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Zed Code Editor Shifts AI Pricing to Token-Based Model

2025-09-24
Zed Code Editor Shifts AI Pricing to Token-Based Model

Code editor Zed is changing its AI pricing from prompt-based to token-based, better reflecting the actual cost of AI services. This allows Zed to sustainably invest in editor features and enterprise offerings. The new pricing includes more AI models like GPT-5 and Gemini 2.5, and offers users flexibility with options like bringing their own API keys or using local models. Existing users have a three-month transition period with support. The change also simplifies pricing and reduces costs.

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(zed.dev)
Development

Deepseek v3: A 607B Parameter Open-Source LLM Outperforming GPT-4 at a Fraction of the Cost?

2025-01-02
Deepseek v3: A 607B Parameter Open-Source LLM Outperforming GPT-4 at a Fraction of the Cost?

Deepseek unveiled its flagship model, v3, a 607B parameter Mixture-of-Experts model with 37B active parameters. Benchmarking shows it's competitive with, and sometimes surpasses, OpenAI's GPT-4o and Claude 3.5 Sonnet, making it the current top open-source model, outperforming Llama 3.1 403b, Qwen, and Mistral. Remarkably, Deepseek v3 achieved this performance for only ~$6 million, leveraging breakthrough engineering: MoE architecture, FP8 mixed-precision training, and a custom HAI-LLM framework. It excels in reasoning and math, even outperforming GPT-4 and Claude 3.5 Sonnet, though slightly behind in writing and coding. Its exceptional price-to-performance ratio makes it a compelling option for developers building client-facing AI applications.

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(composio.dev)
AI Mixture of Experts Open-Source AI

Claude Integrations and Advanced Research: A Powerful Upgrade

2025-05-01
Claude Integrations and Advanced Research: A Powerful Upgrade

Anthropic has announced major updates to Claude, introducing Integrations that allow developers to connect various apps and tools, and expanding its research capabilities. Advanced Research mode lets Claude search the web, Google Workspace, and now connected Integrations, conducting research for up to 45 minutes and providing comprehensive reports with citations. Web search is now globally available for all paid Claude users. These updates significantly enhance Claude's functionality and efficiency, making it a more powerful collaborative tool.

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(www.anthropic.com)
AI Integrations

AI Winter: A Season of Joblessness for a Senior Software Engineer

2025-05-13
AI Winter: A Season of Joblessness for a Senior Software Engineer

A senior software engineer with over 20 years of experience recounts his struggles with unemployment in the wake of the AI revolution. Owning three houses, he's forced to rely on Doordash to survive after losing his job due to AI-driven layoffs. Despite upskilling, creating YouTube content, and considering career pivots, he's found little success. He calls for a societal reevaluation of work and money's role in life, arguing that relying solely on labor for survival is no longer viable in the age of AI.

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(shawnfromportland.substack.com)
Tech AI unemployment

Dot: Hiring its First Customer Success/Sales Engineer

2025-04-18
Dot: Hiring its First Customer Success/Sales Engineer

AI data analysis startup Dot is hiring its first Customer Success/Sales Engineer. This hybrid role encompasses the entire customer journey, from onboarding and support to pre-sales technical evaluations. You'll bridge the gap between product and user, collaborating closely with founders and engineering to maximize customer value. The ideal candidate possesses experience with data warehouses, BI tools, and SQL, along with strong technical troubleshooting, communication, and sales skills. This is a chance to join a small but impactful team, working directly with founders and making a significant contribution to data-driven teams.

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(www.ycombinator.com)
Startup AI data analysis Customer Success

go-mcp: A Type-Safe Go SDK for Building MCP Servers

2025-04-17
go-mcp: A Type-Safe Go SDK for Building MCP Servers

go-mcp is a Go SDK simplifying MCP (Model Context Protocol) server development. Its type-safe, intuitive interface streamlines the process. Code generation ensures static typing for tools and prompt parameters, catching errors at compile time. The clean API and developer-friendly design make it easy to learn and use. The project includes comprehensive examples and documentation, supporting features like tools, prompts, resource management, and logging. While dynamic tool addition isn't currently supported, future development plans include batching, streamable HTTP transport, and progress notifications. The project is MIT licensed.

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(github.com)
Development

Faasta: Blazing Fast WebAssembly FaaS

2025-04-25
Faasta: Blazing Fast WebAssembly FaaS

Faasta is a cutting-edge Function-as-a-Service (FaaS) platform built on WebAssembly, boasting sub-1ms cold starts and under 1KB memory overhead. Leveraging WASI P2 and WASIHTTP, it offers high-performance HTTP request handling and secure function isolation. Faasta is self-hostable, allowing you to run your own instance anywhere. While currently experimental, a free hosted instance is available at faasta.xyz.

