Stix

Explore the intricate landscape of AI security and governance, from the often-overlooked security metapolicies to the need for multilateral collaboration. 

Reconciling AI Governance and Cybersecurity

Just consider how many service providers and models are in the picture. Therefore, it is time for a new and better approach — Cybersecurity Mesh Architecture.

CSMA is More Than XDR — An Introduction to Cybersecurity Mesh Architecture

The Internet of Things (IoT) has taken the entire technological industry by storm. It has not only created pathways for new technological developments but also opened new economic avenues for people across the world. Furthermore, the closer integration it enjoys with our daily lives has made it an indispensable part of our generation. Along with the internet and smartphone economies, the Internet of Things (IoT) economy has established the triumvirate of the neoclassical model of economics which will only continue to evolve from the infantile state it currently is in. From the technological maturity perspective, the IOT is still in infancy. It has successfully tackled the survival challenges that any newborn faces but now to take a leap into the adulthood it needs to overcome certain critical challenges that it&nbsp;faces.

Transforming the Internet of Things (IoT) to Value of Things (VoT)

Note: the following is a transcription of my interview with Matt Odell from Rabit Hole Recap and Neil Woodfine from Blockstream. I use Rev.com from translations and they remove ums, errs and half sentences. I have reviewed the transcription but if you find any mistakes, please feel free to <a href="http://hello@whatbitcoindid.com" target="_blank">email me</a>. You can <a href="https://www.whatbitcoindid.com/podcast/matt-odell-and-neil-woodfine-on-what-they-would-like-to-see-for-bitcoin-in-2019" target="_blank">listen to the original recording here</a>.

Matt Odell and Neil Woodfine on What They Would Like to See for Bitcoin in 2019

We audit Erlang/OTP’s decades-old C and NIF code with PVS-Studio, surfacing logic bugs, buffer risks, undefined behavior, and leaks in battle-tested systems.

The 1980s Code Powering Modern Reliability—and the Mistakes It Still Makes

A practical framework for setting 2026 goals across career, money, health, and relationships—designed for focus, leverage, and long-term progress.



 How to Set Goals for 2026 That Actually Stick

Latency sensitive financial systems favor predictable behavior and controlled execution paths, even as tools, infrastructure, and languages continue to evolve.

Why Low Latency Financial Systems Still Favor Determinism

A quantitative study of optimal liquidity provision in Uniswap v3, showing why LPs lose money and how dynamic strategies outperform.

In DeFi’s Most Popular Market Design, Liquidity Providers Are Still Losing

What six months of real users revealed about AI failures, JSON validation, retries, and why production—not demos—is the real teacher.

What Six Months of Real Users Taught Me About Running AI Systems in Production

A preservation-grade look at 3:2:1, fixity, provenance, and why integrity—not copy count—determines whether data survives or silently dies.

3:2:1 Is Still Necessary. It’s Just No Longer Sufficient.

Introducing the Five-Level Access Structure AI: a scalable, ethically grounded framework that aligns AI capability with human responsibility. 

The Five-Tiered Access Structure. A Path to Safe AGI Without Stifling Progress

A mathematician explores why equality in mathematics resists formal definition, and how computer theorem provers expose gaps in our foundational intuition.

Why Mathematicians Still Struggle to Define Equality in the Computer Age

Imagine if you could reverse decades of pollution. Remove tons of CO₂, Clean oceans, restore forests at scale. The good news? We can! The bad news? We don’t!

Earth Cleaning Technologies: The Current R&D Status and Why We're Still Losing the Race

Here is the post-mortem on what worked, what failed, and the critical difference between generating code and refactoring systems.

Why Gemini 3.0 is a Great Builder But Still Needs a Human in the Loop

Hands-free AI fails at data storytelling. Graphitup champions a hybrid model, blending AI speed with human oversight to create accurate, contextualized insights

The Future of Data Storytelling Is Hybrid, Not Hands-Free: Why Human Judgment Still Rules

Fewer than one in five companies say AI agents actually work well in practice.

Why 2025's AI Agent Revolution Is Still Waiting In The Wings

I have recently been diving into the world of vibe coding and I thought of cataloging my experience for the benefit of others.  

I Spent 30 Days “Vibe Coding” an MVP — Burned $127, Broke Everything, and Still Found Product-Market

In 2025, AI saves 2.5 hrs on prototypes but still costs seniors 19% overhead. Real fintech lessons on what works, what fails, and why on-prem matters.

AI for Developers: What Works, What Doesn’t, and Why On-Prem Still Matters

In the bible of software engineering, Clean Code, comments are often characterized as failures to write expressive code. 

The "Comment" Fallacy: Why Self-Documenting Code is Still the Goal

HackerNoon's new Weekly Newsletter curates Results from our Poll of the Week and 2 related polls around the web. This week's topic is NFTs.

Do You Still Own NFTs? What the Data Says About the State of Digital Collectibles

Why GenAI hits limits in real-world coding and governance. Learn how AI orchestration and safeguards outperform bigger models.

AI Can Write Code Fast. It Still Cannot Build Software.

The future of marketing isn’t more data—it’s systems that can think. Discover how agentic AI is reshaping decision-making, privacy, and creativity.

The Quiet Crisis in Marketing Tech: Why We're Still Guessing

Three years ago, Tonga's Bitcoin mining vision seemed far fetched to many. Today, it's being executed successfully in the UAE.

UAE's Bitcoin Mining Breakthrough - The Opportunity Tonga Missed (But Can Still Seize)

Perfect dashboards don’t mean perfect systems. Explore how observability debt hides behind metrics, distorts truth, and weakens engineering judgment in 2025.

The Observability Debt Hypothesis: Why Perfect Dashboards Still Mask Failing Systems

Stix provides women the products, education, and community they need, starting with a better pregnancy and ovulation test

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