by email, DMs, web forms, and conversations in hallways. Someone has to collect them, decide which ones make the cut, and then fit them into rooms and time slots without double-booking a speaker or putting two big draws against each other.

Tixily’s scheduler handles both halves of that job, so you can focus on producing a fun or useful event.

Scheduling Software for Events - Tixily

Let your community submit events

People can submit events to you directly through Tixily. Instead of chasing proposals across five inboxes, every submission lands in one place, in a consistent format. That makes review faster and fairer. You can compare proposals side by side, and nothing gets lost because it was sent to the wrong address.

Open submissions also help your event grow. Many of the best sessions at community-driven conferences come from attendees and fans, not the organizing team. Making it easy to pitch means you hear from more people, and your program gets broader and more interesting as a result.

Place approved events into the schedule

Once you know what is running, you place those events into your schedule. Submissions and scheduling live in the same system, so an approved panel goes straight from the review pile onto the grid without retyping titles, descriptions, and names into a separate tool.

That single source of truth prevents the classic scheduling errors:

• A panel title that was updated in the email thread but not on the printed schedule
• A session that got approved but never made it onto the grid
• A late change that reached the website but not the staff running the room

Why it matters on show day

A clean schedule is not just an organizer convenience. It is an attendee experience. People plan their whole day around it. When it is accurate and easy to read, attendees find the sessions they care about, rooms fill the way you expected, and your panelists play to a full house instead of an empty one.

Which conferences fit Tixily best

Tixily really excells when an event has all three pieces: paid admission, a floor with vendors or sponsors, and a schedule built from many sessions. Here are the kinds of events where that combination shows up most.

Fan conventions

Anime, comic, gaming, sci-fi, and pop culture conventions are close to a perfect match. They sell multiple badge types, lean heavily on promo codes and comps for guests and staff, run large dealer halls and artist alleys, and build programming from hundreds of fan-submitted panels. Every Tixily feature gets a daily workout at a fan con.

Trade shows and industry expos

Trade shows live and die by the exhibit floor. A to-scale hall map helps you sell booth space accurately and present a clean layout to exhibitors deciding where to buy. Add a speaker track or education sessions and the scheduler takes care of the rest.

Professional and academic conferences

These events depend on a call for proposals. Letting presenters submit sessions through the platform, then placing accepted talks into tracks and rooms, replaces a lot of spreadsheet wrangling. One-time-use codes are ideal for speaker registrations and member pricing that should not spread.

Tech conferences and developer meetups

Talk submissions, sponsor booths, and tiered tickets with early-bird pricing are standard here. Tracking which promo codes came from which community partner helps organizers prove value to sponsors and plan the next round of outreach.

Hobby and maker events

Tabletop gaming conventions, maker faires, craft shows, model train expos, and car shows all mix vendors, demos, and scheduled activities. Game sessions and workshops can be submitted by community members and slotted into the schedule, while the hall maker keeps the vendor floor organized.

Craft fairs, art markets, and festivals

Even events with a lighter program benefit from the exhibit hall maker and clean ticketing. If you are placing 60 artisans in a fairground building and selling weekend passes, you need both.

Smaller community events

You do not need 10,000 attendees to need good tools. A first-year convention in a hotel ballroom, a regional workshop, or a nonprofit summit all benefit from collecting payments directly, controlling discounts, and keeping submissions in one place. Starting on a real platform also means you will not have to switch systems once the event grows.

Why one platform beats a patchwork

Any one of these features could be replaced by a standalone tool. The case for Tixily is what happens when they live together.

Fewer handoffs. Every time data moves from one tool to another, someone has to move it, and sometimes they forget. Keeping tickets, the floor, and the program in one place cuts out most of that copy-and-paste work.

Fewer logins and fewer bills. Organizers often pay for a ticketing service, a floor plan tool, and a submissions form builder separately. Consolidating means one account to manage and one system to train your team on.

A clearer picture of your event. When sales, booth layout, and programming sit side by side, you see the whole event at once. You can tell whether a sold-out vendor hall lines up with ticket demand, or whether your schedule has enough content for the crowd you are on track to draw.

Easier handoffs between team members. Conferences are run by teams, often volunteer teams that change from year to year. A shared platform means the next registration lead or programming chair is not starting from a folder of mystery spreadsheets.

Getting started

Planning a conference is hard enough without fighting your tools. Tixily brings ticket sales, promo and one-time-use codes, live sales tracking, PayPal payouts, a to-scale exhibit hall maker, and a submission-driven scheduler into a single platform built for organizers.

Whether you are launching a first-year fan convention or running an established trade show, the path is the same: set up your tickets, upload your venue map, open submissions, and start building your event in one place.

Visit Tixily.com to set up your next event.

The most useful way to think about a QR code menu is not as a substitute for a restaurant’s staff, but as another entrance to the menu. A customer scans a small code with a phone and immediately sees current dishes, prices, descriptions, photographs, options, and other information. There is no application to install and no need to search for the restaurant’s website. When implemented properly, this simple step eliminates several small delays throughout a meal. Guests do not have to wait for a menu, ask whether an item is still available, or struggle to read a worn takeout sheet. Servers spend less time distributing, collecting, cleaning, and replacing menus. Management can update information without printing another batch.

Restaurants that want to introduce this experience without adopting an expensive, complicated restaurant technology package can create a free digital menu through https://waiterassistant.com/free-qr-menus . The service is designed to give restaurants a practical QR menu rather than force them into a large point-of-sale subscription, proprietary payment system, or percentage-based ordering arrangement. A restaurant can make its menu easier to access while preserving its existing service style, employees, payment system, and relationship with its customers.

The Best Restaurant Technology Removes Friction

Restaurant technology is often sold as a transformation of the entire business. Owners are told that they need a new point-of-sale system, new payment terminals, new handheld devices, new kitchen screens, a new loyalty program, a new online ordering system, and a new subscription covering everything. That approach can make sense for a growing chain with standardized operations and a technology budget. It is not automatically the best answer for an independent café, neighborhood bar, family restaurant, food truck, bakery, or small counter-service operation.

Sometimes the best technology solves one specific problem well.

A QR code menu solves the problem of providing fast, direct access to accurate menu information. It does not have to control payroll, inventory, employee scheduling, payment processing, customer data, reservations, marketing, and delivery. It can simply make the menu more useful.

That narrower purpose is important because restaurants are already complicated businesses. Every added system creates another account, another password, another contract, another bill, another integration, and another potential failure point. Owners should not need to rebuild their operations just to let a guest see the lunch menu on a phone.

A digital menu can improve service before the customer even arrives. People frequently examine a menu while deciding where to eat. They may want to know whether the restaurant has vegetarian food, children’s meals, gluten-conscious choices, affordable appetizers, or dishes suitable for someone with an allergy. A menu that loads clearly on a phone helps customers make that decision. It can reduce uncertainty and make a small restaurant appear organized, accessible, and prepared.

Once guests arrive, the same menu continues to help. A code can be placed near the entrance, at the host stand, on tables, at the bar, on a counter, in hotel rooms, on signs, or inside takeout packaging. Instead of depending on one physical object, the menu becomes available wherever it is useful.

Faster Access Does Not Mean Rushed Service

A common misunderstanding is that QR code menus are meant to hurry customers through a restaurant. They can increase speed, but speed and pressure are not the same thing.

Good service gives customers control over the pace of their experience. Some people want to sit down, speak with a server, order drinks, ask questions, and slowly consider their meal. Others already know what they want and do not want to wait several minutes for a menu. A QR code menu accommodates both groups.

At a busy restaurant, the first delay often happens before a server has done anything wrong. Several tables may be seated at once. The host may be helping a large party. A server may be carrying food or processing another table’s payment. Even when the staff is working efficiently, a new guest can spend several minutes waiting for basic information.

With a QR code on the table, the customer can begin looking immediately. By the time the server arrives, the guest may be ready to order a drink or ask a meaningful question. The initial interaction becomes more productive.

This does not require eliminating printed menus. In many restaurants, the strongest model is a hybrid one: offer paper menus to guests who prefer them and place a QR code on the table for anyone who wants immediate access, larger text, more details, or the latest version. A digital menu should expand the customer’s options, not restrict them.

That distinction matters because poorly implemented QR systems have generated legitimate criticism. Some restaurants removed every paper menu, uploaded difficult-to-read PDF files, required account creation, or made guests navigate slow ordering platforms filled with pop-ups and upsells. Some diners understandably felt that they were being asked to perform work that had previously been part of the service.

The problem in those situations was not the QR code. The problem was a poor guest experience.

A good QR menu loads quickly, is designed for a phone, presents information clearly, and does not demand unnecessary personal information. It should not make customers pinch and zoom a photograph of a printed menu. It should not force them to create an account merely to see what food is available. It should not obscure prices or make ordinary navigation difficult.

The Wall Street Journal has reported that some restaurants returned to paper menus after customers objected to clumsy digital experiences, while other operators retained QR codes for particular situations such as lunch reorders, takeout, special events, or detailed wine information. That response supports a practical conclusion: QR menus work best when restaurants use them deliberately rather than treating them as a universal replacement for every part of service.

