#Volatility

MalChela 2.2 “REMnux” Release

MalChela’s 2.2 update is packed with practical and platform-friendly improvements. It includes native support for REMnux, better tool settings, and deeper integrations with analysis tools like YARA-X, Tshark, Volatility3, and the newly improved fileanalyzer module.

🦀 REMnux Edition: Built-In Support, Zero Tweaks

When the GUI loads a REMnux-specific tools.yaml profile, it enters REMnux mode.

Screenshot of yaml configuration applying REMnux mode

Native binaries and Python scripts like capa, oledump.py, olevba, and FLOSS are loaded into the MalChela tools menu, allowing you to mix and match operations with the embedded MalChela utilities and the full REMnux tool stack. No manual configuration needed—just launch and go. MalChela currently supports the following REMnux programs right out of the box:

Tool NameDescriptionbinwalkFirmware analysis and extraction toolcapaIdentifies capabilities in executable filesradare2Advanced reverse engineering frameworkVolatility 3Memory forensics framework for RAM analysisexiftoolExtracts metadata from images, documents, and moreTSharkTerminal-based network packet analyzer (Wireshark CLI)mraptorDetects malicious macros in Office documentsoledumpParses OLE files and embedded streamsoleidIdentifies features in OLE files that may indicate threatsolevbaExtracts and analyzes VBA macros from Office filesrtfobjExtracts embedded objects from RTF documentszipdumpInspects contents of ZIP files, including suspicious payloadspdf-parserAnalyzes structure and contents of suspicious PDFsFLOSSReveals obfuscated and decoded strings in binariesclamscanOn-demand virus scanner using ClamAV enginestringsExtracts printable strings from binary filesYARA-XNext-generation high-performance YARA rule scanner

If you only need a subset of tools you can easily save and restore that a custom profile.

TShark Panel with Built-In Reference

Tshark and the integrated field reference

A new TShark integration exposes features including:

  • A filter builder panel
  • Commonly used fields reference
  • Tooltip hints for each example (e.g., `ip.addr == 192.168.1.1` shows “Any traffic to or from 192.168.1.1”)
  • One-click copy support

This helps analysts build and understand filters quickly—even if TShark isn’t something they use every day. Using the syntax builder in MalChela you can use the exact commands directly in Tshark or Wireshark.

YARA-X Support (Install Guide Included)

YARA-X module in MalChela

Support for YARA-X (via the `yr` binary) is now built in. YARA-X is not bundled with REMnux by default, but install instructions are included in the User Guide for both macOS and Linux users.

Once installed, MalChela allows for rule-based scanning from the GUI,and with YARA-X, it’s faster than ever.

fileanalyzer: Fuzzy Hashing, PE Metadata, and More

Updated FileAnalyzer Module

MalChela’s fileanalyzer tool has also been updated to include:

  • Fuzzy hashing support via `ssdeep`
  • BLAKE3 hashing for fast, secure fingerprints
  • Expanded PE analysis, including:
  • Import and Export Table parsing (list of imported and exported functions)
  • Compilation Timestamp (for detection of suspicious or forged build times)
  • Section Characteristics (flags like IMAGE_SCN_MEM_EXECUTE, IMAGE_SCN_CNT_CODE, etc., for detecting anomalous sections)

These improvements provide deeper insight into executable structure, helping analysts detect anomalies such as packers, suspicious timestamps, or unexpected imports/exports. Useful for everything from sample triage to correlation, fileanalyzer now digs deeper—without slowing down.

Memory Forensics Gets a Boost: Volatility 3 Now Supported

With the 2.2 release, MalChela introduces support for Volatility 3, the modern Python-based memory forensics framework. Whether you’re running MalChela in REMnux or on a customized macOS or Linux setup, you can now access the full power of Volatility directly from the MalChela GUI.

Volatility 3 in MalChela

There’s an intuitive plugin selector that dynamically adjusts available arguments based on your chosen plugin,. You can search, sort, and browse available plugins, and even toggle output options like –dump-dir with ease.

Like Tshark, there is an added plugin reference panel with searchable descriptions and argument overviews — a real time-saver when navigating Volatility’s deep and often complex toolset.

Volatility Plugin Reference

Smarter Tool Configuration via YAML

The tool configuration system continues to evolve:

  • Tools now declare their input type (file, folder, or hash)
  • The GUI dynamically adjusts the interface to match
  • Alternate profiles (like REMnux setups) can be managed simply by swapping `tools.yaml` files via the GUI
  • Easily backup or restore your custom setups
  • Restore the default toolset to get back to basics

This structure helps keep things clean—whether you’re testing, teaching, or deploying in a lab environment.

Embedded Documentation Access

The GUI now includes a link to the full MalChela User Guide in PDF. You can also access the documentation online.

