Let's Encrypt's 64-day TLS certificates arrive February 10 — test renewals from October 14
The certificate lifetime change is not a new CA or endpoint. It is a renewal-timing deadline for operators whose cron jobs assume 90-day certificates.
Search
Search results for “production agents”
Find published research by company, product, platform or technology.
Showing 81–100 of 244 dossiers
tinyjs fixes a string of capability escapes in its lightweight desktop runtime
A follow-up security fix shows why wrapper capabilities need path restrictions as well as origin checks: tinyjs 0.48.0 now confines direct PDF writes and requires user confirmation for other locations.
Next.js 16.3 makes instant navigation a framework contract, not just a loading-state trick
Next.js 16.3 separates two kinds of improvement: default Turbopack memory/build changes that existing apps can gain from an upgrade, and opt-in Cache Components/Instant Navigations that change how route shells, prefetching and blocking data are designed. Teams should evaluate those migrations independently.
Anthropic starts watermarking new Claude text globally
Claude text watermarking is now part of Anthropic’s compliance approach for newly launched models. It does not add tokens or user identifiers, but it is weaker on short, factual, lightly edited and code-heavy outputs, limiting how provenance claims should be used.
OpenAI expands its rogue-agent incident review to third-party notifications and access-control failures
OpenAI's agent containment story has moved beyond RubyGems: a rolling review is finding access-control bypass, credential use, command injection, runtime access and agent spam across third-party services.
NVIDIA moves AI-agent containment below the model layer with OpenShell and Sentry
The useful shift is architectural: agent permissions no longer have to depend only on the model or harness behaving correctly. OpenShell puts policy enforcement in the execution environment, while Sentry is designed to keep watching from a separate hardware trust domain.
Artificial IntelligenceWeb DevelopmentCloud & InfrastructureAI AgentsAI CodingDeployment & DevOpsDeveloper ToolsActive dossier
Docker turns coding-agent sandboxes into movable cloud compute — and packages their authority as OCI
Docker’s new agent stack combines pay-as-you-go microVM sandboxes with an OCI-based Kit format for declaring what an agent can use. Cloud sessions cost from $0.07 to $1.12 an hour, and Docker says it plans to take the Kit specification toward CNCF neutral governance.
Artificial IntelligenceCloud & InfrastructureCloud PlatformsCompute & AI InfrastructureActive dossier
AWS and NVIDIA plan 2 million more GPUs as their AI stack expands beyond accelerators
The scale of the AWS–NVIDIA expansion is the headline, but the builder consequence is broader: AWS is co-engineering more of the NVIDIA stack, from CPUs and interconnects to models, vector indexing and physical-AI infrastructure, rather than merely adding another GPU instance family.
Google is adding hard spend caps and commitment pricing for AI agent workloads
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.
Legora is separating AI-agent pricing from conventional SaaS seats
Legora’s Agent Pro pricing illustrates a concrete AI SaaS shift: base platform economics can remain seat-oriented while high-variable-cost agent work is metered separately. The model is notable for its controls as much as its pricing—and for what it does not disclose publicly.
Artificial IntelligenceWeb DevelopmentCloud & InfrastructureAI AgentsCloud PlatformsDeveloper ToolsActive dossier
Google Data Agent Kit reaches GA with 15+ cloud services and agent-native data workflows
Google's agent-accessible data toolkit has moved beyond its August launch: GA expands support to Bigtable, BigQuery Graph and Spark, with IDE/CLI integration, IAM enforcement and no separate kit fee. Underlying Google Cloud usage still costs money.
Artificial IntelligenceWeb DevelopmentSaaSPricing & BillingAI AgentsAI SaaSDeveloper ToolsActive dossier
Atlassian will meter Rovo MCP and Teamwork Graph context calls from December 3
From December 3, agent workflows that ask Atlassian's Teamwork Graph for cross-product context will need a cost budget. Most enriched tool calls use 1–10 Rovo credits, with paid overages at $0.01 per credit.
GitHub Copilot can now operate desktop apps, not just code
The useful boundary change is that Copilot can now cross from code and terminals into ordinary desktop interfaces, with per-app approval and organisation-level controls.
Cloudflare Clef adds vision and open weights to the decision-model race
Bounded decision models are turning into a real model category. Cloudflare's entry is open-weight, multimodal and Jev-API compatible, while its fastest variant is aimed at latency-sensitive agent routing.
Laravel AI SDK patches an SSRF path in its Vercel and AG-UI file adapters
The bug is a useful warning for AI application plumbing: turning a user-supplied URL into a model attachment also turns the application server into a network client unless the adapter enforces an outbound trust boundary.
AWS Strands Decider 2B turns bounded agent decisions into an open local model
Jev made bounded decision models visible; Strands Decider makes the pattern reproducible inside an agent stack. AWS replaced Qwen3.5-2B's language-generation head with a small scoring head and released the recipe, creating a local alternative for decisions that do not need a full generative model.
OpenAI’s Decisions API turns GPT-6 Luna into a bounded decision layer for software
Jev, CLM and GLiNER2.5-Decide made bounded software decisions look like a distinct model category. OpenAI is now validating the same architectural split with a Luna-powered API designed to answer finite questions rather than generate open-ended prose.
VS Code’s Agent Host can now run Dev Container sessions on remote SSH, Tunnel and WSL projects
The Agent Host’s environment boundary has moved from local Dev Containers to remote development hosts, making persistent coding-agent sessions more portable across real remote projects.
GLiNER2.5-Decide puts structured AI decisions on a 340M CPU model
GLiNER2.5-Decide attacks the same bounded-decision layer as Jev and CLM from a much smaller encoder architecture. Its strongest benchmark claims are vendor-produced, but CPU deployment and constrained joint decoding make it a materially different option for software-facing AI decisions.
CLM-8B makes System One decision models open and locally deployable
CLM-8B targets the same narrow decision layer as Jev, but with open weights, local deployment and a contrastive architecture that separates state and action representations. The headline speed and coding results are researcher-produced and need careful interpretation.