QR Codes Are Already Familiar in Much of Asia

For many American customers, restaurant QR codes became highly visible during the COVID-19 pandemic. In other parts of the world, QR technology had already become part of ordinary commercial life.

East Asian countries developed extensive QR-based payment systems because the technology offered a relatively inexpensive connection between smartphones, merchants, banks, and payment platforms. Research from the Federal Reserve Bank of Kansas City has examined the growth of QR mobile payments in China and initiatives in Japan, Singapore, and Hong Kong. These systems demonstrated that a printed code could provide even a small merchant with access to digital commerce without requiring the same type of card terminal infrastructure traditionally used in the United States.

China is the most prominent example. QR codes became closely associated with everyday payment through platforms such as Alipay and WeChat Pay. Street vendors, taxis, restaurants, markets, and retailers could display codes that customers scanned with phones. India also experienced enormous QR growth through its digital payment ecosystem, particularly the Unified Payments Interface. Across Southeast Asia, countries including Thailand, Indonesia, Malaysia, Singapore, Vietnam, and the Philippines have expanded interoperable or nationally supported QR payment networks.

The precise systems differ from country to country, and a payment code is not identical to a menu code. However, the cultural effect is related: customers become accustomed to scanning a code as an ordinary way to interact with a business. The code is not treated as an unusual technical feature. It is simply a fast connection between the physical location and digital information.

Market research continues to identify Asia-Pacific as the leading region for QR payment adoption. One recent market analysis estimated that the region accounted for 29 percent of global QR payment market revenue in 2024, with smartphone adoption and the spread of digital payments in countries such as India contributing to growth.

Restaurants in Asia also use QR codes for more than payment. Depending on the establishment, guests may scan to browse the menu, order individual items, call a server, join a queue, obtain a receipt, collect loyalty rewards, or divide a payment. These features are especially useful in high-density urban environments where restaurants serve many customers in limited spaces.

The lesson for restaurants elsewhere is not that every Asian restaurant uses QR codes or that every American restaurant should copy a particular system. The lesson is that scanning can become a normal part of hospitality when it is fast, useful, and integrated with the way people already behave.

A QR menu should not feel like a technology demonstration. It should feel as ordinary as reading a sign.

Helping Small Restaurants Feel More Personal

Large restaurant chains can create consistency through extensive training programs, custom applications, corporate marketing teams, and carefully standardized environments. Independent restaurants have a different advantage: personality.

The owner may be present every day. The recipes may come from a family member. The bartender may know the regular customers. The restaurant may have a story connected to a neighborhood, culture, or particular style of cooking. A good digital menu can help communicate that personality rather than suppress it.

A printed menu has limited space. Every additional sentence makes the page more crowded and increases printing costs. A digital menu can include helpful detail without turning the main presentation into a wall of text.

A family-owned Mexican restaurant can explain the regional origin of a mole recipe. A Japanese restaurant can describe the difference between several types of ramen broth. A bakery can identify which items are made that morning. A brewery can provide tasting notes for rotating beers. A diner can tell customers that pies are made in-house. A food truck can update its location and sold-out items. A café can introduce the local roaster that supplies its coffee.

These details make the business feel more human.

A digital menu can also help employees tell the restaurant’s story consistently. Servers do not need to repeat every piece of background information to every table. Instead, the menu can provide a foundation, and the server can add personal recommendations or answer deeper questions.

This can be especially valuable for a small restaurant with limited staffing. A single employee may be greeting customers, answering the phone, packaging takeout orders, filling drinks, and running food. A QR menu gives customers useful information while that employee finishes another task. When the employee returns, the conversation can focus on hospitality rather than administrative details.

For example, compare two interactions.

In the first, a customer waits for a menu, asks whether breakfast is still available, asks what comes with a particular dish, asks whether the price shown online is current, and then learns that the item is sold out.

In the second, the customer scans the menu, sees the current breakfast hours, reads the side options, sees the current price, and notices that a sold-out item has been marked unavailable. When the server arrives, the customer asks, “Which do you prefer, the corned beef hash or the biscuits and gravy?”

The second conversation is more personal, not less. Technology handled the repetitive facts so that the human interaction could involve judgment and personality.

Servers Remain Essential

The phrase “contactless service” created the impression that the purpose of restaurant technology was to eliminate contact between employees and guests. That framing was understandable during a public health emergency, but it is not a strong long-term vision for hospitality.

Most restaurants do not succeed because they prevent human interaction. They succeed because they make interaction better.

Servers do much more than deliver menus and record orders. They welcome customers, read the mood of a table, explain unfamiliar dishes, notice dietary concerns, coordinate timing, resolve problems, recommend drinks, recognize celebrations, and create the feeling that someone is taking responsibility for the experience.

A QR code cannot determine that a couple wants privacy. It cannot notice that a child is becoming impatient. It cannot recognize that a guest appears uncertain about an ingredient. It cannot recover gracefully when the kitchen makes a mistake. It cannot remember a regular customer’s favorite drink or sincerely welcome someone back.

The goal should therefore be to preserve the parts of service that require a person while reducing tasks that consume time without contributing much hospitality.

Distributing menus is necessary, but it is not usually the most valuable use of a skilled server’s time. Neither is retrieving another menu because one guest cannot read the small print. Repeating the same list of draft beers to twenty tables may be unavoidable, but it does not need to be the only way customers can access that information.

When a QR menu carries the routine information, servers gain more opportunities to perform the work that earns appreciation.

Customers Can Still Tip Their Servers

Some restaurant employees worry that digital menus will reduce tips because customers may feel that they received less service. That concern should be taken seriously. A restaurant should not install a QR code and then disappear from the dining room.

Tipping generally reflects the customer’s perception of the overall experience. The menu format is only one part of that experience. A guest can scan a menu and still receive attentive, friendly service throughout the meal.

The server can greet the table, explain that paper menus are available, answer questions, take the order, check on the food, refill beverages, suggest another round, bring condiments, clear dishes, offer dessert, and process payment. The fact that a guest first viewed the menu on a phone does not erase those contributions.

In fact, a well-run QR menu can support higher-quality service. The server has more time to monitor tables and respond quickly. Menu information is more accurate, reducing disappointment and awkward corrections. Guests can see better descriptions, which can lead to more confident orders. The server can devote attention to recommendations instead of reciting basic information.

Digital systems can also display clear tipping options when payment is handled electronically, but restaurants should be thoughtful about how they present them. Aggressive tip prompts can create resentment, especially in environments where customers performed most of the ordering and pickup themselves. The restaurant should make sure that the requested tip is consistent with the level of service provided.

There is some evidence that QR design can influence tipping behavior. A 2025 hospitality study examined the relationship between QR code features and tipping in limited-service restaurants, illustrating that the design and context of the digital interaction matter rather than producing one automatic result.

The practical answer is straightforward: do not use a QR code as an excuse to withdraw service, and customers will still have reasons to value and tip the people serving them.

Restaurants should also communicate clearly. A server might say, “You can scan the code to see the menu, but I’m here to answer questions and take care of you.” That one sentence establishes that the phone is a convenience, not a replacement for the server.

Immediate Menu Updates Prevent Bad Experiences

Printed menus become inaccurate surprisingly quickly. Ingredient costs change. Seasonal dishes rotate. Beer kegs empty. Daily specials expire. Suppliers miss deliveries. A kitchen may run out of one item during the dinner rush. Management may change a price but forget that older menus remain at the bar, in the takeout area, or inside hotel rooms.

Each inconsistency creates the possibility of an uncomfortable interaction.

A customer may choose a restaurant because of an item that is no longer available. A server may have to explain that a price increased even though the customer is holding a menu with the old price. An employee may take an order and return several minutes later to announce that the kitchen sold the final portion earlier.

A digital menu can be updated centrally. The next customer who scans it sees the new information.

This capability is particularly useful for restaurants with frequent changes. Food trucks may alter their menus based on location or inventory. Bars rotate taps. Cafés offer daily pastries. Seafood restaurants depend on market availability. Farm-to-table restaurants adjust dishes around seasonal ingredients. Event concessions may sell through limited quantities quickly.

Accuracy is a form of hospitality. Customers do not enjoy being told that the information in front of them is wrong. Employees do not enjoy delivering that message.

A current menu reduces those moments.

Digital updates also make experimentation easier. A restaurant can test a weekend special without designing and printing an insert. It can add a seasonal drink, feature a high-margin appetizer, or revise a confusing description. Management can respond to recurring customer questions by improving the menu itself.

Printed menus can still remain in circulation, but the QR version can serve as the most current source.

Better Information for Allergies and Dietary Preferences

Dietary questions have become a major part of restaurant service. Customers may avoid ingredients because of allergies, medical restrictions, religion, ethics, or personal preference. They may be looking for vegetarian, vegan, halal, kosher-style, gluten-conscious, low-sodium, dairy-free, or nut-free choices.

Restaurants must be careful not to promise safety they cannot guarantee. A digital menu does not eliminate cross-contact or replace a conversation with trained staff. However, it can make useful information easier to find and encourage guests to ask the right questions.

