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105 sources in the directory · Latest publication in this list: 2026-07-22 19:14 UTC.

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2026-07-22

AI-isms go deeper than em-dashes and 'load-bearing'

This article delves into AI's peculiar writing habits, such as overusing em-dashes and odd vocabulary like 'load-bearing', and its tendency to attribute agency to inanimate objects. Examples include describing code actions as 'rides the index' or hunks as 'blends'. The author speculates this might stem from AI training favoring active voice, possibly even reflecting an ontological egalitarianism.

Hacker News AIAgentsIn-site articleAI-isms go deeper than em-dashes and 'load-bearing'
Copilot vs. raw API access: What are you actually paying for?

GitHub Copilot now bills usage at listed API rates. This article compares direct model access with the coding workflow, policy, and harness work around Copilot to help developers choose based on their needs.

GitHub AI & MLAgentsIn-site articleCopilot vs. raw API access: What are you actually paying for?
Towards a quantum computer that learns from its errors

Google Quantum AI integrates reinforcement learning with quantum error correction to create a quantum computer that continuously adapts to drift and remains stable during long computations.

Google Research BlogAgentsIn-site articleTowards a quantum computer that learns from its errors
AI tech companies have 'hidden debt' worth around $1.65T

According to Nikkei Asia, five U.S. tech giants have an estimated $1.65 trillion in hidden debt related to AI infrastructure, recorded in quarterly financial statements rather than balance sheets. This accepted accounting practice may catch investors off guard when the figures come to light.

Hacker News AIAgents / StartupsIn-site articleAI tech companies have 'hidden debt' worth around $1.65T
AI-maestro: Conduct a roster of AI coding agents against a work board

AI Maestro orchestrates AI coding agents to work on a task board, turning software delivery into a coordinated multi-agent pipeline rather than a single chat session.

Hacker News AIAgentsIn-site articleAI-maestro: Conduct a roster of AI coding agents against a work board
Agents keep changing their answers. Harness just built delivery pipelines that don’t care.

Software delivery lifecycle company Harness launched its AI Agent Development Lifecycle (DLC) service to apply the same governance, testing, and security used for application code to AI agents. The challenge is agents' non-deterministic nature; Harness focuses on making the pipeline predictable rather than the agent itself. It introduces five new capabilities: AI Evals, Agent deployments, AI configs, AI asset catalog, and AgentTrace, along with open-sourcing foundational components. The goal is to enable safe, governed agentic deployments.

The New Stack AIAgents / PolicyIn-site articleAgents keep changing their answers. Harness just built delivery pipelines that don’t care.
Show HN: Chrome Extension Claude Token Usage Bar and Context Use for Claude.ai

A free, open-source Chrome extension that displays your Claude plan usage limits (5-hour limit, weekly limit, extra credits), a live token counter for the context window, and a prompt-cache countdown directly on claude.ai. No account, no analytics, no external servers: it reads the same usage data the Claude settings page uses, entirely inside your browser.

Hacker News AIToolsIn-site articleShow HN: Chrome Extension Claude Token Usage Bar and Context Use for Claude.ai
AI Coding Will Prevent Expertise

The article argues that AI coding tools can hinder the development of expertise, especially for novice developers. It cites studies showing that reliance on AI assistants leads to worse learning outcomes and creates an 'illusion of competence'. True expertise requires friction and problem-solving. It suggests using AI as a Socratic partner rather than an answer generator.

Hacker News AIAgentsIn-site articleAI Coding Will Prevent Expertise
Show HN: Stele – A self-maintaining knowledge graph for AI coding agents

Stele is a shared memory ledger for AI coding agents that records decisions, tasks, and lessons. It reads context before every action and writes back knowledge, ensuring continuity across tools and sessions. The system automatically maintains the graph, flags stale entries, and allows task coordination without duplication. Invite-only beta.

Hacker News AIAgents / ResearchIn-site articleShow HN: Stele – A self-maintaining knowledge graph for AI coding agents
Using evolution to automate AI model research

Imbue open-sources Catalyst, an evolution-inspired AI research tool that improves nanochat LLM performance 3x further than standard AutoResearch. The post explains why linear agents get stuck and how evolving interpretation strands helps escape dead ends.

Hacker News AIModels / AgentsIn-site articleUsing evolution to automate AI model research
OpenAI built support agents for its own customer service line, now it hopes big enterprises will trust them too

OpenAI launches Presence, deploying AI agents already used on its own support line to enterprise phone and chat channels. The product emphasizes trust and reliability, with carefully defined permissions and escalation paths, and is supported by OpenAI's engineers for customization and integration. Presence is currently limited to eligible enterprise customers, with early design partners including BBVA, SoftBank, and IAG.

The New Stack AIAgentsIn-site articleOpenAI built support agents for its own customer service line, now it hopes big enterprises will trust them too
Eval Engineering Skill: Build Evals From Repo Context and Traces

LangChain's Eval Engineering Skill inspects your agent's repo and traces, proposes evals through user interviews, and outputs runnable Harbor tasks.

