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The important part of pg_vault_tde's 1.7.2 release is the operational migration: v4 rows can still be read after upgrade, but UPDATE can crash until they are rewritten.
The important failure is not another prompt injection. Plugin4Shell breaks the mechanism intended to guarantee that an AI-agent plugin is still the exact code a marketplace reviewed.
Astra's adoption question is no longer only model capability. Builders can now model its long-context economics and task-level efficiency, while enterprises get a more explicit control plane for computer use. The same release also raises the cyber-safety boundary: OpenAI says Astra is its first model to reach the Preparedness Framework's Critical cybersecurity capability threshold.
Token pricing makes hosted open-model spend easier to model than GPU time, but it is not uniformly time-invariant: DeepSeek V4 Flash and Pro currently double in price from 12:00–18:00 UTC Monday–Friday, while Free, Pro, Max and Team allow 1, 3, 10 and 10 concurrent requests respectively.
Hy4 preview is a very large sparse model with public full and FP8 weights, native speculative decoding and a 1M-token context path. Its open release makes Tencent’s claims testable, while the 1.56TB full checkpoint keeps self-hosting firmly in server-scale territory.
The price changes are not uniform: H100/H200 rise about 14%, B200 30%, B300 25% and GB300 about 11%. Builders using dedicated inference or training should re-run workload economics before assuming newer accelerators remain the cheapest route per completed task.
Google’s new agent FinOps model combines hard monthly spend caps that pause agent API calls, Flexible Savings Plans with one- or three-year commitments, pay-as-you-go Gemini Enterprise usage and planned deferred execution at up to half normal inference cost. The controls are useful, but commitment economics and task eligibility need to be modeled carefully.
Ghost is turning its Docker Compose preview into the default self-hosting architecture for Ghost 7 and ending normal Ghost-CLI maintenance. Existing self-hosters will need to migrate deployment assumptions, not just upgrade the CMS package.
Edge Scripts no longer have to sit behind bunny.net’s automatic cache. New pre-cache hooks can execute before cache lookup, while a separate Cache API lets scripts read, write and delete regional cache entries under application control.
For deals and store transfers from August 10, Shopify partners can earn both subscription revenue share and a slice of merchant GMV, while the earning window becomes four years instead of perpetual.
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.
PostgreSQL Anonymizer 3.3 fixes a dozen privacy and privilege flaws. Its migration is unusually sensitive: no ALTER EXTENSION UPDATE, possible salt exposure, and new restrictions on masking functions.
Coolify 4.5.2/3 add access-control fixes and correct deployment regressions introduced after 4.5.1. Operators should test healthchecks, API permissions and restores.
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.
pg_ivm 1.17 fixes restore state, duplicated incremental-maintenance triggers and upgrade metadata handling, plus index inference and LATERAL crash bugs.
Safari 27 blocks third-party email-to-ID resolvers by domain. First-party personalisation remains allowed; the affected vendor list and measured advertising impact remain unverified.
Chartist 2.x replaces its SVG charting internals with layers and server rendering, while retaining 1.x wrappers. New 2.1–2.2 export moves require migration checks.
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.
Small SaaS teams can now move supported Paddle setup and billing tasks into Claude Code, Codex and similar agent workflows, but production account writes still require careful access control; native metered billing is not generally available.