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Advancing coding in low‑resource programming languages

COBOL devs are becoming migration auditors.

We’ve heard “this tool kills programmers” since compilers, 4GLs, and offshore outsourcing. What it usually kills is the task, not the people — they move one abstraction layer up. The question worth watching is whether this time the layer they move to is big enough to absorb them.

OpenAI’s new models are getting scarily good at modernizing legacy code — and that’s a big deal for finance.

COBOL, Fortran, and Visual Basic still run enormous swaths of the global financial system, and migrating them has traditionally been slow, expensive, and error-prone. OpenAI’s latest benchmark on COBOL migration shows how quickly the gap is closing: GPT-6.1 Sol hits roughly 97% accuracy at just $0.50 per graded trial, while the previous GPT-6 Sol needed about $2 to reach similar performance — a 4x cost reduction in one generation.

OpenAI’s framing is notable too: rather than treating this as a novelty, they’re positioning it as core enterprise capability — understanding decades of buried business logic while preserving what works. They’re also actively soliciting enterprise input on which languages and workflows to tackle next, which suggests this is a strategic priority, not a side project.

#ArtificialIntelligence #COBOL #LegacySystems #FutureOfWork


Individual atomic collisions can now be detected in the lab, potentially opening up pathways to new physics

Tiny atoms and molecules are constantly bombarding each other all around us. While we regularly measure the large-scale effects of these interactions, measuring the effect of each individual collision is far more difficult. But now, researchers have managed to measure how tiny gas particles affect a single silica particle in the lab. In their new study, published in Physical Review Letters, the team describes how they detected the momentum transfers of individual collisions of gas particles with a nanoparticle levitated in laser light.

On a large scale, the billions of constant collisions in the air create what we experience as pressure. At higher altitudes, the particles are more spread out and the pressure is weaker than at sea level. The same thing happens in liquids, resulting in increasing pressures at increasing depths. Researchers have all kinds of tools (and multiple units) for measuring pressure.

In 1827, Robert Brown noticed that grains of pollen jiggled in water under a microscope. Later work by Einstein showed that this random movement of particles suspended in a fluid was caused by constant collisions with fast-moving atoms or molecules in the surrounding medium, now referred to as “Brownian motion.” Usually, the individual impacts are too small and frequent to distinguish without getting lost in background noise.

US superconducting smart chip analyzes fusion plasma at record speeds

Scientists in the state of New York have created a first-of-a-kind superconducting neural chip that can reportedly process about one million fusion plasma samples per second.

The new Super Intelligence (SI) computer chip was designed by researchers at the US Department of Energy’s (DOE) Brookhaven National Laboratory (BNL). For the project, they partnered with the Princeton Plasma Physics Laboratory (PPPL), the DIII-D National Fusion Facility, and Colorado-based tech company Great Sky.

Peat bogs, the natural archives of mining fallout, reveal ancient Europe’s hidden metal networks

For thousands of years, humans shaped their world with stone, wood and bone. Metallurgy, the art and science of working with metals such as copper, bronze and iron, marked a turning point in human history. The mining that fueled metalworking also shaped Europe’s and the Mediterranean’s economies and politics over centuries.

A recent study found clues that helped reconstruct the region’s 6,000-year history of lead and silver mining, metal production and trade, a task hindered by scattered archaeological evidence. This was possible because peat bogs act like nature’s archive. As these wetlands slowly build up, they capture airborne dust layer by layer, preserving a record of fallout from silver mining over centuries.

In this study, researchers drilled a peat core at Pilat Massif, an upland area of south-central France. By studying lead (Pb) isotope signatures preserved in peatlands alongside data from the reference Pb Isotope database, researchers developed the Environmental Match Intensity Index (EMII), which revealed that the earliest major lead-silver mining signal emerged during the Late Neolithic and Chalcolithic periods (3700–2200 B.C.), centered around Laurion and the Cycladic islands in Greece.

This bold theory says the Big Bang wasn’t our beginning

In ekpyrotic theory, however, there is no beginning of time, and the Big Bang is replaced with a bounce between two ‘branes’ – three-dimensional worlds in a five-dimensional space-time.

The structure of the current Universe is determined before this bounce, so the need for inflation is avoided.

The theory also avoids the inconvenient singularity in standard cosmology, when the Universe was somehow all crushed down to a single point before exploding in the Big Bang.