LangChain BlogAgents / ResearchIn-site articleEval Engineering Skill: Build Evals From Repo Context and Traces
We must reject any notion of AI consciousness | Letters

Artificial intelligence systems won’t become conscious for the same reason they won’t become pregnant, says Dr John Pickering.

The Guardian AIToolsIn-site articleWe must reject any notion of AI consciousness | Letters
Here’s what Samsung’s smart glasses actually look like

Samsung has given us our first chance to check out its upcoming smart glasses in person, revealing two new designs and first specs including a 9-hour battery life. Developed with Google, Gentle Monster, and Warby Parker, the glasses are due this fall. Powered by Snapdragon AR1, they support Gemini or Bixby, but privacy remains a concern.

The Verge AIToolsIn-site articleHere’s what Samsung’s smart glasses actually look like
CoreBase: Governed AI Agents for Your Product, on Your Customers' Data

CoreBase has a new look. It offers a governed infrastructure layer for building and deploying AI agents with built-in connectors, permissions, audit trails, and cost controls, enabling trusted AI agents for your product.

Hacker News AIAgentsIn-site articleCoreBase: Governed AI Agents for Your Product, on Your Customers' Data
Natural raises $30M to reinvent payments for AI agents – and take on Stripe

Natural has raised $30M in Series A funding led by Forerunner Ventures to build payment infrastructure for AI agents, aiming to compete with Stripe. The company has launched six products including FDIC-insured wallets and vaults, with plans to ship 13 products in its first year. Despite low current transaction volumes, the agentic payments market is forecast to grow to $93 billion by 2032.

Hacker News AIAgents / StartupsIn-site articleNatural raises $30M to reinvent payments for AI agents – and take on Stripe
Show HN: Codify – Terraform for Developer Environments

Codify is an open-source tool that lets you manage and automate developer environments using declarative configs and an AI assistant. It supports cross-platform, team collaboration, and security auditing.

Hacker News AIAgentsIn-site articleShow HN: Codify – Terraform for Developer Environments
ReExplain

Explain what you know to AI and discover what you don't.

Product Hunt AIToolsIn-site articleReExplain
3 ways Samsung deeply integrates Gemini AI into its new Galaxy devices

Samsung's summer Unpacked event unveiled new foldables, a smartwatch, and smart glasses with deep Gemini AI integration, including task automation, preinstalled Gemini Notebook, and glasses-watch synergy.

ZDNet AIAgents / ResearchIn-site article3 ways Samsung deeply integrates Gemini AI into its new Galaxy devices
Stop Overengineering Your Agent Harness

This article argues against overengineering agent harnesses, as most agents are simpler than the coding and personal agents dominating the conversation. It introduces two dimensions—action complexity and context complexity—to determine the necessary harness, and describes the 'Kirby effect' where model improvements render harness features obsolete. Examples from coding agents, deep research, support agents, and enterprise agents illustrate the range of harness requirements.

O'Reilly AI & ML RadarAgentsIn-site articleStop Overengineering Your Agent Harness
AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

monday.com runs AI agents at scale on Amazon Bedrock, with 90% of engineers using AI coding tools monthly and PR throughput up by more than half. This post shares the architecture, retrofits, and confidence-scored merge process toward full autonomy.

AWS Machine Learning BlogAgentsIn-site articleAI Teammates: how monday.com runs production AI agents on Amazon Bedrock
Microsoft-Mistral Partnership is About Sovereign AI

The alliance strengthens Mistral’s position as the leading European AI vendor, while extending Microsoft’s presence in Europe.

AI BusinessModelsIn-site articleMicrosoft-Mistral Partnership is About Sovereign AI
On Making

Author Beej Jorgensen explores the psychological difference between creating something by hand versus using AI. He shares his background, presents AI-generated examples (fiction, art, carpentry, code), and admits he cannot claim AI-generated work as his own. He argues that while prompt engineering requires skill, it is essentially asking someone else to make something, and the real fulfillment comes from the act of making itself.

Hacker News AIModels / Agents / StartupsIn-site articleOn Making
Vizhi

Mission control for Codex CLI on a Logitech MX keypad.

Product Hunt AIAgentsIn-site articleVizhi
Srenix – self-healing Kubernetes in a 30MB binary (Apache-2.0)

Srenix is an open-source Kubernetes self-healing tool packaged as a ~30MB Go binary. It automatically detects, diagnoses, and fixes cluster issues without relying on LLMs, using deterministic logic. It features 16 K8s probes, 14 read-only analyzers, 30 cloud probes (AWS/GCP/Azure), and 5 policy-bounded fixers that re-verify after execution. Supports offline snapshot mode and in-cluster live mode, GitOps-aware, and integrates with Slack, Alertmanager, and more. Designed to reduce on-call toil.

Hacker News AIModels / AgentsIn-site articleSrenix – self-healing Kubernetes in a 30MB binary (Apache-2.0)