AI token consumption is skyrocketing with agentic AI, leading to unsustainable costs. Business leaders advocate for 'tokenomics'—managing token use through guidelines and context rather than restrictions, enabling innovation while controlling spending.
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2026-07-28
Mutagent is an AI engineer tool that automatically monitors, diagnoses, and fixes AI agent failures. It runs a closed loop of monitor→diagnose→build→evaluate→deploy to continuously improve agents, and has demonstrated significant cost savings in production. Currently in research preview and free to try.
Researchers urgently need a rigorous, task-based framework to define and measure medical AI ‘superintelligence’, because existing benchmarks are misleading and insufficient.
NOYB has contacted someone, warning that Google should be sweating over its Gemini API. The privacy group's action could have major implications.
Two new AI-powered phishing kits, TokenLover and YaksaLover, automate business email compromise by abusing device code authentication, token theft, and Windows Hello persistence. They offer Phishing-as-a-Service dashboards, enabling less skilled attackers to run sophisticated campaigns at scale.
Open-source questions stir frank discussion – and both sides have clear economic incentives for where they land. Also: EU slaps Google on the wrist, and social media faces addiction lawsuits.
LangWatch introduces a tool to track the actual cost of Claude Code sessions.
Diagrid's Catalyst 2.0 adds durable execution and attestation for AI agents built with LangGraph, Microsoft Agent Framework, and others, allowing recovery from interruptions and providing a signed, tamper-evident execution history for compliance in regulated industries.
After eight years of building a no-code automation platform, Tines launched 3B Tuesday, a new platform that uses AI to author enterprise workflows but still uses conventional code to execute them.
These AI features can help you craft a menu, design a tablescape, and handle other party-planning tasks.
Google Search's AI Mode offers tools to plan offline activities, from finding local classes and gear to booking event tickets and designing invitations.
The article argues that generative AI undermines traditional code-based assessment and proposes new methods from art education: studio model, public workflows, AI as assessor, and live coding performances. These approaches focus on process over final product to gauge genuine understanding.
Preloop is an open-source AI agent control plane that unifies an MCP firewall, AI model gateway, policy-as-code, human approvals, runtime observability, and audit trails. It enables one-command onboarding of existing agents and deployment of event-driven automations with governance.
Banksia is an open-source platform for rapidly creating and running AI agent teams. It features a visual console and conversational operator for designing, executing, and monitoring complex workflows with traceability and control.
Puck officially launches Puck AI, an embeddable visual AI builder that lets users generate, review, and refine production-ready interfaces directly within their product. Built on the open-source Puck editor, it supports custom components, API integration, and BYOK.
This article explores the rise of open-weight AI models and how they may disrupt leading frontier labs like OpenAI and Anthropic. It traces the journey from OpenAI's founding, the development of GPT models, to the leaked LLaMA model and the growing open-source community challenging the AI establishment.
Perplexity has expanded its agentic Personal Computer tool to Windows, allowing computers running the world's most popular OS to be used as a locally run AI system. The tool acts as a 'general-purpose digital worker' that can access local files and apps to perform actions on your behalf, such as creating documents and updating spreadsheets. It is rolling out to paying Max and Enterprise Max users today, with subscriptions starting from $200 per month, and does not train on company data.
With phone prices rising due to AI-driven memory demand, this article breaks down how much RAM you actually need based on your usage—from 6GB for basics to 16GB for power users.
Private markets investing and lending are labor-intensive. A startup says it can change that with AI technology.
This article reviews five AI-powered data analysis tools in 2026: Deepnote, ChatGPT, Claude Code, DataLab, and VS Code with Codex. These tools automate data cleaning, coding, visualization, and insight generation, allowing analysts to focus on higher-level questions.
The author shares their experience with dictation technology and AI gadgets, highlighting smart rings like Sandbar's Stream and Pebble founder's Index 01. These rings offer a discreet way to dictate, take notes, and interact with AI assistants by bringing the ring to the mouth. They are simple devices that focus on capturing the user's voice, aiming to reduce reliance on smartphone screens.
Zenly is an investment research platform that uses a unique Zen Score to evaluate stock quality and value. It offers portfolio tracking, AI portfolio reviews, a backtesting lab, strategy simulator, and live broker sync for over 4,000 stocks. All features are available for a flat $5/month with a 14-day free trial.
Collabora Online 26.04 celebrates its 10th anniversary with new document features and AI assistance, reinforcing data sovereignty.
Amazon is overhauling its AI strategy, winding down many in-house models, reorganizing teams, and focusing engineers on a new strategy to compete at the frontier. The changes follow layoffs in Amazon's AGI organization and the shutdown of AGI Lab. The company is concentrating resources on a new frontier-model effort led by researcher Pieter Abbeel, expected to debut at re:Invent.
Guardoc Health processes over one million clinical documents daily using Amazon Nova models through Bedrock, reporting a 46% reduction in documentation errors, 70% drop in audit fines, and over $400,000 in annual ROI per facility. The company's RAG pipeline combines Amazon Textract, Titan embeddings, and Nova models for accuracy and cost efficiency.
AI accelerates coding but delivery speed is capped by other stages like review and testing. To truly speed up, teams must address the bottlenecks in the entire SDLC, shifting focus from code generation to risk validation.
This article explores how large language models transform data from a static resource into a transmission medium for intelligence through synthetic data distillation, where a teacher model generates training data for a student model.
A technical analysis of exploiting a use-after-free vulnerability in the Linux kernel's net/sched subsystem, discovered with AI assistance. The author details race condition optimization techniques and demonstrates how AI accelerated the exploit development process, including bug discovery, KASAN PoC creation, and race improvement.
Projektor is an open-source issue tracker and wiki designed for AI coding agents to drive as first-class clients via MCP. It runs on a single Cloudflare Worker, supports self-hosting in minutes, and features agent registry, file claims, and coordination messages for fleet collaboration.
This video discusses the exhaustion that can come from using AI for coding, including the challenges and frustrations of relying on AI tools.