coderabbit.ai — An application can have an authentication check and still expose data if a caller can bypass the service that enforces it. Multi-repository analysis in CodeRabbit Secure gives Deep Scan agents read-only context from linked repositories, so they can follow a configuration value, shared library, or deployment setting to the code that consumes it while investigating a finding.
techxplore.com — In recent months, artificial intelligence agents that can reason, plan and use external tools to accomplish multistep tasks have already reshaped computer coding, online shopping, dinner reservations and cyberattacks.
octomind.run — Octomind 0.70.1 adds a setup screen for every supported LLM provider, compacts idle sessions when that saves money, and keeps the rules you state verbatim.
InfoQ — AWS has made Continuum for code vulnerabilities generally available in two regions. The service proves exploitability by running real exploits in a sandbox, then opens fixes as pull requests. Published pricing charges per finding processed as well as per line of code, and practitioners are asking what would justify letting it merge fixes on its own.
Salesforce — Learn how to catch inefficient AI-generated code with governor limit testing and automated Salesforce guardrails.
The New Stack — Raindrop’s Simulations, now in public beta, rebuilds an AI agent’s production environment so developers can test prompt edits, model swaps, and new tools.
Forbes — The “AI slop” phenomenon is not limited to creative disciplines such as writing and design. It’s all too rampant in cybersecurity as well.
InfoQ — QA Agent is a new source-available Playwright library for agentic browser regression testing. The agent associates test instructions expressed in natural language to actions on the user interface, caches those when appropriate for faster CI replays, remapping them to test specifications when the user interface changes. Verification is based on multi-model consensus and vision model evaluations.
flaviocopes.com — Eight practical lessons from Sam Altman and John Collison on code scans, agent teams, budgets, and prices customers can predict.
Forbes — Stop trying to fix your AI-generated tests; they are doing the job they were built for, and that job is supposed to be simple.
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