From tool usage and CLI flags to configuration tips and install steps, it’s all just a click away—especially useful in offline environments or when onboarding new analysts. I’ll be honest, this is likely the most comprehensive user guide I’ve ever written.

Whether you’re reviewing binaries, building hash sets, or exploring network captures—MalChela 2.2 is designed bring together the tools you need, and make it easier to interoperate between them.

The new REMnux mode makes it even easier to get up and running with dozens of third party integrations.

Have an idea for a feature or application you’d like to see supported — reach out to me.

GitHub: REMnux Release

MalChela User Guide: Online, PDF, Web

Shop: T-shirts, hats, stickers, and more

#DFIR #Github #MalChela #Malware #MalwareAnalysis #Memory #Network #NSRL #PCAP #Python #REMnux #Rust #Tshark #VirusTotal #Volatility #yara

2025-05-14

Hey Crypto Fam! 📢 Bitcoin's volatility has dipped *below* the S&P 500 & Nasdaq! Galaxy Digital notes BTC is acting more like a macro hedge amidst market turbulence. Is Bitcoin maturing into a safe haven asset? 🤔 #Bitcoin #Crypto #Volatility

Marjorie NadalMarjorieNadal
2025-05-09

@chaosandorder I’ve heard this line on trading floors more times than I can count—
but it still hits hard when you unpack it:
👉 “You’re not paid to buy options. You’re paid to trade them.”
Edition #8 of Chaos & Order is one for the builders:
– How to avoid premium graveyards
– What good desk design actually looks like
– Why most trading instincts are wrong
Read it next Thursday. Sharp, unapologetic, zero fluff.
🔗 chaosandorderinsight.substack.

Chaos & Orderchaosandorder
2025-05-09

Chaos & Order #8 (next Thursday):

— How new trading desks go wrong
— Why optionality ≠ strategy
— And what a mentor once told me that stuck for 20 years:

“You’re not paid to buy options. You’re paid to trade them.”

Strategy over signal-chasing. Execution over noise.
👉 Subscribe for free, no paywall chaosandorderinsight.substack.

A young girl in a candy shop stares longingly at colorful sweets behind glass. The image is used metaphorically in the context of trading, with bold text: “Chaos & Order #8 – Kid, You Ain’t Paid to Buy Options.” It represents the seductive but risky allure of optionality in trading.
Don Curren 🇨🇦🇺🇦dbcurren.bsky.social@bsky.brid.gy
2025-05-05

Bloomberg: #Taiwan’s #dollar surged as much as 5%, the biggest jump since the 1980s, on speculation #exporters are rushing to convert their holdings of #USdollars to the island’s #currency. The #volatility shows how an exodus from the world’s #reservecurrency can ripple through #financialmarkets.

Don Curren 🇨🇦🇺🇦dbcurren.bsky.social@bsky.brid.gy
2025-05-05

BMO: The #TSX rose 1.3%, led by a near-3% jump in #banks. Despite the wild #volatility so far this year, the index is still holding onto a small 1.2% gain in 2025. #GoC #yields were little changed on the week, with the 10-year holding flat at 3.18% #markets #stocks #FinSky

Mix Mistress Alice💄MixMistressAlice@todon.eu
2025-05-03

"This deep-dive investigation digs into the impact on the computer industry by volatility from frequent tariffs changes in the US market. We travel the US and make some calls to the EU to learn about how tariffs changes and rates are affecting various businesses, including those which already manufacture their own goods in the US and Canada. We spoke with independent freight forwarders, computer part manufacturers, computer building factories, Canadian and US-based case building factories, downstream manufacturers, and more about the real-world consequences of the current tariffs policies instituted by the US Government."—Gamers Nexus

The Death of Affordable Computing | Tariffs Impact & Investigation >

youtu.be/1W_mSOS1Qts

#video #tariffs #deep_dive #interviews #volatility #Trump_regime #USA #EU #Canada #computers #computing_parts #manufacturers #factories #freight_forwarders #consequences #tarrifs_consequences

Don Curren 🇨🇦🇺🇦dbcurren.bsky.social@bsky.brid.gy
2025-04-28

1 Bloomberg: Mark Malek, chief investment officer at Siebert: “The #volatility has been wholly different from anything we have experienced in the past, and it indiscriminately spread through all sectors and asset classes like a wildfire …” #markets 🧵

2025-04-27

An Essential Tool in the Field of Quantitative Trading
At present, the "Data Exploration" module of the FMZ Quant Trading Platform has integrated the services of the datadata platform, giving users more advantages in multidimensional data analysis, mining visual data, exploring trading strategies, and other aspects.

fmz.com/bbs-topic/10373

2025-04-26

#30DayChartChallenge Día 26: Monochrome! 🖤🤍 Riesgo y Recompensa en el IBEX 35, versión minimalista. #UncertaintiesWeek #Finance

Este gráfico monocromo muestra la evolución (ventana móvil 1 año) de:
⚫️ Ratio de Sharpe Anualizado (eje izq.): ¿Compensa el riesgo asumido? (Usando Bono Alemán 10A como Rf).
▒ Volatilidad Anualizada (eje der., discontinua): ¡El riesgo puro y duro!

