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105 sources in the directory · Latest publication in this list: 2026-07-28 13:44 UTC.

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2026-07-28

Token-maxing is an AI cost sink - how to use agents without busting your budget

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.

ZDNet AIAgents / ResearchIn-site articleToken-maxing is an AI cost sink - how to use agents without busting your budget
AI Engineers' Favourite AI Engineer

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.

Hacker News AIAgents / ResearchIn-site articleAI Engineers' Favourite AI Engineer
Toward a test of medical AI superintelligence

Researchers urgently need a rigorous, task-based framework to define and measure medical AI ‘superintelligence’, because existing benchmarks are misleading and insufficient.

Hacker News AIResearchIn-site articleToward a test of medical AI superintelligence
The crusade–against a big tech company.Worth reading

NOYB has contacted someone, warning that Google should be sweating over its Gemini API. The privacy group's action could have major implications.

Hacker News AIToolsIn-site articleThe crusade–against a big tech company.Worth reading
How AI is powering business email compromise at scale

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.

Hacker News AIAgents / ResearchIn-site articleHow AI is powering business email compromise at scale
Debate over AI’s future divides Silicon Valley as China gains ground

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.

The Guardian AIToolsIn-site articleDebate over AI’s future divides Silicon Valley as China gains ground
Claude Code usage tracking by LangWatch

LangWatch introduces a tool to track the actual cost of Claude Code sessions.

Product Hunt AIToolsIn-site articleClaude Code usage tracking by LangWatch
Diagrid gives failed AI agents a way to resume

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.

The New Stack AIAgentsIn-site articleDiagrid gives failed AI agents a way to resume
“There is a sell-by date on low-code, no-code”: What Tines thinks comes next

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.

The New Stack AIAgentsIn-site article“There is a sell-by date on low-code, no-code”: What Tines thinks comes next
5 ways AI Mode in Search helps you enjoy the real world

Google Search's AI Mode offers tools to plan offline activities, from finding local classes and gear to booking event tickets and designing invitations.

Google AI BlogResearchIn-site article5 ways AI Mode in Search helps you enjoy the real world
Teaching Coding When AI Can Write the Code

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.

O'Reilly AI & ML RadarAgents / ResearchIn-site articleTeaching Coding When AI Can Write the Code
Preloop: Open-source control plane for AI agents. See, govern, cut cost

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.

Hacker News AIModels / AgentsIn-site articlePreloop: Open-source control plane for AI agents. See, govern, cut cost
Show HN: Banksia – Build and run adaptable, accountable AI teams

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.

Hacker News AIAgentsIn-site articleShow HN: Banksia – Build and run adaptable, accountable AI teams
Puck AI – Visual AI builder embedded in your app

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.

Hacker News AIAgentsIn-site articlePuck AI – Visual AI builder embedded in your app
The Rise of Open Weights: A Long Scroll Story

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.

Hacker News AIModels / ResearchIn-site articleThe Rise of Open Weights: A Long Scroll Story
Perplexity’s Personal Computer turns Windows PCs into AI agents

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.

The Verge AIAgentsIn-site articlePerplexity’s Personal Computer turns Windows PCs into AI agents
How much RAM does your phone really need in 2026?

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.

ZDNet AIToolsIn-site articleHow much RAM does your phone really need in 2026?
AI Arrives in the Private Markets Business

Private markets investing and lending are labor-intensive. A startup says it can change that with AI technology.

AI BusinessStartups / AgentsIn-site articleAI Arrives in the Private Markets Business
5 Best AI Tools for Data Analysis You Should Try in 2026

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.

KDnuggetsAgentsIn-site article5 Best AI Tools for Data Analysis You Should Try in 2026
Smart rings are looking like my kind of AI gadget

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.

The Verge AIToolsIn-site articleSmart rings are looking like my kind of AI gadget
Show HN: Zenly – Investment research platform built around a quality/value score

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.

Hacker News AIResearchIn-site articleShow HN: Zenly – Investment research platform built around a quality/value score
Amazon overhauls its AI strategy, winding down most flagship models

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.

Hacker News AIAgents / ResearchIn-site articleAmazon overhauls its AI strategy, winding down most flagship models
Guardoc Health processes clinical documentation using Amazon Nova models

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.

Artificial Intelligence NewsModels / AgentsIn-site articleGuardoc Health processes clinical documentation using Amazon Nova models
From Code Generation to Risk Validation

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.

Hacker News AIAgentsIn-site articleFrom Code Generation to Risk Validation
The Sequence Knowledge #902: Learning About Distillation: When the Dataset Becomes the Teacher

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.

TheSequenceModels / ResearchIn-site articleThe Sequence Knowledge #902: Learning About Distillation: When the Dataset Becomes the Teacher
When AI Makes 0-Days Feel Like N-Days

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.

Hacker News AIToolsIn-site articleWhen AI Makes 0-Days Feel Like N-Days
Show HN: Open-source Cloudflare deployed agent native task management and wiki

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.

Hacker News AIAgentsIn-site articleShow HN: Open-source Cloudflare deployed agent native task management and wiki
AI Coding is Exhausting

This video discusses the exhaustion that can come from using AI for coding, including the challenges and frustrations of relying on AI tools.

Hacker News AIToolsIn-site articleAI Coding is Exhausting