A physical menu may have room for a few icons. A digital menu can provide descriptions, ingredient notes, and explanations of what an icon means. It can tell guests to speak with a server about allergies. It can identify dishes that can be modified and distinguish them from dishes that cannot.

This improves service for both customers and employees. Guests can narrow their options before the server arrives. Servers spend less time searching for basic ingredient information and more time confirming important details with the kitchen.

Digital menus can also support multiple languages more easily than printed menus. A restaurant serving tourists or a multilingual community can provide translated menu information without printing several separate versions. Even when automated translation is imperfect, a professionally translated menu can make the restaurant more welcoming and reduce ordering mistakes.

Again, the technology supports the interaction. It does not replace the server’s responsibility to listen carefully and communicate with the kitchen.

Lower Printing Costs and Less Waste

Menu printing is not always a major expense, but it becomes significant when a restaurant changes prices or offerings frequently.

A professionally designed, durable menu can cost considerably more than an ordinary sheet of paper. Restaurants may use laminated pages, menu covers, folded takeout menus, table tents, inserts, disposable menus, or specialty materials that match the brand. When information changes, some or all of those materials become obsolete.

Small restaurants often respond by postponing updates. They cross out prices, place stickers over old information, insert loose sheets, or continue distributing menus that contain unavailable items. These fixes are understandable, but they can make the business appear less organized.

A QR menu separates the access point from the information. The restaurant can print a durable code once and change the menu behind it as needed. The same table sign remains useful through price changes, seasonal menus, and rotating specials.

This does not mean a restaurant must eliminate attractive printed menus. Fine-dining restaurants, cocktail bars, and other concepts may consider a physical menu part of the experience. They can continue investing in that presentation while using a QR code for supplemental information or rapid updates.

A wine list is a good example. A restaurant may present a concise printed list while using a QR code for producer histories, region maps, vintage notes, and current bottle availability. The physical menu establishes the atmosphere; the digital version provides depth.

The result is not paper versus technology. It is using each medium for what it does best.

The Cost of Large Restaurant Platforms

Restaurant technology companies such as Square and Toast provide substantial capabilities. They can combine point-of-sale software, payment processing, online ordering, hardware, employee tools, reporting, loyalty programs, kitchen displays, and other services. For many restaurants, those integrated systems are useful.

However, a restaurant that only wants a better menu should understand the difference between adopting a simple tool and joining an entire commercial platform.

Square currently advertises a free restaurant point-of-sale tier, a Plus tier at $49 per month per location, and more extensive premium options. Square’s published pricing also includes transaction processing charges. Its October 2025 pricing announcement listed in-person processing of 2.5 percent plus 15 cents for the $49-per-month Plus plan and 2.4 percent plus 15 cents for the $149-per-month Premium plan. Square states that its restaurant plans do not require locked-in contracts, so it would be inaccurate to describe every Square account as contractually trapped. Still, a restaurant that builds its ordering, payments, customer records, loyalty system, hardware, and reporting around one provider can face practical switching costs even without a formal long-term contract.

Square also charges separately for certain components. Its kitchen display system, for example, is currently listed at $30 per month per device with Square Plus or $20 per month per device with Square Premium, and it requires an eligible paid subscription. Costs can accumulate as a restaurant adds locations, screens, employee features, marketing tools, loyalty functions, or other services.

Toast similarly offers restaurant-focused packages, including an entry option advertised at $0 per month and paid configurations with additional features. Its July 2026 pricing information lists hardware and implementation as potential upfront costs and offers financing or pay-as-you-go arrangements for some packages. Toast’s payment processing rates may be customized to the restaurant rather than reduced to one universal public rate.

These companies are not charging money without providing value. They have developed hardware, software, support operations, payment infrastructure, reporting, and restaurant-specific features. The important question is whether a restaurant needs the complete package.

A small restaurant may already have a cash register or payment terminal that works. Its owner may be satisfied with the current processor. The kitchen may not need another screen. The restaurant may not have a loyalty program or multiple locations. It may simply need an attractive mobile menu that can be updated without reprinting.

In that situation, adopting an entire POS ecosystem to obtain QR functionality can be disproportionate.

Payment Processing Is Where “Free” Becomes Expensive

Many restaurant technology platforms advertise free or low-cost software because payment processing produces ongoing revenue. Instead of charging only for the software, the provider receives a percentage and fixed amount from transactions processed through its system.

This model can make advanced technology accessible without a large initial purchase. It can also make the true cost less obvious.

A fee of roughly two or three percent may seem small when considering one order. Across hundreds of thousands of dollars in annual card sales, small differences become substantial.

Consider a restaurant processing $500,000 in card transactions annually. A difference of only 0.3 percentage points equals $1,500 per year, before considering fixed per-transaction charges, subscriptions, hardware, optional modules, chargebacks, instant transfer fees, or online ordering rates.

Per-transaction charges matter especially for restaurants with small average tickets. Fifteen cents is insignificant on a $200 dinner but more meaningful on a $4 coffee. A busy café processing thousands of small purchases may pay a different effective percentage than a restaurant handling fewer large checks.

Integrated processors argue that their model simplifies operations, produces unified reporting, reduces reconciliation work, and helps fund software development. Toast explicitly describes integrated payment processing as a way to reinvest processing revenue into the core POS product.

That explanation reveals the tradeoff clearly. The technology may appear inexpensive because part of its cost is collected from every sale.

Restaurants should calculate total cost rather than focusing only on the monthly subscription. The relevant questions include:

How much will the restaurant pay in percentage fees?

How much will it pay in fixed fees per transaction?

Are online orders charged at a different rate?

Does the restaurant need to use the platform’s processor?

What does the hardware cost?

Are there implementation or installation expenses?

Which features require additional monthly subscriptions?

What happens to customer records and historical data if the restaurant leaves?

Can the restaurant continue using its hardware with another provider?

How difficult will it be to retrain employees and rebuild the menu elsewhere?

A platform can be worthwhile and still create dependence. Once the restaurant’s terminals, orders, menu database, gift cards, loyalty accounts, reports, and staff habits all depend on the same provider, changing systems becomes disruptive. This is practical lock-in rather than necessarily contractual lock-in.

A standalone QR menu takes a different approach. It can improve access to information without claiming control over the transaction. The restaurant continues taking payment however it chooses. The menu provider does not need to receive part of every hamburger, coffee, cocktail, or dessert sold merely because a guest scanned a code.

Restaurants Should Own Their Customer Relationships

A restaurant’s relationship with its guests is one of its most valuable assets.

Large platforms increasingly position themselves between the restaurant and the customer. They host the ordering page, process the payment, store the customer profile, manage rewards, send marketing messages, and sometimes encourage customers to browse other restaurants within the same ecosystem.

This can produce convenience and broader exposure. It can also weaken the restaurant’s control.

The customer may think of the interaction as ordering through an application rather than ordering directly from the restaurant. The platform may determine how the restaurant appears, what information is collected, how promotions work, and which fees are displayed. If the platform changes its pricing or policies, the restaurant must adapt.

A direct QR menu keeps the restaurant’s identity at the center. The guest scans a code belonging to that specific business. The menu reflects the restaurant’s name, style, food, and information. It does not need to become another marketplace listing surrounded by competitors.

For an independent restaurant, this direct connection matters. The business has spent years building local recognition and trust. Technology should reinforce that relationship rather than absorb it.

QR Menus Can Improve Table Turnover Naturally

Table turnover is important, but guests do not want to feel that a restaurant is pushing them out.

QR menus can reduce dead time without making service feel rushed. Customers begin browsing sooner. They may decide more quickly because descriptions and photographs answer basic questions. The server can take the order during the first meaningful visit rather than delivering menus and returning later.

At the end of the meal, a QR code can also provide access to dessert options, after-dinner drinks, takeout information, or payment instructions. Customers do not have to wait simply because the server is helping another table.

Saving a few minutes at several stages can reduce the total time a table remains occupied, particularly during peak hours. The improvement comes from removing delays rather than pressuring the guests.

This distinction protects hospitality. The customer controls when to browse and when to order. The staff remains available. The meal simply contains fewer periods of unnecessary waiting.

Better Service During Staffing Shortages

Restaurants frequently operate with fewer employees than they would prefer. Hiring and retaining experienced staff is difficult, and demand can change sharply depending on weather, events, weekends, and seasonal traffic.

Technology cannot solve an understaffing problem by itself. A restaurant still needs enough people to cook food, maintain cleanliness, respond to guests, and operate safely. However, a QR menu can help a limited staff use its time more effectively.

During a rush, employees are forced to prioritize. Delivering hot food matters more than immediately bringing another menu. Resolving a customer problem matters more than reciting ingredients that could have been listed clearly. Cleaning a table for the next party matters more than replacing a menu that disappeared.

When routine information is always available, staff members can focus on tasks that require physical presence or judgment.

This can make work less frustrating. Servers spend less time running back and forth for basic materials. New employees have a reliable reference. Managers can update information once instead of explaining the same change individually to every worker.

