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Researcher Slashes AI Agent Usage by 45% After Burning Through Claude's Token Limit in 30 Minutes

Researcher Slashes AI Agent Usage by 45% After Burning Through Claude's Token Limit in 30 Minutes

Jul 20, 2026
Quesma

A researcher burns through his entire Claude Max token limit in just 30 minutes after launching 111 AI agents, then redesigns his pipeline by assigning cheaper models to basic tasks, reserving frontier models for planning only, and enforcing strict verification rules — cutting agent usage by 45% and extending research …

Z.ai Closes In On $1 Billion In Annual Sales, Set To Become First Independent Chinese AI Firm To Hit Milestone

Z.ai Closes In On $1 Billion In Annual Sales, Set To Become First Independent Chinese AI Firm To Hit Milestone

Jul 20, 2026
TNW | Artificial-Intelligence

Z.ai is closing in on $1 billion in annual sales, positioning it to become the first independent Chinese AI firm to hit the milestone, fueled by a sixtyfold surge in API revenue and aggressive open-sourcing of its most powerful models — though it remains lossmaking and heavily reliant on state-owned …

MoonshotAI Launches Kimi Code CLI: Open-Source AI Coding Agent Brings Terminal-Based Code Editing and Shell Command Execution to Developers

MoonshotAI Launches Kimi Code CLI: Open-Source AI Coding Agent Brings Terminal-Based Code Editing and Shell Command Execution to Developers

Jul 20, 2026
GitHub

MoonshotAI launches Kimi Code CLI, an open-source terminal-based AI coding agent that reads and edits code, runs shell commands, and fetches web pages — featuring single-binary installation, video input support, parallel subagents, and ACP editor integration with Zed and JetBrains, already earning over 4,100 GitHub stars.

Anthropic Engineers Complete Million-Line Code Migrations in Days Using AI Agents, Slashing Costs from Years to Weekends

Anthropic Engineers Complete Million-Line Code Migrations in Days Using AI Agents, Slashing Costs from Years to Weekends

Jul 17, 2026
Claude

Anthropic engineers are using Claude Code and AI agents to complete massive code migrations in days, including a million-line Zig-to-Rust port finished in under two weeks, slashing what once took years and millions of dollars down to weekend-length projects costing as little as $165,000 in API tokens.

Mira Murati's Thinking Labs Launches 975B-Parameter Open-Weight AI Model Inkling Amid Fierce Competition From Chinese Labs

Mira Murati's Thinking Labs Launches 975B-Parameter Open-Weight AI Model Inkling Amid Fierce Competition From Chinese Labs

Jul 17, 2026
The Deep View

Mira Murati's Thinking Labs debuts Inkling, a massive 975-billion-parameter open-weight AI model capable of reasoning across text, images, and audio with a one-million token context window, but it immediately faces stiff competition from Chinese labs like Kimi, whose K3 model boasts 2.8 trillion parameters and already outperforms it on benchmarks.

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