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Kaneo is an open-source project that provides a simple and lightweight framework for building chatbots. It offers features such as natural language processing, dialog management, and integration with popular messaging platforms.

Weekly AI digest for guys who are broken by the daily pace of popular AI newsletters like me.

The article explores how the rise of artificial intelligence (AI) is transforming the labor market, leading to job displacement, the need for reskilling, and debates around the economic and social implications of this technological shift.

The article explores the use of transformer-based models for memory forecasting, a technique that predicts future memory states from past observations. It highlights the potential of these models to outperform traditional approaches in tasks such as language modeling and memory-based reasoning.

Hi HN,

I'm Dhruv. I built DevProof because I was tired of guessing which "Senior Engineer" actually understood distributed (or complex) systems versus who just pasted code from tutorials. GitHub activity charts (green squares) measure effort, not engineering depth.

What it is: DevProof is a portfolio generator that audits your actual code. It follows a "Proof of Work" model: it pulls your source code, runs it through a 2-step verification pipeline (AI + Static Analysis), and builds a verified profile.

How it works (The Ranking Algo):

Ingestion: We pull your top repos (filtering out forks/docs). Reasoning (Gemini 3.0 Pro): An AI agent classifies your code into 3 Tiers (Tier 1: UI, Tier 2: Logic, Tier 3: Complex Algos). Verification (Static Analysis): We run McCabe Cyclomatic Complexity (using lizard) on the flagged files. If the AI claims a file is "Tier 3" (Complex) but the complexity is < 15, we automatically downgrade it. (This prevents the "hallucination" problem where AI thinks a long file is complex when it's just verbose). The Hiring Engine (Coming Soon): Portfolios are step one. We are building a hiring engine where you search for experience, not keywords.

Example Query: "Find a dev who has extensive experience building Voice AI pipelines."

Instead of sending you to GitHub to dig through repos, we surface the evidence directly:

The Tier: (e.g., Tier 3 - Real-time Audio Processing) The Project: (e.g., VoxArena) The Evidence: Direct links to the specific lines of code and complexity analytics that prove the skill. Future Roadmap: We are also building an AI Detection System to verify human authorship and an Intent Analysis Engine to understand why a developer made specific architectural choices, moving beyond just "what" they wrote.

The Ask: I’d love for you to try it on your own public repos.

Does the "Complexity Score" feel fair? Did it correctly identify your "hardest" code vs. your "boilerplate"? I am tuning the thresholds for the Tier downgrades right now, so any examples of false positives/negatives would be super helpful.

Dhruv

The article discusses the Statutory repository, which provides access to a collection of statutory texts from various jurisdictions. The repository aims to facilitate legal research and analysis by offering a centralized platform for accessing and analyzing statutory laws.

This article explores the growing reliance on AI systems and the potential risks associated with the quiet surrender to artificial intelligence, highlighting the need for careful consideration of the implications and responsible development of these technologies.

The article explores the concept of human intelligence, examining its various components and the factors that contribute to its development. It delves into the interplay between genetics, environment, and cognitive abilities, providing insights into the complex nature of human intelligence.

The article discusses how the U.S. Immigration and Customs Enforcement (ICE) agency is overwhelming the court system in Minnesota by dramatically increasing the number of deportation cases, leading to long delays and a backlog in immigration proceedings.

StatusNow.dev is a website that provides real-time status updates on various online services and platforms, allowing users to check the availability and performance of their favorite digital tools.

Researchers have discovered a potential way to curb selfishness by stimulating specific regions of the brain with electricity. The findings suggest that adjusting neural activity in these areas could influence social behavior and decision-making.

I built Speech Brief after listening to a long government speech and realizing that it often contained only a few high-signal claims.

It generates short, neutral briefs of public statements: 1–3 key points plus a TL;DR, based only on what is explicitly stated in the source text. Each brief links back to the original source.

There’s no commentary, opinion, or fact-checking—just a faster way to read what was said.

It’s intentionally minimal and still early. I’d love feedback on whether you’d use this, whether the format works, and what one change would make it more useful.

Forge, a new AI-powered design tool, allows users to create and manipulate React components without code. The tool automates common design tasks and integrates with existing workflows, aiming to streamline the design-development process.

The article examines the role of software engineers in developing artificial intelligence systems, highlighting the importance of understanding the underlying algorithms and models to ensure responsible and ethical AI deployment.

Tiles is a responsive web application that allows users to create and customize a dynamic dashboard of interactive tiles. The project showcases the developer's expertise in front-end web development using technologies such as React, Styled Components, and Framer Motion.

YouTube is expected to generate over $70 billion in total revenue by 2025, with a significant portion coming from advertising and subscription services, according to a report. This growth is part of Alphabet's projected earnings, indicating the continued importance of YouTube as a key revenue driver for the company.

Apple's plans to overhaul its virtual assistant Siri have reportedly been delayed again, according to sources. The revamp was initially scheduled for release in 2023 but has now been pushed back to a future update, raising questions about the company's progress on the project.

This article provides an overview of the Claude code course, which teaches students how to build their own programming language from scratch. The course covers topics such as language design, compiler construction, and runtime systems, allowing learners to gain a deeper understanding of how programming languages work.

The article explores the similarities between sovereign and corporate debt defaults, highlighting the common factors that contribute to both types of defaults, such as macroeconomic conditions, political instability, and management decisions. It suggests that understanding these parallels can provide valuable insights for policymakers and investors in managing debt-related risks.

The article discusses the capabilities and limitations of Claude, an AI assistant, and emphasizes that Claude's code agents do not need to be told certain things explicitly, as the assistant can infer and reason about them on its own.