Parmigiano-Reggiano Tapping Masters: A Centuries-Old Craft

2025-04-10
Parmigiano-Reggiano Tapping Masters: A Centuries-Old Craft

In Emilia-Romagna, Italy, 37-year-old Alessandro Stocchi apprenticed under 81-year-old Renato Giudici to learn the art of Parmigiano-Reggiano tapping (battitore). This ancient craft isn't taught in formal courses; Alessandro learned through three years of hands-on experience, assessing each wheel of cheese. The tapping master requires immense responsibility and skill, as any mistake can damage the precious cheese. This craft, passed down through generations, remains unchanged for two centuries, demonstrating a commitment to tradition.

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Musk Shuts Down the Loan Office That Funded Tesla

2025-04-27
Musk Shuts Down the Loan Office That Funded Tesla

Elon Musk's Department of Government Efficiency is dismantling the Department of Energy's Loan Programs Office (LPO), which provided Tesla with a crucial $465 million loan in 2010. This move threatens the US clean energy and electric vehicle industries, jeopardizing numerous projects and increasing consumer costs. Companies like Kore Power and Freyr Battery have already canceled expansion plans due to loan freezes. Critics argue Musk is cutting the very program that helped him build his empire, undermining American competitiveness and displaying a profound lack of gratitude.

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The Surprising Power of Randomness in Algorithms

2025-08-16
The Surprising Power of Randomness in Algorithms

From simulating nuclear processes to primality testing, randomness plays a surprisingly crucial role in computer science. While seemingly paradoxical, pure randomness helps uncover the structure that solves a problem. For instance, Fermat's Little Theorem, combined with random numbers, provides an efficient way to test if a large number is prime. Although deterministic equivalents exist in theory, randomized algorithms often prove more efficient in practice. In some cases, like finding shortest paths in graphs with negative edge weights, randomized algorithms are the only known efficient approach. Randomness offers a clever strategy to tackle complex computational problems.

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Hot Chips 2025: Liquid Cooling Innovations for the AI Boom

2025-09-05
Hot Chips 2025: Liquid Cooling Innovations for the AI Boom

Hot Chips 2025 showcased advanced liquid cooling technologies tailored for AI chips. Vendors displayed various microjet-based cold plates capable of precisely cooling chip hotspots, even directly injecting water onto the die. While currently focused on server applications, the precise temperature control offers potential benefits for consumer hardware in the future. The exhibition also featured cold plates in different materials, such as lightweight aluminum and highly efficient copper, catering to varying server weight and cooling needs. Facing the ever-increasing power draw and heat dissipation of AI chips, these liquid cooling innovations are becoming crucial solutions for datacenter cooling.

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Hardware

Ongoing Crustal Foundering Discovered Beneath the Sierra Nevada

2025-04-20
Ongoing Crustal Foundering Discovered Beneath the Sierra Nevada

Scientists have discovered unusual deep earthquakes beneath California's Sierra Nevada mountain range, much deeper than expected. Using seismic wave imaging, researchers revealed the ongoing process of lithospheric foundering, where Earth's crust is peeling away and sinking into the mantle. This finding not only explains the deep earthquakes but also offers new insights into continental formation and Earth's internal dynamics. The process could last millions of years and potentially impact landscape evolution.

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Erlang's Secret Sauce: It's Not Lightweight Processes, It's Behaviors

2025-04-11

This post revisits the core ideas behind the Erlang programming language. The author argues that Erlang's success isn't solely due to its lightweight processes and message passing, but rather its unique "behaviors." Behaviors are similar to interfaces in other languages; they provide a set of predefined function signatures. Developers only need to implement these signatures to gain access to advanced features like concurrency and fault tolerance. This allows developers to focus on business logic without dealing with low-level concurrency details. The post uses examples of gen_server, gen_event, and supervisor behaviors to illustrate their importance in building reliable distributed systems. It also explores how to adapt Erlang's behavior pattern in other languages to improve software reliability and testability.