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(github.com)
Development

Game-Changing Steel: Twisting Technique Creates Submicron 'Anti-Crash Wall'

2025-04-17
Game-Changing Steel: Twisting Technique Creates Submicron 'Anti-Crash Wall'

Researchers from the Chinese Academy of Sciences, Shandong University, and the Georgia Institute of Technology have developed a novel twisting technique that dramatically enhances the fatigue resistance of stainless steel. By creating a submicron-scale, three-dimensional 'anti-crash wall' within 304 austenitic stainless steel, the technique significantly improves strength and reduces cyclic creep. Tests showed a 2.6-fold increase in strength and a 2-4 order of magnitude reduction in strain due to ratcheting, resulting in up to a 10,000-fold improvement in fatigue resistance. This breakthrough has potential applications in aerospace and other demanding industries.

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(techxplore.com)
Tech stainless steel fatigue resistance

NYT vs. OpenAI: A $10M Copyright Battle and the Future of AI

2025-02-05
NYT vs. OpenAI: A $10M Copyright Battle and the Future of AI

While many publishers, like Dotdash Meredith ($16 million annual licensing fee), struck deals with OpenAI to compensate for the use of their content in training AI models, the New York Times chose a different path. Spending $10.8 million on legal fees in 2024, the NYT sued OpenAI and Microsoft for copyright infringement. This high-stakes legal battle highlights the clash between news organizations and tech giants over copyright and business models in the age of AI, showcasing the NYT's willingness to fight for its rights against powerful tech companies.

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(www.hollywoodreporter.com)
Tech New York Times

Mill: A React-Inspired Build Tool Revolution

2025-05-13

Mill is a unique build tool that adopts core design decisions from React.js: direct-style builds and a single general-purpose language. Unlike traditional build tools relying on callbacks and multiple languages, Mill lets developers write functions that directly return the final build artifacts, with Mill automatically handling caching, parallelization, and optimization. This approach simplifies the build process, improves readability and maintainability, and enhances IDE integration.

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(mill-build.org)
Development

The End of SEO? Generative Engine Optimization (GEO) is Here

2025-06-01
The End of SEO? Generative Engine Optimization (GEO) is Here

The rise of Large Language Model (LLM) platforms is signaling the end of traditional Search Engine Optimization (SEO). A new paradigm, Generative Engine Optimization (GEO), is emerging, focusing not on page rank but on how frequently content appears in LLM-generated answers. Brands need to optimize content for easy parsing and citation by LLMs, using new GEO tools to monitor brand presence in AI-generated results, gaining a competitive edge. GEO is not just a tooling shift, but a platform opportunity. The company that integrates insights, creative input, feedback, and iteration, and masters first- and third-party data will dominate.

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(a16z.com)
Tech Generative Engine Optimization AI Marketing

Reverse Engineering a Children's Learning Device

2025-04-06
Reverse Engineering a Children's Learning Device

This blog post details the author's first reverse engineering project: a children's learning device (LeapFrog LeapStart/VTech MagiBook). The journey begins with acquiring the firmware from the VTech software's cache files. Key files identified include 'System' and 'FileSys'. 'FileSys' is a FAT32 filesystem image containing app, audio, and book data. 'System' appears to be an ARM binary, containing C++ information, logs, and kernel information (uC/OS-II). Future steps involve deeper analysis of these files, aiming to understand the dot-recognition and audio playback code, and potentially adding custom audio.

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(leloubil.prose.sh)
Development firmware analysis

General Fusion Achieves Global First: Steam-Driven Plasma in Fusion Reactor

2025-03-16
General Fusion Achieves Global First: Steam-Driven Plasma in Fusion Reactor

General Fusion, a Canadian fusion energy company, has achieved a world-first: generating plasma in a reactor driven by steam. This milestone was reached in their Lawson Machine 26 (LM26) prototype reactor, using magnetized target fusion (MTF), a technology employing steam-powered pistons to compress plasma instead of lasers. After 23 years of dedicated research, this breakthrough represents a significant step, although commercial power generation remains a future goal. The achievement offers promising advancements in clean energy technology.

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(interestingengineering.com)
Tech

Trump's Economic Policies: Demolition or Renovation?

2025-04-09
Trump's Economic Policies: Demolition or Renovation?

This article uses a clever analogy, comparing Trump's economic policies to a group of construction workers who are demolishing a house instead of rebuilding it. The author argues that the Trump administration's protectionist trade policies, intended to revive American manufacturing, are actually harming the US economy. High tariffs have disrupted supply chains, increased business costs, and created market chaos, failing to stimulate American manufacturing. The article criticizes the chaotic and unplanned nature of Trump's policies and points out their potential threat to the stability of the US economy.