The benefit is not reducing the value of labor. It is avoiding unnecessary labor so employees can apply their abilities where they matter.

Useful Beyond Traditional Restaurants

QR menus are relevant to more than conventional dining rooms.

Food trucks can display a code outside the ordering window so customers browse before reaching the front of the line. This speeds ordering without requiring another employee to distribute menus.

Bars can show rotating beer, wine, and cocktail lists. Customers seated away from the main bar do not have to crowd around a chalkboard.

Hotels can place codes in rooms for restaurant hours, room service options, or nearby food service.

Event venues can offer separate menus for concession stands, bars, VIP areas, and temporary vendors.

Caterers can create menus for specific events without printing large quantities of material that will never be used again.

Pop-up restaurants can establish a professional menu even though the concept operates only for a limited time.

Bakeries can update daily inventory and remove sold-out items.

Coffee shops can provide details about beans, syrups, milk alternatives, and seasonal beverages without crowding a wall menu.

Buffets can explain dishes, identify ingredients, and provide allergy guidance while keeping service areas visually clean.

Even full-service restaurants that prefer printed menus can use QR codes for takeout, catering, private dining, wine details, nutrition information, promotions, or late-night menus.

The technology is flexible precisely because a QR code is only an access point. The restaurant decides what information belongs behind it.

Design Determines Whether Customers Appreciate It

A QR menu should be evaluated from the customer’s perspective.

The code must be large enough to scan easily. It should have sufficient contrast and should not be printed on a reflective or badly curved surface. The area around it should explain what it does. A customer should not have to guess whether the code opens a menu, payment page, social profile, or advertisement.

The menu itself should load quickly. Categories should be obvious. Text should be readable without zooming. Prices should be easy to find. Navigation should not cover the content. Images should be optimized rather than so large that the page loads slowly.

The restaurant should also consider customers with limited cellular reception. Reliable guest Wi-Fi can help in buildings with weak signals. A printed backup should remain available.

Security matters as well. Restaurants should inspect table codes regularly so that someone cannot place a fraudulent sticker over the original. Research has shown that people may scan malicious QR codes and provide credentials when the destination appears convenient or legitimate. A restaurant should therefore use a recognizable web address, avoid unnecessary login prompts, and replace any altered signage immediately.

Accessibility should not be an afterthought. A true web-based menu can work with phone accessibility features more effectively than a scanned image or PDF. Customers may enlarge text, use screen readers, increase contrast, or translate content. The design should use clear headings and actual text rather than embedding essential information inside pictures.

Most failures associated with QR menus are design failures. A useful digital menu is fast, simple, legible, current, and optional.

A Tool for Hospitality, Not a Strategy for Avoiding It

Restaurant owners should reject two extreme positions.

The first is that every restaurant must completely digitize service, remove printed menus, require phone ordering, and automate as much customer interaction as possible.

The second is that QR codes are inherently cold, cheap, or hostile to hospitality.

Neither position reflects how flexible the technology can be.

A QR code can support an impersonal experience when the restaurant uses it to avoid customers. It can also support an unusually personal experience when it handles routine information and gives staff more time to engage.

The difference is management.

A restaurant that installs QR codes should continue greeting guests promptly. Employees should offer paper menus without making anyone feel difficult. Servers should know the menu rather than telling customers to read the phone. Staff should watch for customers who appear confused. The restaurant should maintain accurate information and respond quickly when the system does not work.

Used that way, the QR menu becomes almost invisible. Customers do not spend the meal thinking about the code. They simply receive information sooner and experience fewer delays.

Small Improvements Produce Large Results

Restaurant service is made up of hundreds of small interactions.

A guest finds the menu immediately.

A server does not have to apologize for an outdated price.

A customer with poor eyesight enlarges the text.

A tourist reads a translated description.

A bartender updates a sold-out beer.

A food truck line moves slightly faster.

A café avoids printing another stack of menus.

A server spends an extra minute recommending a dish rather than searching for a clean menu.

None of these changes alone transforms the restaurant. Together, they create a smoother operation.

That is the real value of QR menus. They do not revolutionize service by making hospitality obsolete. They revolutionize service by separating information delivery from human care.

Information can be immediate, consistent, detailed, and available on demand. Hospitality can remain attentive, flexible, personal, and sincere.

The restaurant keeps its servers. Customers can still ask questions. Guests can still tip the people who take care of them. Owners can continue using their preferred payment processors. Independent businesses can gain a modern, professional tool without surrendering a percentage of every sale to an oversized technology package.

The best restaurant technology does not demand that the restaurant become a different kind of business. It helps the restaurant perform its existing mission more effectively.

A neighborhood diner remains a neighborhood diner. A family café remains warm and familiar. A bartender still knows the regulars. A server still guides a guest toward the right meal. The QR menu simply makes accurate information available at the moment it is needed.

That is not the end of personal service. It is a practical way to give personal service more room to succeed.

===

Ryan Kopf is the founder of several great events and software platforms, and once founded a bar/restaurant for nerds.

This article focuses on how to push AI creation forward in Rust, especially at the model-design level, with concrete examples and deeper architectural ideas.

1. What AI models look like in Rust today

At a high level, a neural network in Rust is built from composable layers, typically expressed as structs implementing a trait like Module.

Example: Basic layered model

Using a Rust-native or PyTorch-backed approach, a simple feedforward network might look like:

struct LinearLayer {
    weight: Tensor,
    bias: Tensor,
}

impl LinearLayer {
    fn forward(&self, x: Tensor) -> Tensor {
        x.matmul(&self.weight) + &self.bias
    }
}

struct Model {
    l1: LinearLayer,
    l2: LinearLayer,
}

impl Model {
    fn forward(&self, x: Tensor) -> Tensor {
        let x = self.l1.forward(x).relu();
        self.l2.forward(x)
    }
}

This mirrors the mathematical core:

z = W·x + b

Transformer-style layer (simplified)

struct TransformerBlock {
    attention: MultiHeadAttention,
    ff: FeedForward,
}

impl TransformerBlock {
    fn forward(&self, x: Tensor) -> Tensor {
        let x = x + self.attention.forward(&x);
        let x = x + self.ff.forward(&x);
        x
    }
}

In practice, frameworks like Burn allow dynamic graphs with performance close to static graphs via JIT compilation .

2. Where Rust AI needs improvement

The current bottlenecks:

• Too close to PyTorch mental models (copying instead of innovating)
• Limited support for sparse and conditional computation
• Weak abstractions for partial training and dynamic topology
• Poor ergonomics for experimentation vs Python

The opportunity: Rust can define new model structures, not just reimplement existing ones.

3. Selective backpropagation (layer-restricted training)

Concept

Instead of updating every parameter on every backward pass, restrict gradient flow to specific layers.

This is already hinted at in research via freezing layers, but you can go much further:

• Train only attention layers
• Train only routing layers
• Train alternating blocks

Rust model structure

struct TrainMask {
    train_attention: bool,
    train_ff: bool,
}

impl TransformerBlock {
    fn backward(&mut self, grad: Tensor, mask: &TrainMask) {
        if mask.train_ff {
            self.ff.backward(grad.clone());
        }
        if mask.train_attention {
            self.attention.backward(grad);
        }
    }
}

Why this matters

• Reduces compute cost
• Enables continual learning without catastrophic forgetting
• Allows specialization of sub-networks

Deeper improvement

Rust can encode this at the type level:

struct Frozen<T>(T);
struct Trainable<T>(T);

Now the compiler enforces which parts are trainable.

Research direction

Selective training aligns with the broader idea that not all parameters need updating each step. Combined with sparsity, it can significantly reduce training cost.

4. Segmenting layers (MoE-style isolation)

Concept

Instead of one dense layer, split into multiple independent “experts” with routing.

This is the core idea behind Mixture-of-Experts (MoE), where only a small subset of sub-networks is active per input .

Example in Rust

struct Expert {
    layer: LinearLayer,
}

struct MoELayer {
    experts: Vec<Expert>,
    router: Router,
}

impl MoELayer {
    fn forward(&self, x: Tensor) -> Tensor {
        let indices = self.router.route(&x);

        indices.iter()
            .map(|i| self.experts[*i].layer.forward(x.clone()))
            .reduce(|a, b| a + b)
            .unwrap()
    }
}

Stronger idea: intra-layer isolation

Instead of independent experts, split within a layer:

struct SegmentedLayer {
    segments: Vec<LinearLayer>,
}

Each segment:

• Cannot access others’ weights
• Has its own gradient space
• Competes or collaborates via routing

Why this matters

• Avoids feature interference (superposition problem)
• Encourages specialization
• Enables massive parameter scaling without linear compute growth

MoE models have shown orders-of-magnitude capacity increases with limited compute overhead .

Rust advantage

Rust’s ownership model makes isolation natural:

• Each segment owns its weights
• No accidental cross-mutation
• Safe parallel execution

5. Structured sparsity and zero removal

Concept

Neural networks naturally accumulate near-zero weights. Removing them:

• Reduces memory
• Speeds up computation
• Improves generalization

This is called pruning or sparsification .

