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The 2025 AI Engineer Reading List: 50 Papers to Master the AI Frontier

2025-01-13

The 2025 AI Engineer Reading List: 50 Papers to Master the AI Frontier

Latent Space has released a curated reading list for AI engineers in 2025, covering ten key areas: LLMs, benchmarks, prompting, RAG, agents, code generation, vision, voice, diffusion models, and fine-tuning. The list comprises approximately 50 papers and blog posts, designed to help AI engineers build a strong foundation and gain practical skills. Instead of simply listing papers, the authors provide context and explanations, along with supplementary resources and community support.

(www.latent.space)

Development AI Engineer Reading List AI Papers

Max Planck Society: Elite Science, Toxic Culture?

2025-03-16

Max Planck Society: Elite Science, Toxic Culture?

The Max Planck Society, a renowned German research institution boasting 31 Nobel laureates among its 84 institutes, faces allegations of misconduct. A joint investigation by DW and Der Spiegel reveals accounts from over 30 young scientists detailing abusive behavior and toxic work environments within the prestigious institutes. Fear of reprisal silenced many, while others who reported misconduct claim they were discouraged. The investigation delves into why these issues persist despite opposition.

(www.dw.com)

Tech scientific misconduct toxic workplace Max Planck Society

arXivLabs: Community Collaboration on New arXiv Features

2025-06-01

arXivLabs is a framework for collaborators to develop and share new features directly on the arXiv website. Individuals and organizations involved share arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners who adhere to them. Have an idea to improve the arXiv community? Learn more about arXivLabs.

(arxiv.org)

Development

Fern, a YC Startup, is Hiring an AI Engineer – Up to $192k!

2025-01-17

Fern, a YC Startup, is Hiring an AI Engineer – Up to $192k!

Fern, a Y Combinator-backed startup, is hiring an AI Engineer with a salary of up to $192,000 plus an $18,000 living proximity bonus. Fern simplifies API usage by providing high-quality SDKs and documentation for businesses. The role requires 4+ years of backend or full-stack development experience, proficiency in TypeScript and at least one other language, and experience developing and deploying AI products. This is a fast-growing SaaS company offering end-to-end project ownership and the chance to build zero-to-one AI features.

(www.ycombinator.com)

Development

Massive City Data Analysis Requests: A Large-Scale Data Science Project

2025-04-13

This list comprises a large number of city data analysis requests, covering vaccination rates, flood risk assessments, correlations between diseases and environmental factors, renewable energy adoption rates, transportation impacts, housing prices, crime rates, education funding, air quality, and more. These requests span numerous neighborhoods across multiple US cities, requiring extensive data collection and analysis—a massive data science undertaking.

(askcrystal.info)

Misc

Conquering JavaScript Fatigue: MESH, a Modular SSR Framework Built on HTMX

2025-09-23

Web development is facing "JavaScript fatigue" and "framework fatigue." This post explores using HTMX, a declarative approach to web development using HTML attributes, as a solution. However, HTMX's lack of structure led the author to create MESH, a modular server-side rendering (SSR) framework. MESH uses a "one component, one endpoint" model, leveraging Go and Web Components for SSR and hydration. Challenges with HTMX's inability to cross shadow DOM boundaries were overcome with clever workarounds. Real-time collaboration with Server-Sent Events (SSE) was also implemented. Ultimately, the author even removed HTMX entirely, using cleaner JS to achieve the same functionality, and reflects on the shortcomings and future directions of HTMX.

(ajmoon.com)

Development

Deep Dive into GPU Mipmap Level Selection

2025-05-14

This post delves into the intricate details of mipmap level selection during texture sampling on the GPU. Starting with texture aliasing, the author explains mipmapping and the role of pixel derivatives (ddx()/ddy()). By analyzing the GLES3.0 and DirectX 11.3 specifications and experimental results, the author reveals the complexities of the relationship between mipmap level selection and pixel derivatives, as well as the differences in implementation across various GPU vendors. The article further explores the impact of elliptical transformations and anisotropic filtering on mipmap level selection, providing corresponding software implementations and comparing them to hardware implementations.

(pema.dev)

Development Texture Mipmapping

ZLinq: A Radical Optimization and Extension of LINQ

2025-05-20

ZLinq: A Radical Optimization and Extension of LINQ

ZLinq is a .NET LINQ library that dramatically improves LINQ performance through clever architecture and optimization strategies. It introduces the `IValueEnumerator` interface, replacing the traditional `MoveNext` and `Current` with `TryGetNext` to reduce method calls. Furthermore, it supports `Span` and SIMD operations, and provides LINQ support for tree structures like JSON and Unity's GameObjects. ZLinq's optimizations aim to minimize allocations and method calls, resulting in faster processing, especially beneficial when dealing with large datasets or performance-critical scenarios.

