Algorithms That Learn as They Schedule: A Twin-Model Approach to Modern FJS

Abstract and 1. Introduction Mixed integer and constraint programming models 2.1 Mixed-integer linear programming model 2.2 Constraint Programming model Constructive Heuristics Benchmark instances Numerical experiments 5.1 Experiments with the constructive heuristics 5.2 Solving the proposed models with a commercial solver Conclusions and References 2 Mixed integer and constraint programming models In this section, we present … Read more

Beyond the Hype: The Quiet Rise of AI Agents That Run Your Digital Life

Three months ago, I watched a Salesforce demo where their AI agent handled a complex customer refund dispute—escalating to billing, checking inventory, and coordinating with logistics—without a single human touch. The customer got their resolution in four minutes. The support rep? She was handling three other cases simultaneously. That moment crystallized something I’ve been tracking … Read more

The One Line of Code That Ate 12GB of SeaTunnel Kafka Connector’s Memory in 5 Minutes

What happened? In Apache SeaTunnel version 2.3.9, the Kafka connector implementation contained a potential memory leak risk. When users configured streaming jobs to read data from Kafka, even with a read rate limit (read_limit.rows_per_second) set, the system could still experience continuous memory growth until an OOM (Out Of Memory) occurred. What’s the key issue? In real … Read more

AI Unleashes a 50x Leap in Stem Cell Reprogramming: OpenAI’s GPT-4b Micro Changes the Game for Life

The intersection of artificial intelligence and life sciences is proving to be fertile ground for breakthroughs, and a recent collaboration between OpenAI and Retro Biosciences offers a compelling glimpse into this future. The two organizations have leveraged a specialized AI model, GPT-4b micro, to achieve an astonishing 50-fold increase in the expression of stem cell … Read more

The Paradox of Brilliance: Why Our Smartest AI Still “Bluffs” And How We Can Teach It True Humility

Are our most advanced AI systems secretly bluffing? This isn’t a rhetorical question, but a critical challenge underpinning the trustworthiness and future adoption of Large Language Models (LLMs). Imagine asking a widely-used chatbot for the PhD dissertation title of a prominent researcher, Adam Kalai. You might expect a single, accurate answer. Instead, it confidently provides … Read more

What We Lost When Ethereum Switched to Proof-of-Stake

Ethereum’s move to Proof-of-Stake (PoS) has often been described as one of crypto’s biggest technological breakthroughs — and, admittedly, it is. The network finally achieved things that were nearly impossible on Proof-of-Work (PoW): a more robust foundation for truly decentralized applications, including oracles and complex DeFi protocols. But behind this technical victory, there is another … Read more

To AI or Not to AI: How Startups Can Wisely Add AI to Their Products

In today’s tech landscape, startups often feel intense pressure to add “AI-driven” features to stay competitive. Gartner predicts that by 2028, about a third of enterprise apps will include AI, so teams worry about falling behind. However, hype alone isn’t enough. Nielsen Norman Group warns that many early AI features (e.g., Instagram’s AI chat or … Read more

Spacecoin and the Promise (and Pitfalls) of Banking the Unbanked

In 2021, approximately 1.4 billion adults remained unbanked globally, while 3 billion people still lack internet access. This creates a dual barrier: no bank account and no digital connectivity. Spacecoin proposes to break this cycle by combining satellites and blockchain technology—but is this innovation truly groundbreaking, or merely another ambitious project with more promise than … Read more

Unlocking PR: How Businesses Can Conquer Their Publicity Phobias

When analyzing how businesses perceive PR, imagine a scale: on the right side, you have brand recognition, audience loyalty, product awareness, lead generation, and post-sale customer support. On the left, there’s the business’s fear of publicity, negative feedback, and even outright hate. Plus, the cost of PR, with results that seem impossible to measure. In … Read more

Beyond the Hype: How Small Language Models and Knowledge Graphs are Redefining Domain-Specific AI

Abstract The broad skills that LLMs possess when carrying out tasks do not extend to niche domains where precise precision and flexible reasoning are a must. The paper establishes the importance of a combination of Small Language Models (SLMs) with their smallness and modularity in control and fine-tuning in a narrow context with Knowledge Graphs … Read more

Global Talent, Local Impact: The Future of Startup Teams in 2025

It’s 2025, and hiring tech talent feels like riding a rollercoaster. Startups are emerging from a few turbulent years – the pandemic, a 2022 tech downturn, and economic jitters – and cautiously getting back to growth mode. This tentative recovery means startups have fresh capital to hire again. But they’re doing so with hard-earned wisdom … Read more

Faster as You Go: Cracking Job-Shop Puzzles Where Tasks Learn on the Line

:::info Authors: (1) K. A. G. Araujo, Department of Applied Mathematics, Institute of Mathematics and Statistics, University of Sao Paulo, Rua do Matao, 1010, Cidade Universitaria, 05508-090, Sao Paulo, SP, Brazil (kennedy94@ime.usp.br); (2) E. G. Birgin, Department of Computer Science, Institute of Mathematics and Statistics, University of Sao Paulo, Rua do Matao, 1010, Cidade Universitaria, … Read more

Can You Spend Crypto Without Selling It? Inside The ether.fi Cash Card’s “Never Sell” Revolution

Is it possible to spend cryptocurrency without selling it and incurring a tax event? That question has hovered over the crypto sector for years, especially among people who treat their digital assets as long‑term holdings. ether.fi, a company best known for its restaking services, has built a card that tries to answer it. The ether.fi … Read more

OpenVenture’s $50 Million InVerse Acquisition Marks Pivotal Shift Toward Edge-First AI Computing

OpenVenture’s $50M acquisition of InVerse marks a major pivot to edge-first AI computing. InVerse, founded by Diego Martinez in 2022, built a platform for “intelligent resource orchestration” that boosts AI performance up to 60% while lowering power use and latency. With applications in autonomous vehicles, IoT, and real-time analytics, the deal positions both firms at … Read more

How Daniel Akpan Uses Data to Drive Business Transformation

Daniel Akpan, a business analyst with experience across Africa and the UK, leverages finance and analytics to power digital transformation. From improving data quality and fostering adoption to modeling financial risks and writing global data literacy resources, he demonstrates how robust analytics fuels innovation, strategy, and measurable business growth.

Pipedrive’s Affiliate Program for B2B Marketers, Consultants, and Publishers

Pipedrive’s affiliate program offers B2B marketers, consultants, and publishers 33% recurring commissions for 12 months on referrals. With strong brand recognition, high trial-to-paid conversions, and less competition than HubSpot or Salesforce, it’s a top passive income stream. Built on PartnerStack, it provides tracking tools, banners, and resources for affiliates.

Healthcare SaaS Innovator Kranthi Godavarthi Shares Best Practices for Multi-Service Cloud Platform

Healthcare SaaS innovator Kranthi Kumar Godavarthi built a multi-service cloud platform for insurers, integrating predictive analytics, cost optimization, and EHR access. His best practices span vendor evaluation, advanced data analysis, HIPAA-compliant security, and stakeholder collaboration. His methods now guide industries beyond healthcare.