An overly aggressive retry policy in an agent service worsened a partial API outage from Anthropic, causing 18,000 wasted calls and 9 extra minutes of recovery time. The author created a lightweight R…
A Rust crate called `llm-json-repair` created to fix common formatting issues in JSON responses from Claude AI models. The author found that 14% of 12,400 structured-output API calls to Claude Sonnet …
Author's experience hitting Anthropic's daily token rate limit while running a large batch job, which resulted in a 72-hour wait for support to reset the cap. In response, the author built **llmfleet*…
CodeGraph is an open-source tool that pre-indexes codebases into a local semantic graph using tree-sitter and SQLite, allowing AI coding agents to access structured code knowledge with a single tool c…
A tool called "agenttap" created by a developer who discovered that SDKs often modify prompts before sending them to AI APIs, causing discrepancies between what developers think they're sending and wh…
Brian, a 63-year-old VP of Software Engineering, used the AI agent Claude to migrate his company's CI/CD pipeline from GitLab to AWS in 12 hours after a pricing mismatch with GitLab. Claude wrote a re…
The Model Context Protocol (MCP) is a standardized method for AI systems to connect with external tools, APIs, databases, and workflows, functioning like a "USB-C for AI" to eliminate the need for cus…
At Google I/O 2026, the most impactful announcement for cost-conscious developers was the introduction of a cache-discount pricing tier for Gemini 2.5 Flash, which drastically reduces the cost of inpu…
Bronto uses AI to automatically generate parsers for unstructured or semi-structured logs, reducing the complexity and maintenance burden of traditional regex-based methods. It details a multi-layered…
Orchkit, a composable Go orchestration tool designed to avoid platform lock-in by allowing each of its 63 nodes to function in four different ways. It features a visual drag-and-drop UI and includes b…
The Amazon Q Developer CLI has been rebranded and replaced by the new Kiro CLI, reflecting a shift from a simple terminal chatbot to a more advanced "agentic IDE" tool. Unlike its predecessor, Kiro CL…
A two-skill Claude Code plugin designed to analyze and modernize legacy Java 8 codebases to Java 21. The first skill, `/java-modernization-review`, analyzes a Java file and generates a scored report (…
Agentleash, a lightweight Python guardrail library (~280 lines) designed to enforce safety controls on LLM agents like Hermes Agent by intercepting tool calls at the function boundary. It implements f…
OpenClaw, an open-source autonomous AI assistant created by former OpenAI employee Peter Steinberger, generated an OpenAI bill of $1.3 million in a single month while running 100 GPT-5.5 agents in pro…
Development of SafeRun, an inline reliability infrastructure for AI agents, and argues that post-incident debugging through state-capturing "Replay" functionality is more critical than pre-flight vali…
At Google I/O 2026, the company announced Gemini 3.5 Flash, a cheaper and faster AI model with multimodal reasoning and a 1M-token context window, alongside a new "AI Mode" for Search that allows auto…
Evolution of autonomous driving from traditional modular systems to end-to-end solutions, highlighting Tesla FSD V12's proof of concept for pure vision end-to-end driving and Waymo's continued focus o…
Claude Code hooks are scripts that attach to lifecycle events (like PreToolUse or PostToolUse) to enforce deterministic rules, such as blocking dangerous shell commands or automatically formatting fil…
In 2026, AI applications are widely deployed in production but present unique challenges such as unstable model outputs, high latency, and unpredictable costs, which traditional application performanc…
OpenAI's Codex reached 3 million weekly active users by April 2026, and while it gained persistent memory in an April 16 update, this memory is limited to being project-scoped, cloud-only, and locked …