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Development

FreeBSD: Not Dead, Just Quietly Powering the Internet

2025-05-26

Recent discussions have questioned whether FreeBSD is dying. Analyzing Google Trends data, the author shows a steady upward trend for FreeBSD searches, contrasting with a flatline for Linux. This misconception, the author argues, stems from the availability heuristic; people focus on the more discussed Linux, overlooking FreeBSD's silent power behind countless internet services. FreeBSD's permissive BSD license, while making it a great foundation for commercial products, discourages companies from contributing back. The author calls on FreeBSD users to share their experiences and challenges, allowing the FreeBSD Foundation to bridge the gap between industry and software/hardware vendors, fostering FreeBSD's growth.

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Development BSD license

AI Robot: Fairy Tale vs. Reality

2025-04-21
AI Robot: Fairy Tale vs. Reality

This article contrasts the fictional AI robot 'Robot' from Annalee Newitz's story with the real-world clumsy CIMON, exploring the limitations of current AI. Robot, capable of independent learning and exceeding its programming, showcases the potential of Artificial General Intelligence (AGI). In contrast, CIMON's limited Artificial Narrow Intelligence (ANI) reveals its rigid nature. The author points out that current AI technology largely remains in the ANI stage, vulnerable to algorithmic bias and unable to adapt to complex situations as Robot does. While machine learning has made strides in language processing and image recognition, achieving AGI remains a distant goal. The author urges caution against over-reliance on biased training data and emphasizes the importance of self-learning and feedback mechanisms in AI development. Strive for Robot, plan for CIMON.

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AI

HashiCorp Deprecates HCP Vault Secrets

2025-06-20
HashiCorp Deprecates HCP Vault Secrets

HashiCorp announced the decommissioning of its HCP Vault Secrets service, effective August 27, 2025, for pay-as-you-go customers. The company will integrate the usability improvements from HCP Vault Secrets into HCP Vault Dedicated. Existing users are encouraged to migrate to HCP Vault Dedicated or Vault Community. Sales end June 30, 2025; existing customers can add new applications until end-of-life. Flex contract customers are unaffected.

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Development

Trump White House Launches Controversial 'Lab Leak' Website

2025-04-19
Trump White House Launches Controversial 'Lab Leak' Website

The Trump White House has replaced the previous covid.gov and covidtests.gov websites with a new page titled "Lab Leak: The True Origins of COVID-19." This site promotes the theory that the COVID-19 pandemic originated from a lab leak in Wuhan, China, criticizing the Biden administration's response and its handling of Dr. Anthony Fauci. This move has sparked controversy within the scientific community, with some scientists claiming factual inaccuracies and misleading information, lacking scientific basis, and portraying it as political propaganda. Supporters, however, believe the site reveals the truth and applaud the administration's transparency.

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1888: The World's First True Electric Car

2025-01-21
1888: The World's First True Electric Car

In 1888, Andreas Flocken, a German engineer, created the world's first true electric car, the Flocken Elektrowagen, at his Maschinenfabrik A. Flocken in Coburg. This four-wheeled vehicle, initially resembling a horse-drawn carriage, was powered by an electric motor and could reach a top speed of 15 km/h. While early technology limited its performance, the Flocken Elektrowagen holds immense historical significance as a landmark in the dawn of the electric car era.

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Context Collapse in Performance Reviews: Why Your Calibration Meetings Are Failing

2025-04-27
Context Collapse in Performance Reviews: Why Your Calibration Meetings Are Failing

This article explores the phenomenon of 'context collapse' in performance reviews, where different managers interpret the same work differently, leading to unfair assessments and potential loss of talent. It analyzes various contributing factors, including domain-specific blind spots, technology bias, visibility bias, manager advocacy, anchoring bias, inconsistent rating scales, time constraints, and differing emphasis on growth vs. impact. Solutions are proposed, such as domain-specific calibrations, cross-functional pre-reviews, engineer co-authorship of performance narratives, standardized achievement formats, dedicated recognition tracks, continuous calibration, and decoupling feedback from evaluation. Ultimately, the article calls for rethinking the performance review system entirely, aiming for a fairer, more holistic process that accurately reflects engineers' contributions and prevents the loss of valuable talent.