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(www.theatlantic.com)
Tech Trump's economic policies

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.

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(archive.nytimes.com)
Tech population problem science fiction prediction

Slate AI Agent: Automating the Port of a Python Project to TypeScript

2025-09-25

Slate is a highly autonomous AI agent designed to handle long and complex tasks. This post details how Slate successfully ported the open-source Python project Browser Use (70.3k stars), a browser automation library for LLMs, to TypeScript in under two hours for less than $60. Slate automated the majority of the process requiring minimal user input. The process showcased Slate's powerful planning and execution capabilities, as well as its ability to autonomously troubleshoot problems, ultimately resulting in a fully functional TypeScript version.

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(randomlabs.ai)
Development code conversion automated programming

PostgreSQL FTS: 50x Speedup with Simple Optimizations

2025-04-09
PostgreSQL FTS: 50x Speedup with Simple Optimizations

A recent benchmark by Neon showed PostgreSQL's built-in full-text search (FTS) lagging behind pg_search. However, this article reveals that Neon's benchmark used an unoptimized standard FTS setup. By pre-calculating and storing the `tsvector` column and configuring GIN indexes with `fastupdate=off`, a dramatic performance boost is achieved. Experiments on a 10-million-row dataset demonstrated a ~50x speed improvement, proving that properly optimized standard FTS can rival dedicated search engines. The article also explores VectorChord-BM25, a BM25-based extension excelling in ranking tasks.

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(blog.vectorchord.ai)
Development Full-Text Search

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.

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(opensearch.org)
Tech

Sequor: SQL-centric Workflow Platform for Reliable API Integrations

2025-05-30
Sequor: SQL-centric Workflow Platform for Reliable API Integrations

Sequor is an open-source, SQL-centric workflow platform designed to build reliable API integrations within modern data stacks. It offers a powerful alternative to black-box SaaS connectors, giving data teams complete control over their integration pipelines. By fusing API execution with your database, Sequor enables bidirectional data flow, leveraging SQL for transformations, analytics, and business logic. This unified approach eliminates the traditional boundaries between iPaaS and ETL processes. A code-first approach (YAML for flows, Jinja/Python for parameters, SQL for logic) allows for version control, collaboration, CI/CD, and local development. Sequor empowers you to own, control, and scale your integrations transparently, using familiar open technologies and avoiding SaaS lock-in.

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(github.com)
Development Data Stack

Russia Automates Disinformation to Game AI Chatbots

2025-04-19
Russia Automates Disinformation to Game AI Chatbots

Russia is automating the spread of disinformation to manipulate AI chatbots, influencing responses on key topics like the war in Ukraine. Researchers found that leading chatbots repeated Russian lies, highlighting a vulnerability in AI's reliance on data. Russia created a network of websites (Pravda network) designed to be picked up by AI crawlers, saturating the internet with false narratives. This low-cost, highly effective tactic undermines information integrity, exacerbated by reduced government oversight and the rapid deployment of chatbots. The lack of effective response mechanisms poses a significant threat.

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(www.detroitnews.com)
Tech

Lightweight Job Scheduling with Wasp and PgBoss: A Surprisingly Elegant Solution

2025-05-30
Lightweight Job Scheduling with Wasp and PgBoss: A Surprisingly Elegant Solution

This article explores lightweight job scheduling in React and Node.js applications using Wasp and PgBoss. PgBoss leverages PostgreSQL's reliability and scalability to manage background jobs efficiently, while Wasp simplifies job definition and configuration. The article uses a tennis score tracking app to demonstrate creating both one-time scheduled jobs (e.g., sending a daily match summary email) and recurring jobs (e.g., daily digest emails). This setup is perfect for small projects or early-stage startups, eliminating the need for complex external services. However, for high-load or computationally intensive tasks, a dedicated job processing system is recommended.

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(wasp.sh)
Development Job Scheduling

Solving Blue Prince's Propositional Parlor Puzzle with Logic

2025-04-21
Solving Blue Prince's Propositional Parlor Puzzle with Logic

This article details how to automatically solve a logic puzzle from the game Blue Prince using propositional logic. The puzzle involves three boxes (blue, white, black) each making statements, and rules stating at least one box is entirely true, at least one is entirely false, and the prize is in exactly one box. The author models the problem in propositional logic, uses a brute-force approach to find all satisfying assignments, and thus determines the prize's location. The article includes a JavaScript implementation and discusses code optimization.

