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1Password's Product Security team built an AI-powered pipeline called SAGE (Security Analysis Guidance Engine) to automate code review for security vulnerabilities. Using nearly 9,000 historical pull requests and an LLM,…
A developer built an LLM-based agent to scan code packages for security vulnerabilities, but encountered inconsistency and confident false positives that eroded trust. The article presents a human-in-the-loop playbook to…
A developer used OpenAI's Codex AI assistant to port the williamcotton.com website from a custom language called Web Pipe to Rust, with the AI successfully recreating the site and integrating Contentful for dynamic conte…
Seven AI-powered trading tools are democratizing sophisticated market analysis and automation, enabling retail traders to spot chart patterns, build strategies, and automate trades without deep coding skills. Platforms l…
DX's CTO Justin Reock says AI transformation is a systems problem, not a tooling one, based on a study of 500 companies showing a 7.5% median PR velocity uplift. He argues that AI amplifies existing system constraints, a…
A developer created a repository that enables Cursor to use the Claude Chrome extension to analyze the currently selected browser tab and return the response to Cursor for code editing. The tool uses macOS Accessibility …
A developer describes how to deploy a first software tool online using AI-assisted workflows. The process involves connecting code in version control, a host, and a domain, with AI tools like Claude or Cursor guiding beg…
Polymarket odds for Claude Fable 5 restoration have rebounded to 60% by July 1 and 88% by July 31 after code hints and an Amazon Bedrock reappearance, though the update may be overconfident. The incident remains a fiasco…
Paul Bakaus launched Renaissance Geek, the company behind Impeccable, with backing from a16z led by Anish Acharya and a new partnership with GitHub. Impeccable is an open-source design skill for AI coding agents that has…
A developer shares practical techniques for improving interactions with large language models, including providing context, role-playing, step-by-step reasoning, few-shot examples, constraints, and iterative refinement. …
Inithouse, a portfolio of 17 live products built almost entirely with AI code generation tools, shares its real-world picks after shipping dozens of products. Lovable handles the full stack for 15 of 17 products, Bolt is…
A developer created a Polytoken Reviewer Skill that orchestrates two parallel reviewer subagents on gpt-5.5(high) for code review. The skill dispatches a standard reviewer and an adversarial reviewer concurrently, merges…
Microsoft announced at Build 2026 that GitHub Copilot will replace GPT-4 Turbo with its own Polaris model starting August 2026, a mixture-of-experts architecture tuned per programming language. Enterprise teams running a…
Engineering organizations report AI usage up ~65% but PR throughput only 7.76%, revealing a gap between code generation and shippable output. Studies from DX and METR show developers overestimate AI productivity gains, w…
Arize AI launched PXI (Phoenix Intelligence), an open-source AI engineering agent integrated into its Phoenix observability platform, at the Arize:Observe conference. PXI helps developers debug traces, build evaluators, …
A new open-source benchmark platform called AIStupidLevel continuously monitors 21 production AI models from 7 providers for performance degradation. The platform runs 24/7 tests including coding, deep reasoning, tool ca…
The US Commerce Department ordered Anthropic to suspend access to its Fable 5 and Mythos 5 AI models by any foreign national, effectively redefining export controls to cover remote access to AI capabilities rather than j…
Claude Code users increasingly output HTML instead of Markdown to leverage richer browser affordances for plans, specs, and reports, but this workaround reveals a missing artifact layer in the product. The practice compr…
Loop unrolling, a classic compiler optimization, is experiencing a resurgence in the machine learning era as a critical technique for maximizing throughput on modern compute architectures like SIMD vectors, Tensor Cores,…
AWS announced new AI-powered DevOps and security agents at its New York Summit, including Continuum for automated vulnerability scanning and a Kiro iOS mobile app for remote coding sessions. The company positions these t…