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firelock-ai/kin: Local-first semantic version control for AI-native teams. Git stores text history. Kin understands code. ยท GitHub

firelock-ai/kin: Local-first semantic version control for AI-native teams. Git stores text history. Kin understands code. ยท GitHub

๐Ÿš€ Discover this must-read post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ“Œ **What Youโ€™ll Learn**: Git stores text history. Kin understands code. Kin is the semantic system of record for software work. It replaces the file-first, diff-first repository model with a graph of semantic entities and relationships, then serves precise context to AI agents and developers. Kin is not a coding assistant or a Git wrapper -- it is a sovereign VCS and the semantic operating layer that any assistant can use. kin init works with or without .git. Latest checked result: on a validated 10-repo Codex CLI sweep, kin-native…
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Evaluating LLMs via Esoteric Programming Languages

๐Ÿš€ Check out this insightful post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: โœ… **What Youโ€™ll Learn**: Current benchmarks for large language model (LLM) code generation primarily evaluate mainstream languages like Python, where models benefit from massive pretraining corpora. This leads to inflated accuracy scores that may reflect data memorization rather than genuine reasoning ability. We introduce EsoLang-Bench, a benchmark of 80 programming problems across five esoteric languages (Brainfuck, Befunge-98, Whitespace, Unlambda, and Shakespeare) where training data is 5,000 to 100,000x scarcer than Python. We evaluate five frontier models using five prompting strategies and two agentic coding systems. The best-performing model…
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The Day I Discovered Type Design

The Day I Discovered Type Design

๐Ÿš€ Read this trending post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: โœ… **What Youโ€™ll Learn**: Fifty years ago this month, March 1976, at 20 years old, is when my interest in type design began. Me, in spring of 1976, about the time I discovered type design, standing outside the art department at NHCC. (Photo by Dan Bagaus) I was in my second year of a two-year commercial art program at North Hennepin Community College, in a northern suburb of Minneapolis. At first I was thinking of pursuing a career as an illustrator, but I was also interested in graphic design.…
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Drugwars for the TI-82/83/83+ Calculators ยท GitHub

Drugwars for the TI-82/83/83+ Calculators ยท GitHub

๐Ÿ”ฅ Explore this insightful post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ“Œ **What Youโ€™ll Learn**: Lbl G ClrHome Disp " J.M.'S DRUGWAR"," SIMULATION",""," VERSION 2.00",""," JUST SAY NO." 2000โ†’Z 5000โ†’Y 0โ†’V 100โ†’K 1โ†’B 2โ†’N 0โ†’I 0โ†’J 100โ†’T 0โ†’M 0โ†’N 0โ†’O 0โ†’P 0โ†’Q 0โ†’R Pause ClrHome Disp "","ORIGINAL GAME","FOR IBM BY:"," JOHN E. DELL","" Disp "INSTRUCTIONS?" Input "(1=YES,2=NO)",X If X=1 Then ClrHome Disp "THIS IS A GAME","OF BUYING AND","SELLING. YOUR","GOAL IS TO PAY-","OFF YOUR DEBT TO","THE LOAN SHARK,","AND THEN MAKE AS" Pause ClrHome Disp "MUCH MONEY AS","POSSIBLE IN A 1","MONTH PERIOD.","WATCH-OUT FOR","THE POLICE IF","YOU DEAL TOO","HEAVILY!" Pause ClrHome Disp "PRICES FOR…
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Full Disclosure: A Third (and Fourth) Azure Sign-In Logโ€ฆ

Full Disclosure: A Third (and Fourth) Azure Sign-In Logโ€ฆ

๐Ÿ’ฅ Check out this trending post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ’ก **What Youโ€™ll Learn**: Invisible password sprays. Invisible logins. Full tokens returned.Nyxgeek here. It's 2026 and I've got two more Azure Entra ID sign-in log bypasses to share with you. Don't get too excitedโ€ฆthese bypasses were recently fixed, but I think it's important that people know.By sending a specially crafted login attempt to the Azure authentication endpoint, it was possible to retrieve valid tokens without the activity appearing in the Entra ID sign-in logs. This is critical loggingโ€ฆlogging that administrators across the world rely on to detect intrusionsโ€ฆlogging…
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Wayland set the Linux Desktop back by 10 years

Wayland set the Linux Desktop back by 10 years

๐Ÿ”ฅ Read this insightful post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ“Œ **What Youโ€™ll Learn**: Wayland has been a broad misdirection and misallocation of time and developer resources at the expense of users. With more migration from other operating systems, the pressure to fix fundamental problems has become more prominent. After 17 years of development, now is a good time to reflect on some of the larger promises that have been made around the development of Wayland as a replacement for the X11 display protocol. If you're not in this space, hopefully it will still be interesting as an engineering…
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March: Bombarding gamblers with offers greatly increases betting and gambling harm | News and features

March: Bombarding gamblers with offers greatly increases betting and gambling harm | News and features

๐Ÿš€ Check out this trending post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: โœ… **What Youโ€™ll Learn**: Research has confirmed for the first time that people with active gambling accounts who receive regular โ€˜free betsโ€™ and other direct marketing offers place a lot more bets, spend far more, and suffer greater related harms than gamblers who have opted out of such offers.The study, led by Central Queensland University in Australia in collaboration with the University of Bristol in the UK, found that participants who chose not to receive direct marketing, such as emails, push notifications and text messages, from their gambling…
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The Need for an Independent AI Grid

The Need for an Independent AI Grid

๐Ÿ’ฅ Read this awesome post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ’ก **What Youโ€™ll Learn**: The bitter lesson tells us to scale compute to unlock frontier AI progress. The empirical record confirms this. Focused, independent teams have demonstrated extraordinary output per unit of compute in recent years. Anthropic/Claude in code, Black Forest Labs/Flux in image generation, Luma in video generation, ElevenLabs and Sesame in speech and conversation - are all teams that have produced state of the art outputs in a rapid amount of time relative to non-bitter-lesson pilled approaches. The optimal unit of frontier progress is a focused, talent-dense…
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AI Code

๐Ÿ’ฅ Read this must-read post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ“Œ **What Youโ€™ll Learn**: Code should be self documentingHow you split logic into functions and shape the data they pass around determines how well a codebase holds up over time.Semantic FunctionsSemantic functions are the building blocks of any codebase, a good semantic function should be as minimal as possible in order to prioritize correctness in it. A semantic function should take in all required inputs to complete its goal and return all necessary outputs directly. Semantic functions can wrap other semantic functions to describe desired flows and usage; as…
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cockpit-project/cockpit: Cockpit is a web-based graphical interface for servers. ยท GitHub

cockpit-project/cockpit: Cockpit is a web-based graphical interface for servers. ยท GitHub

๐Ÿš€ Explore this trending post from Hacker News ๐Ÿ“– ๐Ÿ“‚ **Category**: ๐Ÿ“Œ **What Youโ€™ll Learn**: A sysadmin login session in a web browser cockpit-project.org Cockpit is an interactive server admin interface. It is easy to use and very lightweight. Cockpit interacts directly with the operating system from a real Linux session in a browser. You can install Cockpit on many Linux operating systems including Debian, Fedora and RHEL. Cockpit makes Linux discoverable, allowing sysadmins to easily perform tasks such as starting containers, storage administration, network configuration, inspecting logs and so on. Jumping between the terminal and the web tool is…
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