(neuecc.medium.com)

Development

FCC Approves Verizon's $20B Frontier Acquisition After DEI Policy Drop

2025-05-16

FCC Approves Verizon's $20B Frontier Acquisition After DEI Policy Drop

The FCC, led by Chairman Brendan Carr, approved Verizon's $20 billion acquisition of Frontier Communications after Verizon pledged to end its diversity, equity, and inclusion (DEI) policies. Carr hailed the move as a positive step for equal opportunity and the public interest. This approval comes as Paramount Global and Skydance Media's $8 billion merger remains pending, potentially due to DEI concerns. Carr previously indicated he would block mergers involving companies promoting DEI programs. The acquisition allows Verizon to upgrade Frontier's network in 25 states, potentially bringing fiber to over 1 million homes annually.

(variety.com)

Tech

41% of Employers to Cut Staff by 2030 Due to AI, Says WEF Report

2025-01-10

41% of Employers to Cut Staff by 2030 Due to AI, Says WEF Report

A World Economic Forum report reveals that 41% of global employers anticipate staff reductions by 2030 due to AI-driven automation. While 77% plan to upskill their workforce for AI collaboration, the report highlights the significant impact on the job market. Graphic designers and legal secretaries are among roles projected to decline, emphasizing the growing importance of AI skills, creative thinking, and lifelong learning. Despite predicting net job growth over the next five years, the report acknowledges substantial job displacement due to AI.

(gizmodo.com)

Tech

Apple's Container: A Native macOS Linux Container Tool

2025-06-11

Apple's Container: A Native macOS Linux Container Tool

Apple has open-sourced Container, a developer tool on GitHub offering a novel approach to running Linux containers directly on macOS. Unlike Docker or Podman, it integrates deeply with macOS frameworks, creating lightweight VMs for each container, boosting security and privacy. While minor issues exist, such as memory management and macOS version compatibility, it showcases Apple's commitment to native Linux container development on macOS, providing developers with a more native option.

(nerds.xyz)

Development

The British Navy's Secret Weapon: Institutional Design and Incentives

2025-05-16

The British Navy's Secret Weapon: Institutional Design and Incentives

This article explores the institutional reasons behind the British Navy's exceptional combat effectiveness from the 17th to 19th centuries. It argues that superior technology wasn't the key, but rather a sophisticated system of incentives designed to prevent admirals from shirking combat. High salaries, a strict promotion system, unique battle tactics (like the line of battle and weather gauge), and harsh Articles of War (including the death penalty) ensured high combat motivation and accountability. The rise of steamships altered naval warfare, ultimately leading to reforms of these systems.

(www.lesswrong.com)

Misc institutional design British Navy

arXivLabs: Experimental Projects with Community Collaboration

2025-04-07

arXivLabs is a framework enabling collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved embrace arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners who share them. Have an idea to enhance the arXiv community? Learn more about arXivLabs.

(arxiv.org)

Development

Lightweight GRPO Training: No Transformers, No vLLM

2025-04-13

Lightweight GRPO Training: No Transformers, No vLLM

This project implements a lightweight GRPO (Group Relative Policy Optimization) training framework, built almost from scratch, relying only on tokenizers and PyTorch. It improves upon the original algorithm by removing KL divergence and incorporating overlong episode filtering, enhancing training stability and GPU memory usage. The project trains the Qwen2.5-3B-Instruct model on the CountDown task, which requires generating a mathematical expression to reach a target value given a set of numbers. The model solves this by learning to generate chain-of-thought reasoning before the final answer, guided by format and answer rewards. The entire process is straightforward and reproducible, running on a single A40 GPU with minimal commands.

(github.com)

Development

A 1964 Vision of 2014: Tech Utopia or Population Crisis?

2025-06-07

In 1964, Isaac Asimov envisioned a 2014 brimming with technological marvels: automated homes, underground cities, air travel, robotic butlers, lunar colonies, and a global laser communication network. However, this technological utopia was shadowed by a looming population crisis. Asimov predicted a 6.5 billion global population in 2014, creating immense resource strain and social challenges, demanding strict population control measures. This piece offers a fascinating blend of optimistic technological advancements and a sobering reflection on the potential perils of unchecked population growth, prompting reflection even today.

(archive.nytimes.com)

Tech population problem science fiction prediction

Facebook Marketplace: Connection or Transaction?

2025-04-12

Facebook Marketplace: Connection or Transaction?

