How to Create Purchase Order Lines in Oracle R12 (with PL/SQL Examples)

Creating Purchase Order lines in Oracle E-Business Suite R12 isn’t done with a single API call—you must use the Purchasing Documents Open Interface (PDOI). This tutorial walks you through the complete process: populating interface tables, linking headers, lines, shipments, and distributions, running the Import Standard Purchase Orders program (POXPOPDOI), and troubleshooting errors. With a full … Read more

Binance Futures Trading Back Online After Brief Outage

Binance, the world’s largest crypto exchange by volume, restarted futures trading after a brief outage caused by a “system issue” affecting its Unified Margin (UM) product. “The issue affecting Futures UM trading on Binance has been resolved. All futures trading is now fully operational,” Binance said in a post on X. The outage left traders … Read more

AI Wrapper Apps Are the New Hypercasual

Mobile games is an industry that always finds a way to be exciting: Continuous changes in the user acquisition (UA) landscape, different genres rising & stagnating, regulatory changes, new players emerging… . My experience in the mobile gaming industry has allowed me to observe various industry cycles. On top of that, I was fortunate enough … Read more

Bitcoin ‘Short Strangle’ Preferred as Market Signals Near-Term Calm: 10x Research

Bitcoin (BTC) defied expectations for significant volatility in August, trading within a range. As market dynamics indicate a continued low-volatility regime in the near term, 10x Research highlights the “short strangle” as an ideal play. “Given the current dynamics in the bitcoin options market, a short strangle looks well-suited for the next month. With bitcoin … Read more

Modulate’s New Voice Intelligence API: Smart Transcription, Emotion Detection & Deepfake Defense

In the last few years, there’s been a wave of interest in voice-based AI – whether to understand us human beings, or to interact with us directly. But organizations using this newest wave of AI face a challenge, because understanding voice is hard. We’ve spent years processing and analyzing real-world speech to give insights into … Read more

Rust at the Edge: How Rust Improves AI Systems for Real-Time Computer Vision in Manufacturing

In modern manufacturing, especially additive manufacturing (3D printing), defect detection is a non-negotiable requirement. A small flaw during production can lead to expensive downtime, wasted materials, or catastrophic failures in critical parts. Traditionally, AI solutions for defect detection rely on deep learning models trained in Python (e.g., TensorFlow, PyTorch). These models achieve high accuracy in … Read more

Spark and PySpark: Redefining Distributed Data Processing

In the era of rapid digital expansion, the ability to process vast and complex datasets has become a defining factor for modern enterprises. Sruthi Erra Hareram highlights how traditional frameworks, once considered sufficient, now struggle to keep pace with the demands of real-time analytics, machine learning integration, and scalable infrastructure. Apache Spark and its Python … Read more

Bug Bounties: Crowdsourcing Security at Scale

Bug bounties have become an essential layer in cybersecurity. Instead of relying solely on internal audits or single-provider penetration testing, companies are increasingly turning to the crowd, tapping into thousands of independent security researchers to expose vulnerabilities before criminals do. At its simplest, a bug bounty is a reward for finding flaws. “It’s crowdsourced security,” … Read more

Build Your Digital Empire and Escape the Proxy Trap — Here’s How

“Computers are useless. They can only give you answers.”—Pablo Picasso A provocative statement, especially coming from a genius who understood the profound difference between answers and questions. Answers are finite; they close doors. Questions, however, open worlds. They dismantle assumptions. They are the seeds of every paradigm shift. For most of human history, the very … Read more

Bitcoin Headed to $190K on Institutional Wave, Research Firm Says

Asia-focused Tiger Research has set a Q3 price target of $190,000 for bitcoin (BTC), arguing that record global liquidity, structural ETF demand, and new 401(k) access give the market its strongest setup since 2021. Tiger’s model pegs a “base price” of $135,000, then layers on multipliers for fundamentals (+3.5%) and macro conditions (+35%) to reach … Read more

Public Token Treasuries and Tokenization are Fantastic for Crypto, But Risks Remain, Binance’s CZ Says

HONG KONG — Binance founder Changpeng “CZ” Zhao believes the convergence of equity markets and crypto is ushering in a new era for digital assets, one that expands access to institutional capital and broadens crypto’s global reach. But he cautions that the sector still faces significant risks, especially as it enters its first major bull … Read more

How Dataset Imbalances Shape Medical Image Retrieval Accuracy

Table of Links Abstract and 1. Introduction Materials and Methods 2.1 Vector Database and Indexing 2.2 Feature Extractors 2.3 Dataset and Pre-processing 2.4 Search and Retrieval 2.5 Re-ranking retrieval and evaluation Evaluation and 3.1 Search and Retrieval 3.2 Re-ranking Discussion 4.1 Dataset and 4.2 Re-ranking 4.3 Embeddings 4.4 Volume-based, Region-based and Localized Retrieval and 4.5 … Read more