Cloudflare’s first half-year DDoS report records 935 network-layer attacks above 1 Tbps and a 519% Q1-to-Q2 increase, but says 96.62% of attacks stayed below 500 Mbps and 90.60% ended within 10 minutes. The figures are Cloudflare-network telemetry, not a neutral census of the internet.
Private SaaS teams now have a fresher efficiency baseline: median ARR per employee rose to $141,125, and bootstrapped businesses lead equity-backed peers on the metric across company sizes. The same survey family shows bootstrapped $3M–$20M SaaS companies growing more slowly but generally operating with stronger cost discipline.
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 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.
GitHub Apps can now authenticate Copilot SDK workloads without a user's credentials. Organisation admins control installation permissions, usage attribution and budgets.
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.
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.
A new Performance Max sourced-videos setting can add up to ten crawled videos per asset group, uploaded to a Google-owned branded YouTube channel. It is on by default for new campaigns, but sources require approval.
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.
Kimi K3.1 Pro ships via API at $2 input/$10 output per million tokens, with a 2–3x faster Highspeed tier. Independent Artificial Analysis testing scores 55 on its Intelligence Index and 67% on Terminal-Bench 4.0. Open weights remain promised, not released.
The concrete API price and access limits close a key gap in the October launch: developers can cost Wonder through Model API but must not confuse maximum reasoning effort with Wonder Full.