The rise of Facebook Marketplace is surprising. It's a massive virtual flea market, rough around the edges yet surpassing eBay in user base. The pandemic and inflation fueled its growth, attracting younger users. The author found that excessive Facebook use increased spending, but distancing from the platform eliminated the temptation of its targeted ads. The article explores Facebook's core nature: does it connect people or facilitate transactions? The rise of Buy Nothing groups, a mutual aid gifting model, suggests a different answer: genuine connection isn't built on transactions.

(www.theatlantic.com)

Misc

Redefining Evolution: Functional Information and Cosmic Complexity

2025-04-14

Redefining Evolution: Functional Information and Cosmic Complexity

Scientists propose a new theory of evolution: functional information. This theory suggests that selective processes drive the evolution of complex systems, not limited to biology but applicable to minerals, elements, and even the universe itself. This evolution isn't always gradual; sometimes it occurs in jumps, such as at key points in biological history. The concept of functional information offers a new perspective on understanding the origin of cosmic complexity and the direction of life's evolution, providing new avenues for research in astrobiology, oncology, and other fields.

(www.quantamagazine.org)

AI functional information cosmic complexity

AI-Powered: Revolutionizing Smart Card Creation

2024-12-31

This new technology leverages artificial intelligence to automate card creation. Users simply input keywords or descriptions, and the system automatically generates cards with rich content and aesthetically pleasing layouts, significantly improving efficiency and lowering the barrier to creation. This is revolutionary for industries requiring large numbers of cards, such as education and marketing. It not only saves time and labor costs but also ensures consistent and professional card quality.

(handwritten-card.vercel.app)

AI card generation

Parrot Anafi Drone: RCE via Network Protocol Reverse Engineering

2025-01-01

Parrot Anafi Drone: RCE via Network Protocol Reverse Engineering

Security researchers reverse-engineered the Wi-Fi communication protocol between a Parrot Anafi drone and its controller. Using ARP spoofing, they intercepted packets related to takeoff and landing sequences, identifying the crucial payload structure. A simple Python script was created to send these packets, enabling remote control of the drone's takeoff and landing without the official controller. This revealed a vulnerability allowing attackers to interfere with the drone's operation, such as preventing takeoff or landing.

(www.hardbreak.wiki)

Tech drone security

2025 AI Predictions: Cautious Optimism and Technological Bottlenecks

2025-01-02

2025 AI Predictions: Cautious Optimism and Technological Bottlenecks

AI expert Gary Marcus released 25 predictions for AI in 2025. He reviewed his 2024 predictions, noting most were accurate, such as the diminishing returns of large language models (LLMs), and persistent problems like AI hallucinations and reasoning flaws. Marcus is cautiously optimistic for 2025, predicting no artificial general intelligence, continued limited profits from AI models, lagging regulation, and persistent reliability issues. He suggests that neurosymbolic AI will become more prominent, but also warns of cybersecurity risks stemming from AI.

(garymarcus.substack.com)

AI AI predictions technological bottlenecks

AI Democratizes Creation: Judgement, Not Skill, Is King

2025-06-02

In 1995, Brian Eno presciently noted that computer sequencers shifted the focus in music production from skill to judgment. This insight perfectly mirrors the AI revolution. AI tools are democratizing creative and professional tasks, lowering the technical barriers to entry for everyone from writing to coding. However, the true value now lies in discerning what to create, making informed choices from countless options, evaluating quality, and understanding context. The future of work will prioritize strategic judgment over technical execution, demanding professionals who can ask the right questions, frame problems effectively, and guide AI tools towards meaningful outcomes.

(notsocommonthoughts.com)

AI Judgment

Vterm Project Update Log: Continuous Performance and Feature Improvements

2025-09-24

Vterm developer Tom Szilagyi has made numerous recent commits, encompassing performance optimizations, bug fixes, and new features. These updates include GPU performance improvements, fixing a signedness bug, adding new command-line options, and refining character rendering and underline display. The ongoing code improvements enhance Vterm's stability and efficiency.

(git.hq.sig7.se)

Development code updates

OpenSearch 3.0: 9.5x Faster Search and Analytics for AI

2025-05-07

OpenSearch 3.0: 9.5x Faster Search and Analytics for AI

The OpenSearch Software Foundation announced the general availability of OpenSearch 3.0, boasting a 9.5x performance improvement over version 1.3. This release tackles the challenges of scaling vector databases for AI applications like generative AI and recommendation engines. Key features include GPU acceleration (reducing costs by up to 3.75x), enhanced data management (gRPC support, pull-based ingestion), and improved vector search capabilities. Core upgrades, such as Lucene 10 and Java 21 support, ensure future-proofing and enhanced performance. OpenSearch 3.0 empowers developers to build more efficient and scalable AI applications.