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Development talent management

Dia: A 1.6B Parameter Text-to-Speech Model from Nari Labs

2025-04-21
Dia: A 1.6B Parameter Text-to-Speech Model from Nari Labs

Nari Labs introduces Dia, a 1.6B parameter text-to-speech model capable of generating highly realistic dialogue directly from transcripts. Users can control emotion and tone by conditioning the output on audio, and the model even produces nonverbal cues like laughter and coughs. To accelerate research, pretrained model checkpoints and inference code are available on Hugging Face. A demo page compares Dia to ElevenLabs Studio and Sesame CSM-1B. While currently requiring around 10GB VRAM and GPU support (CPU support coming soon), Dia generates roughly 40 tokens/second on an A4000 GPU. A quantized version is planned for improved memory efficiency. The model is licensed under Apache License 2.0 and strictly prohibits misuse such as identity theft, generating deceptive content, or illegal activities.

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AI

Fusing Unreliable Sensor Readings: Beyond Linear Mixing

2025-04-16
Fusing Unreliable Sensor Readings: Beyond Linear Mixing

This article explores fusing measurements from two unreliable sensors for improved accuracy. Sensor A's readings contain noise, while Sensor B has a probability of outputting either the correct value or noise. The author first tries a linear weighted average, finding the optimal weight isn't 50/50, but around 0.58. Then, a threshold based on the difference between sensor readings is used; if the difference is below the threshold, Sensor B's reading is used, otherwise Sensor A's. This significantly improves accuracy. Finally, by adding a middle zone where a linear mix of both readings is used, further optimization is achieved, lowering the mean absolute error to 0.1163.

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Development sensor fusion

First Lone Black Hole Confirmed

2025-04-20
First Lone Black Hole Confirmed

Astronomers have confirmed the existence of a lone black hole—one without an orbiting star—for the first time. Initially detected in 2011, its gravity caused a background star's light to bend and shift as it passed. Years of observations from Hubble and Gaia spacecraft confirmed its mass is about seven times that of the sun, settling a previous debate about its nature. This discovery is significant for understanding black hole formation and distribution. Future missions aim to find more such lone black holes.

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Tech

Peru's Ancient Irrigation Systems: Lessons from the Past for a Climate-Resilient Future

2025-04-19
Peru's Ancient Irrigation Systems: Lessons from the Past for a Climate-Resilient Future

Peru's arid north coast, surprisingly, thrives as an agro-industrial heartland due to sophisticated irrigation systems. However, climate change and modern agricultural practices exacerbate water scarcity. This article explores ancient Moche and Chimu irrigation systems, which successfully managed droughts and floods for millennia. Their success stemmed from a blend of culture and technology, not just technology alone. Modern large-scale irrigation projects, while providing short-term prosperity, neglect ancient wisdom and face sustainability challenges. The article calls for integrating ancient cultural and technological insights into modern agriculture for more resilient solutions, emphasizing the need to respect and preserve indigenous knowledge and cultural heritage.

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Ireland's Peatlands: A Just Transition Between Tradition and Environmental Imperatives

2025-04-20
Ireland's Peatlands: A Just Transition Between Tradition and Environmental Imperatives

Ireland's phasing out of peat burning to meet climate goals has sparked a debate about the future of its peatlands. This interview with human geographer Breandán Ó Caoimh explores the social, cultural, and economic impacts of this transition. Ó Caoimh emphasizes the need to balance reducing commercial peat exploitation with respecting the needs of rural communities reliant on peat. He advocates for a more inclusive approach, guiding the transition through dialogue and incentives rather than punitive measures. He also calls for a more decentralized governance model, empowering local communities to develop solutions tailored to their specific circumstances. Ultimately, Ireland needs to balance environmental conservation with economic sustainability for rural communities, requiring collaboration between the state, private sector, communities, and landowners.

