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The strongest signal in Produktly’s 2026 onboarding dataset is not a universal target but a set of usable baselines: median tour completion was 29%, 1–2-step tours completed far more often than 9+ step tours, in-app NPS response rates were low, and announcement attention was heavily front-loaded. The report explicitly discloses sample and causal limitations.
A free open-source video editor gains a scriptable, headless editing surface: import and trim clips, apply effects, inspect contact sheets, export and hand projects back to a human. Auto-Optimize separately speeds up 4K editing without lowering final output quality.
The compromised DebugBear RUM script drained $2.7m. New follow-up reporting describes 726 affected wallets, 689 refunded by October 30, and a preliminary DNS-registrar compromise rather than a confirmed application-server breach.
The UK CMA is investigating Meta's website-content terms for publishers and advertisers. Proposed changes are paused, not approved or found unlawful.
ChatGPT Ads' new default-on AI creative system can adapt ad copy and landing-page destinations using conversation context. Advertisers should audit account and campaign settings and ensure pages remain accurate.
Cloudflare Private Origins is GA, but not a one-click option for every account: it needs a private-network connection, entitlement and routing setup, and Argo Smart Routing and Aegis remain unsupported.
Reddit's two-feed home screen separates recommendation-driven discovery from subscribed communities. The change matters to publishers and moderators, but any reach uplift is still unproven.
OpenAI's new API credit grants can lower the cost of prototyping apps and agents, but eligibility, expiration, API limits and excluded Codex usage matter.
Tor Browser 16.0 makes the annual Firefox ESR migration real: Linux ARM64 reaches stable, 32-bit Linux support ends and privacy hardening comes with explicit accessibility trade-offs.
Copilot Projects can coordinate agents, files and recurring tasks across repositories or non-code work; review and permissions remain human responsibilities.
AI Mode ads are expanding internationally, including New Zealand, and appearing in US follow-up conversations — with aggregate reporting and no AI-only campaign switch.
GitHub's gh-aw reaches GA, making Markdown-defined agent jobs a supported Actions workflow pattern. Security boundaries, model costs and privileged triggers still matter.
GitHub's multi-model coding orchestration is now GA, with admin-controlled model pools and per-model charges. Local routing remains experimental and cloud-dependent.
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.
Copilot now offers model-reviewed action approvals between manual and Allow All. Unlike OS sandboxing, this probabilistic gate can approve unsafe operations; unattended CLI flags may leave unexpectedly broad permissions.
WooCommerce 11.3 removes /wp-json/woocommerce/mcp, REST-key MCP authentication and REST-derived abilities. Migrate clients to the WordPress MCP Adapter plugin, application passwords and explicit ability metadata before upgrading.
OpenBSD 8.0 operators should apply the first signed errata or syspatch updates promptly, especially where IPsec AES-GMAC and NSD are used.
AdSense's October 22 policy revision changes where publishers can put accompanying video and how sticky players may start, without removing other video-ad safeguards or guaranteeing higher revenue.
The unusual risk is that Python startup hooks execute without an application importing LiteLLM, while the public source tag lacked the malicious files. Check the exact installed wheel or image digest, not just the repository.
HTTP/3 isn't automatically safe from compressed-header denial of service. Check the exact QUIC/QPACK library and version behind your proxy or app, upgrade fixed stacks and limit or disable vulnerable HTTP/3 endpoints.