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(buttondown.com)
Game logic puzzles

Trump Family Crypto Venture Sparks Controversy: $2B Binance Investment Raises Eyebrows

2025-05-01
Trump Family Crypto Venture Sparks Controversy: $2B Binance Investment Raises Eyebrows

A stablecoin launched by Donald Trump's World Liberty Financial is being used for a $2 billion investment in Binance by an Abu Dhabi firm. This latest Trump family crypto venture, following a January 'meme coin' launch, has drawn criticism for potential conflicts of interest. The stablecoin, USD1, is issued on Binance's blockchain and has been integrated with Tron. While USD1's value has rapidly grown, the identity of its major holders remains unclear, raising concerns. Senator Elizabeth Warren strongly criticized the deal, calling it corruption. The White House and World Liberty Financial have not yet commented.

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(finance.yahoo.com)
Startup stablecoin Stablecoin

Norwegian Startup's Airhull Tech Lets Electric Boats Glide on Air

2025-05-26
Norwegian Startup's Airhull Tech Lets Electric Boats Glide on Air

Pascal Technologies, a Norwegian electric boat startup, is equipping two of its boats, the Nabcrew Zero AirBlue 1240 and Hugin DC, with Airhull technology. This innovative technology creates an air cushion under the hull, reducing drag and significantly increasing efficiency, potentially saving up to 50% of energy consumption. Simpler to implement than hydrofoil technology, Airhull uses a comb-like structure on the hull's underside and a blower at the bow to lift the boat 15-20cm out of the water. Suitable for boats from 6m to 30m, the technology is showcased on a 12m workboat (Nabcrew Zero AirBlue 1240) and a 9.15m leisure boat (Hugin DC), both slated for launch later this year.

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(www.heise.de)
Tech electric boats

Deep Dive into Intel Battlemage's Ray Tracing Performance

2025-03-16
Deep Dive into Intel Battlemage's Ray Tracing Performance

This article delves into the ray tracing performance of Intel's Arc B580 GPU under the Battlemage architecture. Analyzing Cyberpunk 2077's path tracing and 3DMark Port Royal benchmark, it reveals improvements in Battlemage's Ray Tracing Accelerator (RTA), including a tripled ray traversal pipeline, doubled triangle intersection test rate, and a 16KB BVH cache. While high occupancy in Cyberpunk 2077's path tracing didn't translate to high execution unit utilization, the improved cache and architecture excelled in Port Royal. The article concludes that Battlemage shows significant ray tracing advancements, but the memory subsystem remains a performance bottleneck.

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(chipsandcheese.com)
Hardware

WhaleSpotter: AI-Powered Whale Detection System Aims to Prevent Deadly Collisions

2025-04-22
WhaleSpotter: AI-Powered Whale Detection System Aims to Prevent Deadly Collisions

Developed by scientists at the Woods Hole Oceanographic Institution, WhaleSpotter uses AI and human verification to detect whales from ships and land-based installations. Since its 2019 trials, its capabilities have drastically improved, with over 51,000 marine mammal detections in 2024. Now partnering with Matson Navigation Company, the system is being adapted for use on large container ships to reduce whale-ship collisions. Improvements have extended detection range to 6 kilometers, aiming for zero false positives to ensure timely captain intervention. While not a panacea, WhaleSpotter is vital for protecting endangered species like the North Atlantic right whale.

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(www.biographic.com)
Tech Ocean Conservation Whales

Hidden Webshell: Identical MD5 Hash PHP Files

2025-09-24
Hidden Webshell: Identical MD5 Hash PHP Files

Two PHP files share the same MD5 hash, but one is a webshell. This technique allows attackers to bypass cached webshell detection. A hexdump reveals subtle differences between the files, resulting in identical MD5 hashes despite vastly different functionality. This highlights the insufficiency of relying solely on MD5 hashing for security checks; a more comprehensive security strategy is needed.

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(github.com)
Development MD5 collision security detection

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.

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(www.dw.com)
Tech scientific misconduct toxic workplace Max Planck Society

Revolutionizing Cross-Chain Transactions with Intents

2025-09-24
Revolutionizing Cross-Chain Transactions with Intents

Traditional cross-chain transactions are complex, time-consuming, and expensive. This article introduces a new approach called "intents," where users simply declare their desired outcome (e.g., swap 1000 USDC for 100 SOL) without specifying the steps. A network of "solvers" automatically fulfills the request. This is analogous to saying "get me milk" instead of giving detailed driving instructions. NEAR Protocol pioneered a cross-chain intent system, leveraging chain signatures to achieve 2-3 second finality and native Bitcoin support, exceeding $1 billion in total volume. Its 1Click API simplifies development, enabling easy creation of cross-chain DEX interfaces.

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(blog.shodipoayomide.com)
Development cross-chain transactions intents NEAR Protocol
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