Basic Rust implementation

fn prune(tensor: &mut Tensor, threshold: f32) {
    tensor.map_inplace(|x| {
        if x.abs() < threshold {
            0.0
        } else {
            x
        }
    });
}

Advanced: dynamic sparsity (rewiring)

Instead of just removing weights, reallocate them:

fn rewire(weights: &mut Tensor) {
    // remove weakest connections
    // add new random connections elsewhere
}

This follows approaches like “Deep Rewiring,” where networks maintain a fixed number of connections but move them dynamically .

Training-time pruning

Do this periodically:

for epoch in 0..epochs {
    train_step();

    if epoch % 10 == 0 {
        prune(&mut model.weights, 1e-4);
    }
}

Why this matters

• Sparse networks can match dense performance
• Lower memory footprint
• Better fit for edge devices

6. Combining these ideas (where Rust shines)

The real advantage is combining all three:

Hybrid model

struct AdvancedModel {
    layers: Vec<MoELayer>,
    train_mask: TrainMask,
}

Training loop:

for batch in data {
    let output = model.forward(batch);
    let loss = compute_loss(output);

    if step % 2 == 0 {
        model.backward(loss, &mask_attention_only);
    } else {
        model.backward(loss, &mask_ff_only);
    }

    if step % 100 == 0 {
        model.prune();
    }
}

What this achieves

• Sparse compute (MoE)
• Sparse parameters (pruning)
• Sparse learning (selective backprop)

This is not common in mainstream frameworks because:

• Python makes enforcing structure difficult
• Most frameworks assume dense, global gradient updates

Rust can enforce these constraints at compile time.

7. Where Rust should evolve next

1. First-class sparse tensors

Right now, most Rust ML crates still assume dense tensors. Native sparse tensor support is critical.

2. Compile-time model guarantees

Rust can encode:

• Which layers are mutable
• Which connections exist
• Which gradients are allowed

This is not possible in Python.

3. Better experimentation loops

Python wins because iteration is fast. Rust needs:

• Hot-reloadable models
• Faster compile cycles for model code
• Higher-level DSLs for defining networks

4. Unified ecosystem

The Rust ML ecosystem is fragmented, with multiple experimental libraries and no dominant standard . Consolidation would accelerate progress.

8. Key takeaway

Rust is not just a faster way to run existing neural networks. Its real advantage is enabling new categories of models:

• Structurally enforced sparsity
• Compile-time training constraints
• Safe parallel conditional computation

The ideas outlined — selective backpropagation, segmented layers, and dynamic sparsity — are not just optimizations. They point toward a different design philosophy:

Neural networks as structured systems, not just large matrices.

Rust is one of the few languages capable of expressing that cleanly and safely.

Ryan Kopf is a developer and programmer with deep understanding of artificial intelligence technologies. Feel free to contact me about AI by emailing ryan at ryankopf.com

The Problem: Chronic Pain is Invisible but Life-Altering

Chronic pain is a reality for millions, yet it’s often treated as invisible. It’s subjective, hard to measure, and frequently misunderstood. For my fiancée, the pain ranged from aching joints and muscles to debilitating back pain that required pain gel multiple times a day. These symptoms would shift unpredictably, making it hard for her to explain the full scope of her pain to doctors. By the time she was asked, “How have you been feeling?” her answer naturally centered on what hurt most in the moment, leaving an incomplete picture of her experience.

This challenge isn’t unique. Pain sufferers often struggle to communicate their symptoms effectively, especially when dealing with a system that doesn’t always validate their experience. For women, the situation is often worse — studies show that women’s pain is more likely to be dismissed or downplayed, leading to delayed diagnoses and inadequate treatment.

Chronic pain isn’t just a physical burden; it’s a mental and emotional one, too. The frustration of not being believed, the exhaustion of searching for answers, and the despair of feeling isolated in your pain can take a heavy toll. That’s why tools like Paindai are so important.

What is Paindai?

Paindai is a pain journaling app designed to help pain sufferers track their symptoms and advocate for themselves. It lets users log pain events in real-time, capturing critical details like intensity, location, time, and context. Over time, this data creates a comprehensive history of their pain, empowering them to share a clear and detailed record with their doctors.

At its core, Paindai is about turning the subjective into something actionable. It helps users identify patterns and triggers that might otherwise go unnoticed, making it easier to understand their pain and communicate it effectively.

Having a pain diary is important in providing clarity to doctors.

The free version of Paindai is built to be accessible for everyone, while a paid version supports hosting and continued development. The paid tier also enables features like exporting reports and, in the future, AI-driven insights to suggest potential diagnoses, specialists to consult, or even treatments to explore.

How Paindai Can Help Pain Sufferers

For pain sufferers, Paindai offers a way to reclaim some control over their healthcare journey. Here’s what it means for those dealing with chronic pain:

1. Better Communication with Doctors: A detailed pain history gives healthcare providers a clearer picture of what’s happening, helping them make better-informed decisions. Instead of relying on memory during a rushed appointment, users can share precise data about when and where they’ve experienced pain.
2. Validation of Their Experience: For many pain sufferers, especially women, having their pain dismissed is an all-too-common experience. A detailed log can serve as evidence, making it harder for providers to ignore or trivialize their symptoms.
3. Empowerment Through Data: Tracking pain can reveal patterns and triggers that may not be obvious otherwise. This empowers users to take proactive steps in managing their pain, from lifestyle changes to trying new treatments.
4. Peace of Mind: Chronic pain can feel overwhelming and chaotic. Paindai offers a way to organize and understand that chaos, giving users a sense of control.

What Makes Paindai Unique?

Paindai isn’t just a simple journaling app; it’s built with chronic pain sufferers in mind. The app focuses on simplicity and functionality, ensuring users can log their pain quickly and intuitively. It also prioritizes privacy and data security, recognizing that health data is sensitive and personal.

I built Paindai using my skills in building Ruby on Rails apps.

Looking ahead, Paindai will also include AI-powered insights. These features will analyze users’ pain logs to suggest possible next steps, such as which specialists to consult or treatments to consider. It’s not about replacing doctors but about giving users a starting point for discussions with their healthcare providers.

Why ProductHunt Matters

Launching on ProductHunt is an exciting step for Paindai. ProductHunt is a platform where creators can share their work and gather feedback from a community of early adopters, tech enthusiasts, and problem-solvers. It’s a chance to showcase Paindai, get valuable input, and connect with people who might benefit from it.

For a tool like Paindai, visibility is crucial. Chronic pain is an under-discussed issue, yet it affects so many people. By launching on ProductHunt, I hope to reach those who can use Paindai to improve their lives or share it with someone who might need it.

Why Tracking Pain Helps

Tracking pain isn’t just about keeping a record; it’s about transforming a subjective experience into actionable data. Chronic pain is inherently complex — its intensity, location, and triggers can vary from day to day or even hour to hour. Without tracking, much of this nuance can be lost in the rush of daily life.

When you track your pain consistently, you gain several key benefits:

1. Clear Patterns Emerge: Over time, tracking can reveal patterns that might not be obvious otherwise. For example, you might notice that your pain intensifies in the evenings, flares up after certain foods, or is worse during stressful weeks. Recognizing these patterns empowers you to make lifestyle adjustments or seek targeted treatments.
2. Better Communication with Healthcare Providers: A detailed pain log provides doctors with a clearer picture of what you’re experiencing. Instead of relying on memory, which can be influenced by recent or extreme pain episodes, you can share specific data about the frequency, intensity, and duration of your symptoms. This helps doctors make more informed decisions and reduces the risk of your concerns being dismissed.
3. Improved Self-Advocacy: When you have a comprehensive record of your pain, you’re better equipped to advocate for yourself. Whether it’s persuading a doctor to run additional tests or pushing for a referral to a specialist, data can validate your experience and lend credibility to your concerns.
4. Mental and Emotional Relief: Chronic pain can feel chaotic and overwhelming. Tracking it brings a sense of structure and control, which can reduce anxiety and feelings of helplessness. It also helps you recognize small improvements that might otherwise go unnoticed.

How Doctors Often Misunderstand Pain

Pain is one of the most common reasons people seek medical care, yet it’s also one of the most misunderstood. Part of the problem lies in the subjective nature of pain — it’s an experience that varies widely from person to person and can’t be objectively measured like blood pressure or cholesterol levels.

Here are a few ways doctors often misunderstand pain:

1. Overreliance on Visible Causes: Many doctors are trained to look for structural or visible causes of pain, such as fractures, inflammation, or tumors. If imaging studies or blood tests don’t show anything abnormal, they may dismiss the pain or attribute it to psychological factors, leaving patients without answers.
2. Bias Against Certain Groups: Research shows that women, people of color, and younger patients are more likely to have their pain underestimated or dismissed. Women’s pain, in particular, is often minimized or attributed to stress, anxiety, or hormonal changes, leading to delays in diagnosis and treatment.
3. Lack of Time: In busy healthcare settings, doctors often have limited time to spend with each patient. This can lead to oversimplified assessments and missed nuances in a patient’s pain history. Without detailed data, it’s easy for important details to get lost in translation.
4. Misunderstanding Chronic Pain: Chronic pain isn’t just a prolonged version of acute pain. It’s a complex condition that can persist even after the original injury or cause has healed. Some doctors lack the training to recognize or treat chronic pain effectively, leading to frustration for patients.
5. Skepticism Toward Subjective Symptoms: Pain is inherently subjective, and some doctors struggle to take symptoms seriously without objective evidence. This skepticism can leave patients feeling invalidated and unsupported.

