Self-hosted Supabase now defaults to Envoy instead of Kong
Supabase’s self-hosted stack now routes through Envoy by default, bringing new API-key support and hardened gateway defaults while breaking some Kong-specific assumptions.
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Supabase’s self-hosted stack now routes through Envoy by default, bringing new API-key support and hardened gateway defaults while breaking some Kong-specific assumptions.
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.
GitHub OAuth apps can now use eight-hour access tokens with rotating refresh tokens, register up to 10 callback URLs, and explicitly control wildcard callback matching. New apps default to expiring tokens, while existing single-callback apps should review a legacy wildcard setting GitHub has now made visible.
Google did not announce a new spam policy with the August update, but early independent measurement shows unusually large ranking displacement across 20 industries. The data is useful for diagnosing timing and scale, not proof that any individual site was demoted for spam.
Hugging Face has released 207 Apache-2.0 WebGPU kernels, a JavaScript loader and Fleet, a browser benchmarking service. The package makes kernel contracts and correctness evidence inspectable, but performance remains device- and workload-dependent.
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.
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.
The material issue is not ordinary model distillation. Anthropic’s evidence suggests a customer-facing AI product may have used a rival model as an undisclosed backend while simultaneously harvesting those interactions for training, turning routing architecture into a privacy and trust boundary.
Anthropic’s pre-IPO economics now include another enormous reported infrastructure commitment: Reuters says the company will spend $45B over six years on Nscale capacity beginning in late 2027. Anthropic declined to comment, so the deal remains sourced reporting rather than a company-confirmed obligation.
Zipchat is useful as an operating case study, not a comeback story. Founder-reported figures show how a prior platform dependency failure influenced a new AI SaaS model built around reply-based pricing, channel diversification, revenue-based financing and tighter hiring discipline.
The interesting change is not another desktop-shell release. Noctalia has moved plugin logic away from the older QML-centric model into isolated scripting runtimes, creating a clearer extension boundary while still treating plugins as trusted code.
Funes treats agent memory as user-owned data rather than a hosted account feature: retrieval and reranking run locally, provenance stays attached to recalled passages, and cross-machine sharing is optional. The main risk is that publishing session-derived memory can still expose secrets if redaction misses them.
Notion Workers are now metered inside the same credits system as Custom Agents. The important builder shift is that schedules, webhook fan-out and agent tool-call counts now directly affect cost.
A restricted private-preview detector changes the compliance workflow, but Claude watermarking still cannot prove authorship or reliably detect short or lightly edited passages.
Workers KV Instant is built for hot-path flags, not general storage: Cloudflare quotes 1.62ms p99 reads, $0.20 per million reads, $0.10 per write and $100 per MB each month. Private beta limits are strict.
The October 6 release is broader than WordPress 7.1.2's single critical RCE fix: it closes seven separate core flaws, including stored XSS through pending comments, second-order SQL injection in WXR exports and unauthenticated disclosure of comments on private posts.
The pricing change is also a packaging change: beehiiv is charging more for paid tiers while putting newsletters, websites, podcasts, community and digital products across the plan family and extending self-serve scale.
The Anthropic procurement fight changed materially on September 25: a 2–1 federal appeals-court ruling backed the Pentagon’s supply-chain-risk designation. Builders serving defense customers should no longer rely on the August district-court ruling as evidence that the Claude procurement barrier is gone.
The useful lesson is broader than one coding assistant: repository indexing can quietly become a data-export boundary. ZCode’s response improves inspectability going forward, but builders using AI coding tools still need to know exactly which indexing, wiki and memory features send source code or Git metadata off-device.
Android Bench 2.0 moves coding-agent evaluation away from small repository fixes toward dependency upgrades, app builds, migrations and other jobs that can take a human engineer days. The results expose a much larger reliability gap than short-task benchmarks—and show that the agent harness can materially change cost and outcome.