Menopause triggers sudden bodily changes, with hormonal shifts beginning over a decade earlier, study finds

A study reveals menopause triggers sudden physiological changes across multiple body systems, with hormonal shifts starting over a decade earlier. Researchers analyzed 300 million lab tests, finding abrupt changes in bone health, liver, kidney function, and blood chemistry.

Histotripsy: the first noninvasive, non-ionizing, non-thermal ablation technique based on ultrasound

Histotripsy is a noninvasive focused ultrasound technology similar to HIFU [-]. However, the underlying mechanism of histotripsy is fundamentally different, relying instead on a mechanical effect at the cellular level to destroy tissue. The term ‘histotripsy’ was coined at the University of Michigan in 2004 []. In Greek, ‘Histo’ means ‘soft tissue’, and ‘tripsy’ refers to breakdown. In contrast to thermal HIFU which uses continuous or long bursts of ultrasound at moderately high intensity and high duty cycle (ultrasound on-time/total treatment time ≥10%) to heat tissue [], histotripsy uses short ultrasound bursts (microseconds in length) with a low duty cycle (≤1%) to minimize heating [], and higher peak pressure amplitudes to generate acoustic cavitation from endogenous gas in tissues. Acoustic cavitation is the generation, oscillation, and collapse of microbubbles activated by ultrasound []. Very high ultrasound pressure causes inertial expansion and collapse of cavitation bubbles that impart localized intense strain that can fracture cells [] into an acellular debris []. Ultrasound imaging can be used to guide and monitor the histotripsy procedure in real-time. In contrast to many existing minimally-invasive techniques, histotripsy can noninvasively remove tissue. When histotripsy is applied to a tissue-fluid interface (e.g., blood clots or cardiac tissue), the tissue is eroded from the surface inwards creating perforations with sharp boundaries [,]. When targeting histotripsy inside a bulk tissue (e.g., a tumor), histotripsy liquifies the target tissue to an acellular homogenate, and the debris is absorbed over 1–2 months by the body, leaving small scars [,].

Prior to the invention of histotripsy, cavitation created during thermal HIFU was known to cause structural mechanical damage to tissue [,]. Soft tissue cavitation damage was also observed during lithotripsy, particularly when using high pulse repetition frequencies [,]. The effect was further explored as an intentional surgical technique termed ‘shock wave therapy’ targeting soft tissue and tumor cells [-]. Follow-up work developed a more controllable and likely more durable piezoelectric sound source [,]. Prior studies [,,-] show that shockwave therapy was able to intentionally produce mechanical tissue disruption in the kidney, liver, and thrombus in animal models, consistent with what later became known as histotripsy. The negative phase of the acoustic wave following the positive shock for these systems is much longer (several microseconds) than current histotripsy systems, creating a larger focal zone with more sparse cavitation sites, though complete liquefaction was possible with a sufficiently large number of pulses.

The ability to effectively remove tissue allows histotripsy to be used in applications that are not possible with thermal techniques. The non-thermal nature also enables histotripsy to overcome many of the limitations associated with thermal devices (e.g., heat sink effect, lack of precise margins, and predictability). Histotripsy has been investigated for many pre-clinical applications, including treatment for tumors in the liver [-], kidney [,,,], and prostate [,], neurological diseases [,], thrombosis [-], hematoma [-], neonatal and fetal congenital heart disease [,], valvular diseases [,], kidney stones [], abscesses [], tendons [], and biofilms [-]. Phase I human trials have been undertaken for histotripsy treatment of benign prostatic hyperplasia [], liver cancer, and calcified valve stenosis [], with early results suggesting safety and feasibility in humans. This review provides a comprehensive overview of histotripsy, including the mechanism, bioeffects, parameters, instruments, preclinical and clinical studies, and advantages and limitations compared to related devices.

Beehives act as ‘living immune systems’ with layered antimicrobial defenses

Researchers have discovered honey beehives act as “living immune systems” that help protect the bee colony, its offspring and food supplies from disease. The finding underlines the need to protect bee habitat to ensure their health.

In an example of insect engineering, each part of the hive—from the beeswax, honey and pollen to the propolis, a sticky material bees collect from plants—is “built in” strategically across different compartments of the hive.

The location of these hive materials, combined with their unique antimicrobial and chemical properties, works to repel disease and to encourage helpful fungi and bacteria.