By providing a detailed, consistent record of pain, tools like Paindai can bridge the gap between patients and doctors, ensuring that pain is better understood and addressed.

Common Causes of Chronic Pain

Chronic pain can arise from a variety of causes, some of which are easier to diagnose and treat than others. Understanding these causes can help patients and doctors work together to find effective solutions.

Musculoskeletal Conditions:

• Arthritis: Pain caused by inflammation in the joints, often linked to conditions like osteoarthritis or rheumatoid arthritis.
• Fibromyalgia: A condition characterized by widespread musculoskeletal pain, fatigue, and tenderness.
• Back and Neck Pain: Often caused by herniated discs, spinal stenosis, or poor posture over time.

Neurological Conditions:

• Nerve Damage (Neuropathy): Caused by injuries, diabetes, or conditions like carpal tunnel syndrome.
• Migraines: Severe headaches often accompanied by nausea, light sensitivity, or visual disturbances.
• Sciatica: Pain radiating along the sciatic nerve, which runs from the lower back down the legs.

Autoimmune Disorders:

• Lupus: A systemic autoimmune disease that can cause joint pain and swelling.
• Multiple Sclerosis: A condition where the immune system attacks the protective covering of nerves, leading to pain and other symptoms.

Injuries:

• Trauma from accidents or repetitive stress injuries can lead to chronic pain even after the initial injury has healed.

Inflammatory Conditions:

• Chronic inflammation, often linked to conditions like Crohn’s disease or endometriosis, can cause persistent pain.

Centralized Pain Syndromes:

• Conditions like fibromyalgia or chronic fatigue syndrome are believed to result from the central nervous system amplifying pain signals.

Unknown or Multifactorial Causes:

• In some cases, the exact cause of chronic pain can’t be pinpointed. Conditions like complex regional pain syndrome (CRPS) or idiopathic pain can be challenging to diagnose and treat.

While the causes of chronic pain are diverse, what unites pain sufferers is the need for tools to help them manage and communicate their experience. Paindai aims to fill that gap, offering users a way to track their pain and work collaboratively with healthcare providers to find relief.

How You Can Help

If you or someone you know struggles with chronic pain, I invite you to check out Paindai and see if it could help. And if you’re on ProductHunt, your support tomorrow could make a big difference. Upvotes, shares, and feedback are incredibly valuable for any product launch, and I’d love to hear your thoughts.

Together, we can shine a light on the challenges of chronic pain and give sufferers the tools they need to advocate for themselves. Thank you for being part of this journey. Let’s make tomorrow a big day for Paindai and, more importantly, for the people it’s built to help.

The Story Behind Paindai

Chronic pain is a burden that takes a toll not only on the body but also on the mind and daily life. For my fiancée, pain has been an unfortunate part of her reality for years. She’s dealt with everything from aching joints and muscles to searing pain along her spine, which often required pain gel just to get through the day. Her symptoms would sometimes shift unexpectedly, making it difficult to articulate her experience to doctors. It’s hard to fully capture the impact that chronic pain has on a person’s life and self-image, especially when answers are hard to come by.

Recently, after years of searching for an explanation, she was finally diagnosed with a cerebrospinal fluid (CSF) leak and deteriorating spinal discs. The MRI that confirmed these issues was a huge relief because, for the first time, we had a clear path to treatment. But this clarity didn’t come easily. We tried everything, even special pain exercises, but it didn’t help. There were many doctor visits and countless attempts to express what she was feeling, and at times, it felt as though her voice was lost in a system that didn’t fully understand or validate her experience.

A Challenge to be Heard and Believed

For many women, especially those dealing with chronic conditions, there is a frustrating pattern of not being believed. Studies have shown that women’s pain is often dismissed or minimized, leading to delayed diagnoses and inadequate treatment. Health outcomes suffer when patients aren’t taken seriously, and we know that chronic pain disproportionately impacts women. My fiancée faced her own uphill battle as her pain shifted from day to day, location to location, with doctors sometimes offering more skepticism than support. The complexity of her symptoms often led to a cycle of explanations that never quite captured the full picture.

Why Paindai Matters

Watching her struggle to keep track of her symptoms, I realized there had to be a better way to document pain consistently, one that would make her experience clearer not only to herself but to her doctors as well. A notebook could only go so far. Pain can vary wildly from day to day, hour to hour. By the time a doctor asks, “How have you been feeling?” it’s human nature to focus on what hurts in the moment or what is most memorable, which doesn’t always provide an accurate account. This is how the idea for Paindai came about. I envisioned an app that could help people document their pain accurately, so they wouldn’t have to rely on memory or deal with the frustration of trying to explain something so complex in a few rushed minutes.

What Paindai Does

Paindai is designed to be a pain journal tailored for anyone who experiences chronic pain. It allows users to log their pain incidents as they happen, capturing details that might otherwise be overlooked. You can record not only the intensity and location of pain but also any other relevant factors, like the time of day or specific triggers. Paindai provides a record that can be shared with doctors to give them a more complete view of your pain experience, offering a level of detail that’s hard to convey verbally.

The free version of Paindai is robust enough to be useful to anyone, whether they’re managing occasional discomfort or chronic issues. The paid version helps support hosting and continued development, making it possible for me to keep enhancing the app. I want to ensure that Paindai remains accessible, so anyone can use it regardless of financial situation.

How Tracking Pain Can Improve Health Outcomes

Logging pain may seem like a simple task, but it’s powerful. Studies show that tracking health symptoms can lead to better health outcomes. Patients who track their pain and symptoms can help doctors identify patterns, potential triggers, and treatment responses more effectively. It’s not just about data; it’s about validating experiences that might otherwise be dismissed. A comprehensive pain history can guide treatment decisions, opening doors to therapies or lifestyle changes that might not have been considered.

For my fiancée, simply tracking her pain helped us notice trends and make more informed decisions about her care. It empowered her to advocate for herself in ways that weren’t possible before. Having a written record helped her communicate more confidently, transforming what had often felt like a guessing game into a conversation backed by evidence.

Moving Beyond Tracking with AI

Paindai doesn’t stop at simply logging pain. I’m working on integrating artificial intelligence features to make the app even more useful. AI can analyze the data entered into Paindai and offer insights, such as recommendations on which types of specialists might be best suited to address specific symptoms. It can even suggest stretches, exercises, or medications based on similar cases or established medical guidelines. The AI functionality is something we’ve already used manually to research potential treatments, and it has been invaluable. I’m excited to bring this feature to Paindai, as it can help users make sense of their pain and find actionable steps toward relief.

Launching on ProductHunt and Building Community

This Saturday, Paindai goes live on ProductHunt. It’s an exciting milestone, but also a nerve-wracking one. Product launches are tricky, and I’m trying everything from blogging to Twitter to get the word out. ProductHunt is an amazing platform for makers, but it’s also competitive, and success depends a lot on visibility and engagement. If you’d like to follow and support Paindai on ProductHunt, that would mean a lot.

For others launching projects on ProductHunt, I’m eager to hear what’s worked for you. What strategies or channels have been most effective? Have you found that certain types of content resonate more with ProductHunt users? I’m constantly experimenting and learning, and any insights are more than welcome.

My Hope for Paindai

Ultimately, Paindai is more than just an app. It’s a tool born out of necessity, shaped by empathy, and built with the hope that it can make a difference in someone else’s life. Chronic pain affects millions of people, and yet it often feels like an invisible struggle, one that’s hard to articulate or validate. My fiancée’s journey has shown me just how isolating chronic pain can be, especially when medical systems aren’t built to accommodate the unpredictable, subjective nature of pain.

With Paindai, I hope to give people a voice in their own healthcare journey. My goal is to empower others to advocate for themselves, to feel more in control, and to navigate their pain with greater clarity and confidence. Paindai isn’t a cure, but it can be a source of support — a way to document, analyze, and understand pain better. If it can make just one person feel a little less alone in their journey, then this project will have been worth every bit of effort.

If you or someone you know struggles with chronic pain, I invite you to try Paindai. Visit Paindai.com to explore the app and see if it might help.

As someone who grew up in Iowa and benefited from its strengths, I also see places where things have started to slip, and I worry about the future for the generations coming up. Here are some key areas where I believe Iowa needs to focus its efforts for improvement.

I’ve always been interested in politics. Maybe I’ll run for office again or something.

1. Education Quality

When I was in school in Muscatine, I got a top-notch education. My teachers were dedicated, the school facilities were good, and we were encouraged to be curious and learn about the world. Iowa used to rank among the top in the nation for public education quality, but that’s no longer the case. In recent years, we’ve slipped in national rankings, and it worries me that the next generation may not have the same opportunities I had.