La historia que cuenta: ¡cuando sube la volatilidad (gris), el Sharpe (negro) tiende a caer en picado (a veces bajo cero)! Visualiza la dinámica riesgo-recompensa del índice español en las últimas dos décadas.

🛠 #rstats #ggplot2 #data_table #quantmod | Data: Yahoo/Investing | Theme: Mod. theme_light
📂 Código/Viz: t.ly/pI1aF

#Day26 #Monochrome #dataviz #DataVisualization #SharpeRatio #Volatility #RiskManagement #MarketRisk #IBEX35 #Bolsa #RStats #ggplot2 #TimeSeries

Gráfico de líneas de tiempo monocromático (negro, gris, blanco) mostrando el Ratio de Sharpe Anualizado móvil (línea sólida negra, eje izquierdo) y la Volatilidad Anualizada móvil (línea discontinua gris, eje derecho, expresada en %) para el índice IBEX 35, desde aproximadamente 2004 hasta 2025. El Ratio de Sharpe fluctúa entre -2.5 y +2.5. La Volatilidad fluctúa entre 10% y 35%. Se observa una relación generalmente inversa: picos de alta volatilidad (ej. 2008-2009, 2020) coinciden con fuertes caídas en el Ratio de Sharpe. El gráfico usa un tema minimalista claro. Fuente: Yahoo Finance e Investing.
The Times Of Updatetimesofupdate
2025-04-26

A Late-Stage CETP Inhibitor Developed by NewAmsterdam Pharma Company N.V. timesofupdate.com/a-late-stage NewAmsterdam Pharma Company N.V., a biopharmaceutical entity based in the Netherlands, is conducting late-stage clinical evaluations of obicetrapib, a novel cholesteryl ester transfer protein (CETP) inhibitor. This article explores the pharmacol…

2025-04-21

Meanwhile, in other news... note the index aka index. This is wealth, decimating lives of families residual those living off their life's savings and investments. and this now.

Yonhap Infomax Newsinfomaxkorea
2025-04-20

Bitcoin poised for significant volatility as medium-term holders shift large amounts, signaling potential market turning point according to CryptoQuant analysis

en.infomaxai.com/news/articleV

Alex Zapalexzap
2025-04-18




Quant Risk-Return Analysis, Portfolio Optimization and Profitable Algo-Trading Strategies of Top 5 AI Stocks

A Deep Dive into Popular Risk-Return Gauges of Quant Finance, MPT/Black-Litterman Portfolio Optimization and Hybrid Algo-Trading Strategies (with Backtesting) of Top 5 AI Stocks: PLTR, CRM, AMD, ANET, and NVDA

👇

medium.com/@alexzap922/quant-r

Quant Risk-Return Analysis, Portfolio Optimization and Profitable Algo-Trading Strategies of Top 5 AI Stocks
A Deep Dive into Popular Risk-Return Gauges of Quant Finance, MPT/Black-Litterman Portfolio Optimization and Hybrid Algo-Trading Strategies (with Backtesting) of Top 5 AI Stocks: PLTR, CRM, AMD, ANET, and NVDA
Futurist Jim Carrolljimcarroll@futurist.info
2025-04-17

"In a downturn, you don’t find momentum. You make it!" - Futurist Jim Carroll

In a time of volatility, uncertainty, and a lack of clarity, the most natural reaction is often the worst one: we do nothing.

We pause. We overthink. We wait for something to settle before we make a move. 

We seek clarity and wait.

We end up waiting a long time - because the irony of this is that clarity doesn’t come from waiting—it comes from moving.

That's the real secret to getting through this volatile time.

Over the past eight posts, we’ve explored what it takes to lead into the future when everything feels unstable: replacing fear with action, and nostalgia with vision. Challenging inertia through innovation, and stress through strategic resilience.  Leading with agility over indecision, and thinking globally, not locally. Things like that.

But none of that matters if momentum is missing. Because without motion and moving forward, there is no forward.

That's why you need to imprint this idea in your mind. “You don’t find momentum. You make it.” The future doesn’t reward the ones who paused the longest. It rewards the ones who moved—even just a little—when no one else was.

And here's a secret you should know - progress isn’t always dramatic.

Sometimes it’s quiet, compounding, and invisible to everyone except those who kept showing up. Let me be blunt  - inaction is a decision. And it’s usually the wrong one. When volatility strikes, many leaders freeze - the exact wrong thing to do. But the organizations that keep moving build momentum that outlasts the downturn.

Why do you need momentum, even if you don't know where you are going?

