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18:32
2026-06-30
newsletter.semianalysis.com
large-language-models

TokenBudgeting: Our Conversations with Enterprises on Token Spend

SemiAnalysis surveyed over 50 enterprises and found that widespread token overspending, as reported at Meta and Uber, is overstated and not representative of most organizations. Companies are now adopting token budgets r…

12:05
2026-06-29
blog.postman.com
large-language-models

Token optimization in the Postman plugin for Claude Code

The Postman plugin for Claude Code reduced its largest skill's token cost by 60% and overall session overhead by 65% through progressive disclosure and removal of redundant skills, saving roughly 3,600 tokens per session…

22:21
2026-06-26
lesswrong.com
ai-agents

Just a Wrapper? How Much Do Scaffolds Matter?

A new analysis of the Holistic Agent Leaderboard reveals that scaffolding—the software environment provided to AI models at deployment—can cause up to 100x variation in inference efficiency and explains more of the price…

19:54
2026-06-25
dev.to
developer-tools

Multiple accounts in Claude Code: the complete setup

A developer documented a method for managing multiple Claude Code accounts by using the CLAUDE_CONFIG_DIR environment variable to create isolated config directories. The approach involves creating separate directories pe…

02:14
2026-06-25
latent.space
ai-chips

[AINews] It's Meta-Harness Summer

OpenAI announced Jalapeño, its first custom AI chip for LLM inference, built with Broadcom and intended for ChatGPT, Codex, and future agent products, signaling a push to own more of the AI stack. Meanwhile, Qualcomm acq…

08:15
2026-06-21
dev.to
developer-tools

How to Use AI Coding Tools Without Leaking Source Code

A developer has raised concerns about AI coding tools transmitting source code to external servers, detailing how tools like Cursor, GitHub Copilot, Claude Code, and Amazon Q Developer send code snippets, context, and po…

05:51
2026-06-21
pub.towardsai.net
artificial-intelligence

At Machine Speed: How AI Has Broken the Cybersecurity Balance

AI has collapsed the average cybersecurity breakout time to 29 minutes in 2025, with a record of 27 seconds, making human-only defense obsolete. Attackers now exfiltrate data in minutes, while defenders still take longer…

11:51
2026-06-20
github.com
ai-agents

MCP tool that catches AI-agent scope creep

A new open-source tool called Overreach detects when AI coding agents add unauthorized code—such as endpoints, dependencies, or cron jobs—beyond the original prompt. The tool compares a developer's prompt with the result…

09:44
2026-06-20
dev.to
large-language-models

RAG Pipeline: The Uncle-Nephew Complete Learning Guide

A developer explains that Retrieval-Augmented Generation (RAG) fixes AI hallucinations by having the model fetch relevant documents before answering, rather than relying solely on memorized training data. The guide break…

18:03
2026-06-19
stevekinney.com
ai-safety

Some Thoughts on AI Safety

A cautious optimist argues that AI safety, interpretability, bias, and alignment are as critical as raw capability, warning that the same technology enabling vaccine research could also design pathogens. The author empha…

06:38
2026-06-18
github.com
ai-tools

An Open Source Implementation of Notebook LM

Open Notebook, an open-source, privacy-focused alternative to Google's Notebook LM, has been released, offering self-hosted data control, support for 18+ AI providers, and advanced podcast generation. The project aims to…

17:50
2026-06-16
theatlantic.com
artificial-intelligence

Nothing on the Internet Is Secure Anymore

AI tools are enabling a surge in cyberattacks, with Palo Alto Networks reporting a fourfold increase in daily attacks from 2024 to 2025. Hackers are using AI-enhanced viruses that adapt to avoid detection and automating …

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