The decline in education standards isn’t unique to Iowa, but it’s especially troubling because education has always been one of our state’s strongest points. Today, I hear from parents and students that they face larger class sizes, fewer resources, and overworked teachers. With state funding cuts and more emphasis on standardized testing than on creativity and critical thinking, Iowa students aren’t getting the same level of personal attention and support. If Iowa is to thrive in the future, investing in education is crucial. We need to attract and retain high-quality teachers and ensure that every student, regardless of where they live, has access to an excellent education.

2. Farm Pollution and Environmental Concerns

Iowa is an agricultural powerhouse. Farming is the backbone of our state, and it’s deeply tied to our identity and economy. But with that comes the responsibility of handling the environmental impacts that go along with large-scale farming. One of the biggest issues we face is farm pollution, especially when it comes to nitrogen and phosphorus runoff from fertilizers and animal waste. These pollutants make their way into our rivers and streams, leading to harmful algae blooms, killing fish, and impacting the quality of our drinking water.

There have been efforts to tackle this issue, but it feels like progress is slow. Reports of farm pollution keep appearing, yet the rules and regulations don’t seem strong enough to make a real difference. It’s also frustrating to see local governments being fined for wastewater pollution without broader action or solutions to address it on a state level. For example, this summer, Audubon was fined for excessive wastewater pollution. Another instance, it was discovered that pollution from an ethanol plant near Shell Rock likely harmed public health for years . These few recent examples, but they highlight a bigger problem of oversight and accountability.

The Iowa Department of Natural Resources (DNR) does some monitoring, but with limited resources, they often struggle to enforce regulations consistently. Iowa needs to prioritize clean water and stricter guidelines for pollution to protect both our environment and public health.

3. Lack of Statewide Consistency in Policies and Ordinances

One of the most frustrating things for both residents and businesses in Iowa is the inconsistency in rules and ordinances from one town or county to another. It sometimes feels like each community operates as a little kingdom with its own set of rules. For example, housing regulations for landlords vary widely between cities, with some places having stricter guidelines and others offering minimal oversight. This makes it confusing and challenging for both landlords and tenants who may move between towns or own properties in different parts of the state.

Similarly, fees, fines, and other regulations also change depending on where you are. Some communities enforce their rules very strictly, while others look the other way. This lack of uniformity affects businesses too, especially small businesses that may not have the resources to navigate these complexities. Larger corporations often get preferential treatment or find ways to bend the rules, while smaller businesses face higher scrutiny or enforcement, creating an unbalanced playing field.

Iowa would benefit from more consistent state-level policies that apply evenly across communities. This doesn’t mean stripping towns of their power to make decisions but rather establishing baseline standards that make it easier for everyone to understand their rights and responsibilities, no matter where they are in the state.

4. Support for Small Businesses

Iowa has always been a place for entrepreneurs and small business owners, but it seems that today, the challenges for small businesses are bigger than ever. Large corporations often receive tax breaks, subsidies, or preferential treatment that small businesses don’t have access to. While these large employers are important, we can’t forget that small businesses are the heart of our communities. They provide jobs, foster local pride, and reinvest money back into the area in a way that big corporations don’t.

Iowa needs to do more to support small businesses, especially in rural areas where resources are scarcer. This could mean offering more grants or loans for small business owners, creating networks to support entrepreneurial growth, or simply making the regulatory environment more manageable for those without a team of lawyers and accountants. By supporting small businesses, we’re also supporting the long-term economic health of our communities.

Tips for successful vegetable gardening with Farmbot

5. Healthcare Access, Especially in Rural Areas

Healthcare in Iowa has always been a challenge, but it’s become more pronounced in recent years, particularly for those in rural areas. Small towns often lack basic healthcare services, and residents are forced to drive long distances for medical appointments, which isn’t always feasible, especially for older people or those with limited transportation options.

Rural hospitals and clinics are closing due to financial strain, and recruiting medical professionals to these areas has proven difficult. Iowa needs to consider ways to incentivize healthcare providers to work in rural areas and explore telemedicine options to make healthcare more accessible. We’re known for our sense of community and neighborliness, but healthcare is a basic need that every Iowan deserves to have met.

6. Mental Health Resources

Mental health is another area where Iowa falls short. While awareness of mental health has grown, resources remain limited. There are simply not enough mental health professionals, and the ones we have are stretched thin. In rural areas, the problem is even worse, with some counties lacking any mental health services.

The state has tried to address this with increased funding and legislative changes, but it’s clear we’re still falling short. We need to attract more mental health professionals to Iowa, particularly to rural areas. It would also be beneficial to increase funding for school counselors and community-based mental health programs to provide more comprehensive support.

7. Affordable Housing

Housing affordability is a growing issue across the country, and Iowa is no exception. In cities like Des Moines and Cedar Rapids, housing prices have been steadily increasing, and there’s a shortage of affordable housing for low- and middle-income families. In rural areas, there may be more affordable homes, but they’re often older and in need of repair, which can be costly.

Iowa should consider investing in affordable housing initiatives and exploring options for revitalizing rural communities. This could include grants for home repairs or incentives for building new homes in underpopulated areas. Ensuring that people can afford a safe, stable place to live is foundational for community health and stability.

8. Infrastructure and Transportation

Lastly, Iowa needs to invest in its infrastructure. Roads and bridges across the state are aging and in need of repair. While there have been efforts to address this, progress is slow, and many rural roads are still in poor condition. Additionally, public transportation options are limited, making it difficult for people in rural areas or those without access to a car to get around.

Improving infrastructure doesn’t just mean fixing roads and bridges; it also means considering the future needs of Iowa’s residents, like expanded internet access in rural areas. By investing in infrastructure, we can better connect our communities and provide everyone with the resources they need to succeed.

Final Thoughts

Iowa has always been a state of opportunity, and it still holds a lot of promise. But to ensure a bright future, we need to address these challenges head-on. It’s not about criticizing Iowa but about recognizing the areas where we have room to grow and improve. By prioritizing education, environmental protection, healthcare, and community support, we can build a better Iowa for generations to come. It’s up to all of us to advocate for these changes and make sure our leaders are held accountable for the future of our state.

From the moment they wake up to the time they go to bed — if sleep even comes easily — pain is there, relentless and consuming. It’s not only about the physical hurt but also the emotional toll.

Chronic pain wears down mental resilience, and people often find themselves struggling to explain it to others, including family, friends, and doctors, who can’t always grasp what it’s like to live with unending discomfort.

Pain is also unpredictable. It doesn’t stay in one place or one form; it moves, shifts, and changes intensity, often without warning.

One day, it’s an ache in the joints; the next, it’s a stabbing sensation in the back. Sometimes it’s a dull throb; other times, it’s sharp enough to bring tears.

This inconsistency makes it difficult to prepare for, let alone describe accurately. Many chronic pain sufferers experience the added frustration of having to “prove” their pain to skeptical eyes.

There’s a real sense of isolation, as people around them — sometimes even their doctors — wonder if it’s “really that bad” or if it’s “all in their head.”

Navigating the healthcare system adds a whole new layer of exhaustion. Appointments, tests, and treatments pile up, each one promising relief that might never come.

For example, after two years of living with debilitating, mysterious pain, my fiancée finally received a diagnosis: a CSF leak and deteriorating spinal discs. It was a relief to know the cause and to have a path forward, but reaching that point felt like a journey through a maze with no exit.

Along the way, we encountered doctors who dismissed her pain or attributed it to stress, which made each new visit harder. Each attempt at describing her symptoms felt like an uphill battle; how can you accurately explain something that’s always changing, always there?

The pain doesn’t just affect the sufferer but the people close to them, too. Watching someone in constant pain is heart-wrenching. You want to help, but there’s little you can do besides offering comfort. As a partner, I often felt helpless, wishing for a way to lessen her pain, only to realize that sometimes, a hug was all I could give.

Chronic pain is like a shadow that hangs over relationships, darkening even the happiest of moments. It steals away time and experiences, isolating those it affects.

One of the most challenging aspects of chronic pain is that it makes every interaction with healthcare a little more daunting. That’s where a tool like Paindai can make a difference.

My fiancée and I wanted something to bridge the gap between her lived experience and her medical visits. Paindai allows chronic pain sufferers to track their symptoms in real-time, so they can bring a detailed history to their doctors — every ache, every twinge, documented.

Instead of struggling to recall what hurt when, Paindai allows you to log pain symptoms and provides a clear record, helping doctors see the full picture and making communication easier for the person who lives with pain every day.

The truth is, pain doesn’t just hurt; it changes people. It’s a thief, robbing them of energy, confidence, and a sense of security. But chronic pain sufferers are some of the most resilient people you’ll ever meet, finding ways to live and even thrive despite the constant struggle. They have to dig deep, drawing on strength they didn’t know they had. While tools and treatments can help, it’s their spirit that carries them through each day, no matter how heavy the burden. Chronic pain isn’t just hard; it’s life-changing.