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Zev: Find Terminal Commands with Natural Language

2025-04-24
Zev: Find Terminal Commands with Natural Language

Zev is a tool built on top of the OpenAI API that lets you find or remember terminal commands using natural language. For example, you can type 'show all running python processes' to find the relevant command. Zev supports various operations including file operations, system information, network commands, and Git operations. You can also use Ollama as a local alternative to avoid relying on the OpenAI API. The project is open-source and contributions are welcome.

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Erlang Solutions Blog: Big Data in Healthcare, Digital Wallets, IoT Security, and Fintech Compliance

2025-04-17
Erlang Solutions Blog: Big Data in Healthcare, Digital Wallets, IoT Security, and Fintech Compliance

Erlang Solutions' latest blog posts cover cutting-edge topics across various tech sectors. They explore how big data transforms healthcare, focusing on predictive trends and data security using Erlang, Elixir, and SAFE. The blog also delves into the mechanics and benefits of digital wallets, shares experiences of women in the BEAM ecosystem highlighting the importance of inclusion, provides five practical IoT security tips, and finally, explains the upcoming fintech compliance act DORA, guiding businesses on how to comply. These posts aim to simplify understanding of tech trends and their business implications.

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Tech

Windows Security Update Creates Vulnerability: 'inetpub' Folder Blocks Future Updates

2025-04-27
Windows Security Update Creates Vulnerability:  'inetpub' Folder Blocks Future Updates

A recent Windows security update introduced a new vulnerability. The update creates an 'inetpub' folder, intended to fix CVE-2025-21204. However, security researcher Kevin Beaumont discovered that this folder can be abused. By creating a junction pointing to another file, attackers can prevent future Windows updates from installing, resulting in a 0x800F081F error. Microsoft is aware of the issue but currently rates it as medium severity and doesn't plan to immediately fix it.

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Sparse Interpretable Audio Codec: Towards a More Intuitive Audio Representation

2025-02-01

This paper introduces a proof-of-concept audio encoder that aims to encode audio as a sparse set of events and their times of occurrence. It leverages rudimentary physics-based assumptions to model the attack and physical resonance of both the instrument and the room, hopefully encouraging a sparse, parsimonious, and easy-to-interpret representation. The model works by iteratively removing energy from the input spectrogram, producing event vectors and one-hot vectors representing time of occurrence. The decoder uses these vectors to reconstruct the audio. Experimental results show the model's ability to decompose audio, but there's room for improvement, such as enhancing reconstruction quality and reducing redundant events.

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Chang'e 6 Finds Moon's Far Side Surprisingly Dry

2025-04-12
Chang'e 6 Finds Moon's Far Side Surprisingly Dry

Analysis of lunar samples returned by China's Chang'e 6 mission suggests the far side of the moon may be drier than the near side. Scientists examined 578 particles from the South Pole-Aitken basin, estimating water abundance at less than 1.5 micrograms per gram—lower than previous near-side findings. While more samples are needed for conclusive evidence, the dryness could be linked to the basin's formation or variations in water distribution. This finding is unlikely to significantly alter NASA's plans to land astronauts near the lunar south pole, where abundant water ice is expected to support future missions.

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From Zero to Hero: My Vim Journey and Why You Should Try It Too

2025-04-24
From Zero to Hero: My Vim Journey and Why You Should Try It Too

A seasoned developer recounts his transition from traditional text editors to Vim. Initially intimidated by Vim's shortcuts, he discovered the 'Vim language' – a system of keybindings that dramatically boosted his efficiency. Mastering Vim motions and commands allowed precise, rapid text editing, extending these gains to writing and browsing. While acknowledging the steep learning curve, the author argues that Vim's payoff is substantial, making it worthwhile for any developer.

