Coding Agents & Dev Tools GitHub Extends Security Validation to Third-Party Coding Agents GitHub now applies CodeQL, dependency, and secret checks to third-party coding agents. Netics explains why validation should gate release, not certify generated code.
Coding Agents & Dev Tools Google's harness engineering lesson: test how coding agents behave TL;DR Google's September 2026 account of harness engineering argues that end-to-end benchmarks are useful report cards but weak debugging instruments: a benchmark can grade the destination and still hide the route. The more actionable layer is a behavioral evaluation suite that makes the harness observable through small
Coding Agents & Dev Tools Cloudflare Sandboxes Put Cursor Agents Inside the Customer's Control Plane Cursor Cloud Agents can run on Cloudflare Sandboxes, but customer control only matters when egress, secrets, artifacts and worker capacity are governed explicitly.
Coding Agents & Dev Tools OpenAI's GPT-5.6 in Kiro Cuts Token Cost — It Doesn't Cut the Review Work OpenAI reports GPT-5.6 Terra finishing Terminal-Bench 2.1 tasks in Kiro at roughly 82% lower cost. That is a real number about tokens, not a statement about how much human review agentic cod
Coding Agents & Dev Tools Agentic Code Review Needs a Human Validation Gate Google Threat Intelligence’s AVDH shows how threat models, agent orchestration, validation, and human exploit reproduction can structure AI-assisted source-code review.
Coding Agents & Dev Tools Kernel Optimization Across Hardware Needs a Search Loop Meta’s KernelEvolve treats accelerator-kernel optimization as a measured search loop across hardware, models, and operators—not as one-shot code generation.