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• How a Pain Management Journal Can Help You

Meds That Are Good for Pain

When it comes to managing chronic pain, medication options vary widely. Over-the-counter pain relievers like ibuprofen and acetaminophen are common for mild pain, providing temporary relief by reducing inflammation or blocking pain signals. For more intense pain, doctors may prescribe stronger medications such as opioids, though these come with risks of dependency and are generally recommended for short-term use. Additionally, certain antidepressants and anticonvulsants have proven effective in treating chronic pain, especially for nerve-related pain.

Another promising option for pain management is medical cannabis, which has shown potential for conditions like arthritis, fibromyalgia, and neuropathic pain. While it’s not universally accepted in all regions, many chronic pain sufferers find it helpful, often with fewer side effects than traditional pain medications. Topical treatments, like lidocaine patches or capsaicin cream, are also popular, offering localized relief without affecting the whole body. Ultimately, the choice of medication depends on the pain’s nature and the individual’s response to different treatments.

What Doctors Are Recommending Today

Medical professionals are increasingly turning to a multimodal approach for chronic pain, integrating lifestyle adjustments, physical therapy, and mental health support alongside medications. Techniques like cognitive-behavioral therapy (CBT) are being recommended more often to help patients develop coping mechanisms for persistent pain. Many doctors also advocate for the use of complementary therapies, such as acupuncture and mindfulness meditation, as adjunct treatments to medication.

For the latest insights on treatment approaches, see this recent study on chronic pain management published in The Journal of Pain Research. This study explores the effectiveness of combining traditional pain relievers with newer, non-pharmacological approaches, aiming to improve long-term outcomes for patients with chronic pain.

Discovering the Power of a Pain Journal

At first, the idea of logging pain felt like just another chore in an already challenging routine. But we decided to give it a try, starting with a simple notebook. Every day, we noted the location, intensity, and duration of her pain, alongside any potential triggers we could identify — sleep quality, diet, physical activity, and stress levels. Over time, this small habit revealed a treasure trove of insights.

After the first few weeks, we noticed that her pain wasn’t as random as it seemed. Some days were consistently worse than others, and the patterns emerging made it easier to predict flare-ups and understand what might trigger them. Certain foods or a lack of sleep often led to a rough day. By simply logging the pain, we gained some control over what used to feel completely chaotic.

You can use a pain journaling app like Paindai to keep track of your daily pain and better understand it.

Uncovering Triggers and Trends

One of the first things we identified was the impact of physical activity. High-intensity exercise seemed to lead to intense back pain the following day, even though we had initially thought it would help her strength and flexibility. By gradually adjusting the type and amount of exercise, she was able to engage in physical activity without the severe consequences we once dreaded.

We also learned about the role of stress and sleep in her pain cycles. Days that followed restless nights or particularly stressful events tended to correlate with higher pain levels, especially in her joints. Understanding this connection allowed us to prioritize stress management techniques, like meditation and deep breathing, which led to a notable decrease in her pain.

Interestingly, her pain was also worse in the winter months. Cold weather seemed to tighten her muscles and exacerbate her joint pain, something we hadn’t fully appreciated until we saw it laid out in her journal entries. Equipped with this knowledge, we began prepping for winter by stocking up on heating pads, warm clothing, and indoor exercise routines to stay active even in the cold.

My Own Insights from Tracking Headaches

While my fiancée’s journey was intense, my experience with tracking pain was far more subtle — but equally insightful. I only get occasional headaches, typically tied to caffeine. However, logging my symptoms helped me recognize a specific pattern: on days after having more than two cups of coffee, I’d wake up with a dull ache in my temples the next morning. It was a small discovery, but it was enough to convince me to limit my caffeine intake. Since then, my headaches have become far less frequent.

Communicating with Doctors

Perhaps one of the most rewarding aspects of tracking pain was how it transformed our conversations with her doctors. Instead of vague descriptions or trying to recall events and symptoms, we came prepared with clear records. Her doctor appreciated the detailed entries, as they could quickly scan through weeks of logs and identify specific trends that helped narrow down potential causes. Having the journal entries in hand made appointments more productive and focused, leading to adjustments in her treatment plan that directly addressed the patterns we’d identified.

Moving to Digital Tools

As beneficial as the notebook was, we eventually transitioned to a digital app called Paindai, which made the process even simpler. With Paindai, my fiancée could log her pain in real time, add notes throughout the day, and generate graphs that visualized her pain trends. Seeing these visualizations over months made it easier to spot long-term patterns that even I hadn’t noticed before. For instance, it showed how pain consistently spiked after heavy physical activity and how her winter pain levels were significantly higher than in summer.

The app also allowed her to sync with other health data, like her sleep and heart rate, giving us a more holistic view of her health. This integration opened up new insights that would have been impossible to glean from a notebook alone.

Gaining Control over Pain

Keeping a pain journal transformed our experience. No, it didn’t make the pain disappear, but it gave us clarity and control we hadn’t had before. By spotting patterns, identifying triggers, and adjusting routines, we could proactively manage her pain rather than react to it blindly. And for anyone dealing with chronic pain, that shift — from chaos to control — is monumental.

Today, I’m a firm believer in tracking pain. Whether it’s with a physical journal, a digital app, or simply jotting notes down on your phone, keeping a record helps unlock a deeper understanding of your body. What once seemed like random suffering now feels a bit more manageable. If you’re struggling with chronic pain, I encourage you to start tracking it. You might just uncover the patterns and insights that make all the difference.

Best Of Luck Pain Sufferers

Living with pain is a constant, invisible battle. It’s exhausting to wake up each day not knowing how your body will feel or what you’ll be capable of doing. Pain isn’t just a physical sensation; it seeps into every corner of your life, changing the way you think, feel, and even relate to others. Plans become tentative, energy reserves are unpredictable, and sometimes, all you can do is hold on and wait for it to pass. The mental toll of this uncertainty alone can be overwhelming, and it’s something that few truly understand unless they’ve been through it.

Pain also has this sneaky way of isolating you. It pulls you away from activities you once enjoyed, sometimes even from the people you love. Social events, exercise, even the little things you once took for granted — they all start to feel like mountains you’re just not sure you have the strength to climb. You find yourself saying “no” to invitations, not because you want to but because your body has already given out on you before the day’s even begun. It’s frustrating and lonely to see the world carry on while you’re just trying to get through the day with as little suffering as possible.

On top of that, there’s the emotional weight of feeling misunderstood. Pain is deeply personal, and because it isn’t visible, people often don’t grasp its impact. Comments like “You look fine” or “It can’t be that bad” chip away at you over time, making it hard to open up about what you’re going through. You end up feeling like you have to prove your pain to others, when all you really want is empathy, patience, and support. Explaining pain can feel like an uphill battle on top of the actual battle you’re already fighting within your body.

Even those who try to understand can’t always see how deeply pain can shape your entire outlook. It becomes this looming presence that influences every decision, forcing you to weigh whether it’s worth pushing through or if it’ll cost you later. The mental gymnastics of deciding between pain now or more pain later is exhausting. You find yourself craving the ease you once felt, just moving through life without constant calculations of what each action will mean for your pain level.

The hardest part is the unpredictability. You may have days where you feel almost normal, and you cherish every moment, only to be hit even harder the next day. This roller coaster of hope and disappointment is draining, making it hard to stay optimistic or even just okay. Pain isn’t just pain; it’s the silence, the isolation, the missed opportunities, and the small sacrifices that add up. Living with it is exhausting, but finding a way to manage it, even slightly, can offer a sliver of control — and sometimes, that small bit of control can mean everything.

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—

Ryan Kopf is a software engineer.

Staff applications: You need a process in place for people to apply to volunteer to join the team. It needs to ask obvious things like their contact information, but you also might want to ask information that can help with conducing background checks for sensitive positions.

Guest connections: You either need to know some voice actors personally from experience at other events, or you need to contact guest agents to get guests to come to your event. This is a complex process: there are LOTS of details you can’t leave out. Imagine forgetting to pickup a guest from the airport when they land, or completely forgetting to book their flight at all!

Budgeting: This is hard! You have to anticipate costs, and many of them you will be surprised about. Maybe the hotel will charge you for all the tables you use. Maybe your most famous guest will bring 8 pieces of luggage — $1600 in luggage fees. It’s hard to predict!

Taxes and Paperwork: Everything fun that we want to do seems to involve some paperwork. For example, having a tattoo booth at Anime Midwest took repeatedly calling 4 different health departments before the right department answered us. You have to have a health inspector verify that you’re tattooing safely (not reusing needles, stuff like that), so a health certificate is required.

That’s why I build systems!

• Guest contracts that specify all the default details.
• Budget spreadsheet templates based on years of experience.
• Scheduling software for anime conventions.
• A ticketing platform that handles everything like showing you demographics, doing discounts, laying out the exhibit hall, etc.
• Automated staff application forms that send welcome and thank you emails, helping to get people started with the right contact people.

There’s so much more that I haven’t even mentioned. But at least it’s fun! As long as you have all the right systems in place.

Above is a photo from Anime Midwest in Chicago.