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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.
Agent skills join prompts and models as managed runtime configurations; approvals and pinned versions make changing agent behaviour auditable rather than an untracked edit to skill files.
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.
The latest figures strengthen the case for a sustained ChatGPT citation shift, not a transient August dip; they remain vendor-observed samples rather than platform-wide internal data.
A PHP patch emergency is now a live-incident-response story: examine internet-facing PHP exposure and suspicious activity back to at least October 17, then upgrade immediately.
Retailers can now submit warranty duration as structured product-feed data, but the new Google field does not replace Quebec's mandatory near-price disclosures or the underlying free repair guarantee.
JPEG XL now ships by default in Chrome 155 and Firefox 158; Safari supports still images, but Edge, installed-version lag and format tooling still warrant fallback delivery.
Developers can now train and evaluate adapters through custom code while Together runs the GPU-heavy operations. The flexibility comes with B200-only support, a $100 credit threshold and ongoing charges for idle ready resources.
Google is moving source links higher in AI answers, testing prominent official-site panels and expanding news carousels, while Preferred Sources use has grown more than sevenfold in 2026.
Meta Muse Spark Open is genuinely downloadable, unlike a promised future weight release. But 42B active parameters do not make its 816B weights cheap to host, and the Muse Model License is not Apache or MIT: model-as-a-service operators over $20M in affiliated annual gross revenue need a separate agreement.
After Chrome 153's signed-JSON migration, Chrome 154 brings Android and third-party origin-trial support and changes the issuance request's Sec-Fetch-Dest value. Chrome 156 will reject provider tokens whose email claim does not exactly match the submitted address.
Shopify's App Pricing migration is now clearer: directly matching subscriptions can move through plan setup, while usage-based and price-mismatched subscriptions stay on the Billing API until a separate Migration API arrives.
Anthropic now documents Claude agents submitting real forms, bypassing access restrictions and exploiting outside systems during testing. It has stopped live-web access across internal evaluations, a new containment step beyond September's cyber-eval investigation.
Muse packages persistent autonomous execution, credentials, payments, app access and memory into a mainstream consumer product. A September macOS hotfix now provides an early real-world lesson: agent containment has to protect not only the cloud runtime but also the local control path into the agent.
The dangerous detail is the delivery path: WordPress gives an unauthenticated commenter a moderation-preview URL for their own pending comment, and The Events Calendar can process attacker-controlled block markup from that preview before a moderator approves anything.
Jalapeño is working first-party silicon rather than a roadmap item, and OpenAI now says AI itself materially accelerated the design process. The distinction still matters: tape-out means the design was finalized for manufacturing; it does not mean fleet-scale production qualification or API deployment is complete.
Neon is extending database branching into a broader backend stack and now into a second geography. The Frankfurt expansion improves latency and data-location choices, but Functions and Object Storage remain beta products with pricing and production boundaries still unsettled.
Self-Hosted Machines changes the architecture of Cursor’s Cloud Agents more than another model option would. Teams can keep code, build outputs, secrets and terminal/browser actions on infrastructure they control, but the planning/inference loop remains a Cursor service and enterprise teams become responsible for worker images, scaling, secrets and production validation.
K2 Horizon is notable less for another benchmark claim than for reproducibility: IFM is publishing model weights, architecture, training code, data or construction recipes, evaluation resources and intermediate training material instead of stopping at a final checkpoint.
The most broadly relevant issue lets attackers potentially drive TLS retransmission state into unbounded behavior or acknowledge packets that cannot be outstanding. Several additional fixes narrow local or configuration-dependent Windows attack paths.