This AI Stock Research Pipeline Turns 8 Hours of Analyst Work Into 2.5 Minutes

While everyone argues about which chatbot is marginally smarter, the real edge is in pipelines. Before 6–8 hours per company Bloomberg → Excel → EDGAR → news $24k/year Bloomberg seat Static assumptions, one “price target” After One command, ~2.5 minutes Live data from free public APIs $0 marginal cost per run Bull / Base / … Read more

Scam or Failure? How Third-Party Verification Actually Separates the Two in Crypto

The Default Narrative In crypto, when a project ends, the word “scam” tends to follow quickly. No evidence required. Prices fall, trading stops, and the assumption fills the gap — someone ran off with the money, someone was deceived. marumaruNFT was delisted in December 2025. Even before that, the excitement had faded. The NFT marketplace … Read more

The Real Reason AI Fails in Manufacturing Isn’t the Model

Most AI projects in manufacturing don’t fail because the models are bad. They fail because the data isn’t ready. That might sound surprising, especially in an industry focused on smarter algorithms, better predictions, and the latest advancements in artificial intelligence. But in real factories, the issue is rarely the “brain” of the system. It’s everything … Read more

The Engineer in the Machine: Neo Wants to Be a Kaggle Grandmaster in a Box

A fully autonomous machine learning engineering agent. A benchmark that matters. And a question that cuts deeper than the hype: when a machine does the work, what happens to the learning part? The race to automate software engineering is expanding to new territory: machine learning. Neo is a fully autonomous machine learning engineering agent that handles the … Read more

Prediction Markets Hit Record $6.5 Billion Week as Kalshi and Polymarket Surge

Prediction markets reported their strongest week, with Kalshi hitting a notional volume of $3.54 billion while Polymarket recorded $2.48 billion; the industry’s combined notional volume crossed $6.5 billion, setting a new overall high, according to DeFi Rate. Image source: DeFi Rate This surge coincides with a positive outlook on the industry by Bank of America … Read more

The End of Coding as We Know It

If you’ve glanced at a tech news feed anytime in the last year, you’ve likely felt the collective heart palpitations of the software development industry. Headlines scream about the “End of the Programmer” showcasing tools like Devin, GitHub Copilot and Cursor churning out entire web apps from a single text prompt It’s easy to fall into a … Read more

Self-Host RustDesk on Windows With NSSM Services

What You’re Building Two binaries — hbbs (ID/Rendezvous) and hbbr (Relay) — managed by NSSM as auto-start Windows services. Clients on your LAN connect through your server instead of RustDesk’s public infrastructure. Your server generates an Ed25519 keypair on first run. Every client needs the public key to trust your server. Lose the private key, … Read more

The Right to Be Forgotten Is Forgetting Us

“No man ever steps in the same river twice, for it is not the same river and he is not the same man.” -Heraclitus, 5th century BCE Suppose there is some online information about you that you’d prefer to keep private. It could be something you worry others would find unprofessional, something you consider embarrassing, … Read more