→ It allows for achievements – small wins fuel bigger moves
→ It shifts your mindset – which is what you need
→ It enables refinement – progress improves as you move
→ It reveals direction – showing key trends

The key isn’t to make a massive leap. It’s to take the first step—and then another. And another. Soon you are walking into tomorrow - and then running.

You are already well into the race to the future, while the rest haven't even figured out where the starting line is.

---

Futurist Jim Carroll is already well into the Acceptance stage of the 7 Stages of Economic Grief because he knows that it is the only sure way to deal with the relentless uncertainty that already defines 2025.

#Momentum #Action #Volatility #Future #Progress #Strategy #Clarity #Leadership #Resilience #Adaptation

Original post: jimcarroll.com/2025/04/decodin

2025-04-16

#JeromePowell said #markets are processing the #policy changes, but they are functioning.

"What I think is going on in markets is markets are processing what's going on, markets are struggling with a lot of #uncertainty & that means #volatility.”

He also said that volatility is likely to continue given the high uncertainty.

#US #economy #Trump #Fed #US #inflation #tariffs 🧵

Futurist Jim Carrolljimcarroll@futurist.info
2025-04-14

"The future rewards those who adapt under pressure, not those who break because of it" - Futurist Jim Carroll

Over the last five days, I’ve shared how we lead ourselves and our organizations through this moment of global volatility—one shaped by economic uncertainty, political instability, and cultural retreat from the future.

Beginning by reaffirming belief in progress, even when it feels stalled

Confronting fear with action

Challenging nostalgia with vision

Spotlighting innovation as the antidote to inertia

Emphasizing the importance of thinking across time horizons—managing today while preparing for tomorrow

But there's something deeper that sits underneath all of that: pressure..
That’s the real test—managing this moment. Keeping our heads on straight. Not letting the negativity consume us or define our future. If there’s one constant through every downturn, disruption, or crisis, it’s this: stress is the defining force of the moment. And how we respond to that stress—organizationally, personally, and strategically—determines whether we fall back, freeze up, or forge forward into what’s next.

That’s why today, it’s not just about planning for the future.

It’s about learning to adapt under pressure.

Every moment of disruption applies pressure. And pressure reveals everything. It reveals which organizations and individuals have foundations that flex, and which ones crumble. It reveals leaders who focus forward—and those who fold under volatility.

Right now, we’re not just navigating an economic downturn. We’re navigating a world defined by compounding stress—market stress, leadership stress, and system stress. But stress, when met with strategy, becomes fuel for the future.

I’ve written about this before: “It’s in our response to volatility that our future is defined.”

The most future-ready companies don’t panic. They channel pressure into progress. They don’t crumble under stress—they restructure, refocus, and realign. They transform pressure into precision—cutting noise, not capacity. They rethink agility, not just in structure but in mindset. They use stress as a forcing function—to do what needed doing all along.

My advice is clear: You don’t rebuild your organization for the next crisis. You rebuild during this one—for the world that follows.

Stress is unavoidable. But breaking is not.

**#Adaptation** **#Pressure** **#Resilience** **#Stress** **#Future** **#Crisis** **#Leadership** **#Growth** **#Strategy** **#Volatility**

Original post: jimcarroll.com/2025/04/decodin

2025-04-12

#30DayChartChallenge Día 11: Stripes! Mi versión: ¡El código de barras del pánico del mercado! 😱

Este gráfico muestra una línea de tiempo (1993-2025) donde cada raya vertical representa un día en que el VIX cerró ≥ 30 (¡alta tensión!).

El concepto clave aquí es el **Volatility Clustering**: la alta volatilidad no se distribuye uniformemente, ¡viene en rachas! Los densos grupos de rayas identifican visualmente las grandes crisis (Dot-com, GFC '08, Covid '20...). Los largos periodos en blanco son la calma relativa.

Es una forma directa de ver la *persistencia* y los *regímenes* de la volatilidad del mercado. ¡Olvida las medias simples, el estrés viene en oleadas! 🌊

🛠️ Hecho con #rstats, #ggplot2, #quantmod.
📂 Código/Repo: t.ly/-vd9u

#Day11 #Stripes #dataviz #DataVisualization #VIX #Volatility #Finance #StockMarket #Economics #RiskManagement #TimeSeries #MarketHistory #ggplot2 #DataScience

Gráfico estilo código de barras en una línea de tiempo de 1993 a 2025, visualizando días de alta volatilidad del mercado. El eje X muestra los años. Rayas verticales finas de color morado marcan cada día en que el índice VIX cerró igual o superior a 30. Se observan densos clústeres de rayas alrededor de periodos de crisis como 2001-2002, 2008-2009 y 2020. El eje Y está oculto. Título: "Días de Alta Volatilidad del Mercado (VIX >= 30)". Fuente: Yahoo Finance.

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