GitHub Copilot Projects gives coding agents persistent goals across repositories
Copilot Projects can coordinate agents, files and recurring tasks across repositories or non-code work; review and permissions remain human responsibilities.
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Copilot Projects can coordinate agents, files and recurring tasks across repositories or non-code work; review and permissions remain human responsibilities.
Shopify Flow becomes agent-operable for store owners, but its automation APIs are not a general third-party app integration.
Shopify apps can now expose standard and custom activity in merchant Analytics, with 30-day attribute breakdowns and 365-day aggregate metrics.
Q3 Cloudflare telemetry: 18.2 million network-layer attacks, 96% under ten minutes, but far fewer terabit-scale floods.
The three-maintainer TanStack AI project has reached stable 1.0 for its core SDK, with 23 providers; its long-running agent harness is not yet stable.
Developers can submit tool integrations to Google Search and Gemini using MCP, but access is phased, users must connect apps, and Google reviews submissions.
GitHub's 2026 platform data shows agent-started PRs rising sharply. The implications concern code review, security and multi-model workflows, not proof of higher software quality.
Alpine rebuilt its GitLab after attempted exploitation and warns that upgrading GitLab alone may not patch custom containers using unpatched Ruby.
GitHub Enterprise customers can trade Copilot seat fees for usage-only billing. The key catch: zero included credits, staged eligibility and voluntary migration.
PingCAP reports an internal-systems breach affecting TiDB Cloud account and SQL-editor records; customers should rotate management keys and credentials shared in support tickets.
Six of eight SVG sanitizers in a PortSwigger test had bypasses; developers must review SVG upload and rendering contexts, CSP and library versions.
GitHub Apps can now authenticate Copilot SDK workloads without a user's credentials. Organisation admins control installation permissions, usage attribution and budgets.
Ghostty 1.4 addresses malicious Kitty graphics, tmux output crashes, OSC 52 and macOS links. Update terminal installations and verify shell integration.
A six-month real-world comparison shows AI code-review agents and specialised fuzzers find substantially different V8 vulnerabilities. Replacing fuzzing with agents would leave gaps, and cost per bug remains unknown.
Tailscale 1.104.4 is now tagged as a stable release after Tailworm's SSH and Serve findings. Audit SSH forwarding, update clients and assess headscale separately.
MLflow CrewAI autologging silently logged API keys; 3.17.0 patches it, but previously exported traces and keys still need remediation.
Google Ads now documents positive-only AI review summaries inside Search ads in the US, UK, Australia and India. Advertisers cannot customise the text; source, opt-out and reporting controls remain unclear.
Cloudflare discloses cross-tenant GLM-5.3 Workers AI responses caused by a KV-cache rejection bug; SGLang v0.5.22 is recommended for disaggregated inference operators.
TorchNeuron changes the software portability equation for Trainium, making it easier to test non-NVIDIA AI accelerators without rewriting the model stack. Beta gaps still demand model-by-model verification.
Google is changing the default for Performance Max image extraction on December 4, 2026. Existing campaigns keep their settings, but new campaigns will opt in regardless of an account-level opt-out; agencies and SaaS ad tools need a campaign-level override and careful handling of repeated asset settings.