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Apple Core AI Framework

Core AI is Apple's on-device artificial intelligence framework, designed to provide developers with efficient and privacy-friendly machine learning tools.

Hacker News AIToolsIn-site article
Why Isn't AI Taking Our Jobs?

AI company leaders have compared AI to industrial automation, predicting massive job displacement. However, recent statements indicate a shift: AI is transforming jobs rather than eliminating them. The author draws a parallel to his high school job of creating quick-and-dirty tools, noting that small businesses are using AI similarly to enhance productivity without replacing workers.

Hacker News AIAgentsIn-site article
Turn a $3M AI bill into $1.9M

Flowstate is an intelligent proxy that routes AI requests to the most cost-effective model and attributes spending to projects, potentially reducing AI bills by up to 42%. The article explains the two main leaks inflating AI costs: default flagship model usage and lack of spend attribution.

Hacker News AIResearchIn-site article
Hands on with Intelligent Terminal, an AI-Powered Windows Terminal

Microsoft has created an open-source fork of Windows Terminal called Intelligent Terminal, which integrates an AI assistant to explain errors, draft commands, and fix problems without leaving the terminal. The agent stays aware of terminal activity and remembers sessions.

Hacker News AIAgentsIn-site article
Apple announces Siri AI and its next generation of Apple Intelligence

Two years after first unveiling Apple Intelligence and a smarter Siri that never fully materialized, Apple has used this year's WWDC to announce new AI features and a revamped Siri. The company recently settled a $250 million class action lawsuit over misleading claims about Apple Intelligence. Apple is partnering with Google Gemini to power its AI, focusing on products rather than underlying models.

The Verge AIPolicyIn-site article
Do your best research with NotebookLM

NotebookLM, Google's AI research assistant, receives major upgrades including advanced reasoning, new output formats (PDFs, spreadsheets, etc.), and easier research initiation. Built on Gemini 3.5 and Antigravity, it offers improved accuracy and analysis capabilities.

Hacker News AIAgents / ResearchIn-site article
Show HN: Gitdot – a better GitHub. Open-source, anti-AI, and written in Rust

Gitdot is an open-source GitHub alternative written in Rust with a CLI-inspired interface. It currently supports user signups, org creation, repository management, and importing from GitHub. Missing features include issues, PRs, and CI. The design focuses on keyboard-driven navigation and aims for 100ms FCP.

Hacker News AIToolsIn-site article
Unlocking AI flexibility in Europe: A guide to cross-region inference for EU data processing and model access

AWS's cross-Region Inference (CRIS) on Amazon Bedrock helps European customers leverage model capacity across multiple AWS regions while adhering to GDPR and other data protection requirements. This post explores global and EU geographic inference profiles, security features, transparency tools, and how to check available profiles.

AWS Machine Learning BlogModels / PolicyIn-site article
It’s safe to close your laptop now: Hosting coding agents on Amazon Bedrock AgentCore

Amazon Bedrock AgentCore Runtime gives each agent session its own isolated microVM with a persistent workspace, secure tool access through Gateway, and built-in observability—so you can run Claude Code, Codex, Kiro, and Cursor in parallel without sharing secrets, ports, or filesystems. Close the lid, go to dinner, and pick up where you left off tomorrow.

AWS Machine Learning BlogAgents / PolicyIn-site article
Build an Emergency Helpline Voice Agent with LangChain

Learn how to build a real-time AI voice agent for emergency helplines using LangChain, AssemblyAI, and OpenAI. The agent listens to caller distress, triages the situation, dispatches emergency services, and keeps the caller calm—all without typing or menus.

Analytics VidhyaAgents / PolicyIn-site article
Juno

Juno is an AI personal health companion for chronic illness, launched in October with 125k+ users and $80k MRR. It tracks symptoms, sleep, medications, and mood via voice or text, provides personalized advice, and generates PDF summaries for doctor appointments.

Product Hunt AIResearchIn-site article
End-to-end encrypted ML inference with Amazon SageMaker AI and FHE

This post demonstrates how to use Amazon SageMaker AI with fully homomorphic encryption (FHE) to run ML inference entirely in the encrypted domain. By leveraging the concrete-ml library (API-compatible with scikit-learn), you can train FHE models and deploy them to SageMaker endpoints, ensuring that queries, responses, and intermediate values remain encrypted and unreadable by any observer, including SageMaker itself. The article covers sensitive use cases in healthcare, energy, and telecommunications, and provides step-by-step implementation guidance.

AWS Machine Learning BlogPolicy / ResearchIn-site article
NotebookLM’s Gemini 3.5 upgrade adds a cloud computer and help finding sources

Google is rolling out comprehensive updates to NotebookLM, now powered by Gemini 3.5, offering more accurate responses. Users can start research by asking questions, with NotebookLM using Google Search to find sources. Each notebook connects to a secure cloud computer, enabling code execution and generation of various file formats. The update is available for AI Ultra plan and Workspace customers.

The Verge AIModels / Agents / ResearchIn-site article
Why Do LLMs Corrupt Your Documents When You Delegate?

A recent study reveals that delegating tasks to LLMs can silently corrupt documents. The DELEGATE-52 benchmark tested 19 models and found that even top models corrupt 25% of content after 20 interactions. Causes include compounding errors, deletion by weak models vs. hallucination by strong ones, context overload, and domain unfamiliarity. Agentic AI tools offer little remediation.

KDnuggetsModels / Agents / ResearchIn-site article
Evaluate your Amazon Nova Sonic voice agent at scale, no microphone required

This post introduces the Nova Sonic Test Harness, an open source framework that automatically runs multi-turn conversations, evaluates voice agent quality, and detects audio hallucinations. It enables rapid iteration on prompts and tool configuration, as well as comprehensive regression testing at scale.

AWS Machine Learning BlogModels / Agents / ResearchIn-site article
Fine-tuning LLMs on 30M academic papers from ScholarAPI

This case study demonstrates how to use ScholarAPI to access millions of academic papers, build high-quality datasets, and fine-tune large language models for specialized AI assistants. It covers the entire pipeline from data collection, instruction dataset generation, multi-modal enrichment, supervised fine-tuning, to retrieval-augmented generation (RAG).

Hacker News AIModels / Agents / PolicyIn-site article
Let’s call it what it is: antisocial media | Brief letters

A collection of letters to the editor. One criticizes the continued use of 'social media' for platforms that spread misinformation, proposing 'antisocial media' instead. Another describes an AI assistant's empathetic-sounding response that lacked genuine empathy.

The Guardian AIToolsIn-site article
NudgeFile

NudgeFile is an AI-powered tool that automatically organizes, renames, and manages files locally on your device, ensuring privacy while monitoring folders, automating workflows, and detecting duplicates.

Product Hunt AIAgentsIn-site article
The Practitioner’s Guide to AgentOps

AgentOps is the operational framework for autonomous AI agents in production, covering observability, evaluation, cost governance, safety, and continuous improvement. This guide explains how AgentOps differs from traditional LLM monitoring, surveys the tooling ecosystem, provides a full working code example, and shows how to debug agent failures using session replay.

Machine Learning MasteryAgents / PolicyIn-site article
How AI is reshaping discovery in maths and physics

Artificial intelligence is augmenting human creativity in mathematics and theoretical physics rather than replacing it. AI can assist in proof checking, counterexample search, and suggesting intermediate steps, with notable progress in mathematical reasoning systems. The article explores AI's roles in agenda setting, formalizing ideas, and proposing conjectures, and invites researchers to embrace AI tools.

Hacker News AIAgents / ResearchIn-site article