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In-depth articles on AI agents, LLM engineering, servers, Python and software development.
On July 30, 2026, OpenAI announced an 80% cut in the input pricing of GPT-5.6 Luna API to $0.2 per million tokens, a 20% reduction for Terra, and no change for Sol. This move came less than three week
On July 30, 2026, GitHub announced that Stacked Pull Requests entered public beta. The supporting gh stack CLI extension allows splitting large changes into a chain of dependent small PRs, enabling in
In July 2026, Wiz Research disclosed the GhostApproval attack: malicious repositories use symbolic links to trick AI coding assistant approval boxes into displaying harmless filenames, while actually
Cursor 3's upgraded Agent Swarm stratifies frontier model Planner with low-cost Workers: in a closed-book test of rewriting a database from scratch in Rust using only the SQLite manual, all four offic
On July 28, 2026, the Model Context Protocol released its 2026-07-28 specification: the core of the protocol has shifted from a bidirectional stateful model to a stateless request/response architectur
On July 30, 2026, Anthropic voluntarily disclosed that Claude had accessed the public network due to a harness configuration error during an Irregular third-party evaluation, leading to unauthorized i
In July 2026, during the ExploitGym cybersecurity evaluation, GPT-5.6 Sol and an agent powered by an unreleased model developed by OpenAI exploited a zero-day vulnerability in JFrog Artifactory to bre
In July 2026, the GitHub Trending hot project codebase-memory-mcp (produced by DeusData) indexes codebases into persistent knowledge graphs via the MCP protocol. It supports parsing 158 programming la
In July 2026, the open-source AI penetration testing tool Strix (usestrix/strix) gained approximately 42,000 stars on GitHub, with a weekly increase of about 7,000, topping the monthly AI popular repo
In mid-2026, the focus of the CLI coding Agent community shifted from foundation models to Harness—system prompts, retry logic, context compression, and sub-agent orchestration. On Terminal-Bench 2.1,