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Development

Instagram Now Supports 3:4 Aspect Ratio Photos

2025-05-30
Instagram Now Supports 3:4 Aspect Ratio Photos

Instagram now supports photos with a 3:4 aspect ratio, meaning uploads in this format will appear exactly as shot, according to Instagram head Adam Mosseri. He notes that most phone cameras default to this ratio. The update supports both single photo uploads and carousels, although square and 4:5 aspect ratios remain options. This follows Instagram's January move to rectangular profile grids, reflecting the increasing prevalence of vertical photos and videos.

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China's Display Dominance: 75% Global Capacity Share Projected by 2028

2025-08-26

Counterpoint Research's latest report projects China to control a staggering 75% of global display capacity by 2028, solidifying its dominance. The report forecasts a 4% CAGR for China's capacity, while South Korea, Taiwan, and Japan are expected to see declines. LCD TV/IT will remain the leading application, but OLED mobile/IT is poised for the fastest growth. While BOE will maintain its lead, its growth will slow; Tianma is predicted to be a major disruptor with strong growth from TM18 and TM19.

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Good Karma Kit: Donate Unused Computing Power for Good

2025-04-18

The Good Karma Kit is a Docker Compose project that leverages spare CPU, disk, and bandwidth on servers to contribute computing power to over ten public-good projects. It includes networking projects like Tor and i2p, distributed computing projects such as BOINC and Folding@home, internet archiving projects like ArchiveBox and Kiwix, and distributed storage projects like IPFS and Storj. Users can choose which projects to participate in and adjust resource allocation. The project aims to put idle resources to work for beneficial causes, offering leaderboards to incentivize participation. Some projects are non-profit, while others offer cryptocurrency rewards.

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Development

Access Top AI Models from OpenAI, Google, and More

2025-04-17
Access Top AI Models from OpenAI, Google, and More

A new platform offers one-stop access to cutting-edge AI models from leading companies like OpenAI, Google, Anthropic, DeepSeek, Mistral, and Meta. This includes models such as ChatGPT-4, Claude, Gemini, and Llama, allowing users to explore the unique capabilities of each. This signifies a major leap in accessibility to top-tier AI technology, opening up new possibilities for developers and researchers.

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AI

PostgreSQL Insert Optimization: From 2k to 92k Inserts/second

2025-05-16

The Hatchet team achieved a 31x speedup in PostgreSQL inserts, going from 2,000 to 92,000 inserts per second. Key optimizations included connection pooling, batched inserts, and the COPY command. They found that more connections aren't always better, requiring finding an optimal balance. Batched inserts dramatically increased throughput but also added latency, necessitating tuning batch size and flush intervals. The COPY command proved significantly more efficient when data return wasn't needed. The article hints at advanced optimization techniques like multi-table transactional inserts and using UNNEST, promising a deeper dive in a future post.

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Development Batch Inserts

Citizen Science Data Reliably Captures Bird Migration Patterns

2025-04-23
Citizen Science Data Reliably Captures Bird Migration Patterns

A new study shows that citizen science data from iNaturalist and eBird reliably captures known seasonal patterns of bird migration in Northern California and Nevada. Researchers combined data from both platforms, finding similar seasonal patterns for over 97% of bird species, even though the platforms differ in their target users and data collection methods. This study demonstrates the value of citizen science project data, showing that data from different observers and project structures can be integrated to address broad scientific questions.

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NASA Satellite Accidentally Reveals Real-Time Electronic Warfare in Ukraine

2025-05-08
NASA Satellite Accidentally Reveals Real-Time Electronic Warfare in Ukraine

Nuke's, an amateur enthusiast, discovered unusual high brightness temperatures in the 1.4 GHz band of publicly available soil moisture data from NASA's SMAP satellite, far exceeding natural levels. Analysis suggests these anomalies are likely military electronic warfare (EW) activities, such as jamming, spoofing, or high-power electromagnetic emissions. By visualizing the data, Nuke's created a map of EW hotspots in Ukraine, Crimea, and parts of Russia, closely correlating with Russian EW sites, Ukrainian drone corridors, and frontline staging areas. This discovery highlights how even a climate observation satellite can inadvertently become a tool for monitoring real-time EW in modern warfare.

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