(opensearch.org)

Tech

Solving First-Order Differential Equations with Julia: A Step-by-Step Tutorial

2025-03-05

This tutorial demonstrates how to solve first-order differential equations using the Julia programming language and the DifferentialEquations.jl package. It begins with a recap of differential equation fundamentals, then walks through two examples – radioactive decay and Newton's law of cooling – showing how to translate mathematical equations into Julia code and solve them numerically using DifferentialEquations.jl, visualizing the results with plots. The tutorial is clear and concise, suitable for readers with some background in mathematics and programming.

(ritog.github.io)

Development Differential Equations Numerical Methods

50 Years of Open Source Software Supply Chain Security: From Multics to the xz Attack

2025-04-07

This article explores the challenges of open source software supply chain security over the past five decades. From potential backdoors identified in a 1974 Multics security evaluation to the 2024 xz compression library backdoor attack, the problem persists. Russ Cox, a core developer of the Go programming language, draws on personal experience and industry examples to discuss definitions of supply chain attacks and vulnerabilities, the complexity of software supply chains, and methods for strengthening defenses. These include software authentication, reproducible builds, rapid vulnerability discovery and patching, and vulnerability prevention strategies. The article highlights the underfunding of open source software, leaving projects vulnerable to malicious actors, illustrated by the xz attack. Ultimately, the author calls for increased funding and improved security practices in open source to address evolving threats.

(queue.acm.org)

Tech Vulnerabilities

Manhattan's Century-Old Steam System: A City's Thermal Legacy

2025-03-13

Since 1882, Manhattan has relied on a vast steam system to heat its buildings, from the Waldorf Astoria to NewYork-Presbyterian Hospital. This article delves into the history of this remarkable infrastructure, tracing its evolution from a solution to the heating challenges of a densely populated city to its continued role in supplying heat to much of Manhattan. The article also compares steam systems with modern hot water systems, exploring the role of district heating in the future of urban development.

(worksinprogress.co)

Tech urban infrastructure energy systems

CES 2025: Nuwa Pen Digitizes Handwritten Notes in Real-Time

2025-01-15

CES 2025: Nuwa Pen Digitizes Handwritten Notes in Real-Time

The Nuwa Pen, showcased at CES 2025, is a game-changer. This ink pen, equipped with three miniature cameras, captures handwriting on paper and instantly digitizes it within a companion app. The app even features a large language model for searching and querying notes. While accuracy isn't perfect yet, the Nuwa Pen offers a novel approach to digital note-taking, especially with its innovative 'infinite canvas' feature. It's a promising tool for those who value quick note-taking and easy retrieval.

(www.zdnet.com)

Tech Smart Pen Digital Note-Taking

Meta Denies Sharing Pirated Books for AI Training

2025-02-21

Meta Denies Sharing Pirated Books for AI Training

Meta claims it didn't seed a torrent of pirated books used for AI training, despite admitting to downloading it. In a court filing, Meta stated it took precautions to avoid seeding the downloaded files, arguing authors can't prove distribution occurred during the torrenting process. While admitting to downloading the dataset from sources like LibGen and Z-Library, Meta contends downloading itself isn't illegal, merely accessing publicly available data. This case involves copyright infringement claims, with authors alleging Meta engaged in large-scale data piracy and violated California's Computer Data Access and Fraud Act (CDAFA).

(arstechnica.com)

Tech

Easter Eggs & the Joy of Software Development

2025-02-11

Easter Eggs & the Joy of Software Development

A development team injected fun into the creation of their new product, Tapestry, by incorporating several Easter eggs. Starting with a spinning fidget spinner on the beta badge and evolving into a personalized, dynamic app icon “disco” based on user feedback, the team engaged users with playful surprises. These weren't mere additions; they were cleverly integrated into testing and bug-fixing processes. The article showcases the team's humor and creativity, illustrating how to infuse joy into every stage of software development.

(furbo.org)

Development easter eggs

Japan's EV Sales Plummet: First Decline in Four Years

2025-01-10

Japan's EV Sales Plummet: First Decline in Four Years

Sales of electric vehicles in Japan plunged 33% year-on-year in 2024 to 59,736 units, marking the first decline in four years. EVs accounted for less than 2% of total vehicle sales, the lowest among major advanced economies. While global EV sales continue to grow, albeit at a slower pace, Japan's slow adoption of EVs is increasingly apparent. Nissan maintained its top spot, while China's BYD saw growth thanks to a new model.

(asia.nikkei.com)

Tech Japan Auto Market

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