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AI agents are increasing demand for general-purpose compute because builds, tests, linters, and other tool calls run continuously on cloud CPUs. Spot discounts have largely disappeared, some reservations now require months of lead time, and server delivery has stretched from weeks to roughly six months. Competition for fabrication capacity and memory supply is also pushing prices higher.
Opus 5.5 leads an independent intelligence index while costing less per token than its predecessor, but Sonnet 5.5 can consume far more output tokens at maximum effort. The practical takeaway is to choose the effort level before choosing the model because it often has a larger effect on speed and total cost, while new cyber safeguards may also redirect or block ordinary work.
Jev returns typed choices, scores, or yes-or-no probabilities instead of generating prose, making bounded decisions fast and inexpensive. Its “zero hallucination” claim means outputs always fit the supplied schema, not that every decision is correct. The more important promise is calibrated confidence that can route uncertain cases to humans or slower reasoning models, though that calibration requires validation on real workloads.
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Join Antithesis Developer Educator Hillel Wayne to learn how to escape endless “system hardening” with property-based testing.
Dots are always-on GPT-6 Astra agents with their own cloud computers, connections to more than 4,000 apps, and access through ChatGPT, Slack, Teams, and voice.
livenerf is a preregistered benchmark that runs a pinned Claude Code harness daily to detect post-launch model capability changes while controlling for harness updates and usage shifts.
Pi now supports MCP in its core because codemode can discover and compose structured MCP tools inside a JavaScript sandbox without flooding the model context.
Safe mixed-version deployments use an expand, migrate, contract sequence with dual-format support, restartable backfills, gradual read cutovers, and evidence that every consumer has stopped using the old schema before cleanup.
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Incidents fragment across dashboards — metrics in one tool, logs in another, traces in a third. Three tutorials in AWS Marketplace, one for each runtime: TUTORIAL [4]: trace an Amazon ECS alert to its root cause TUTORIAL [5]: consolidate Amazon EKS monitoring without losing coverage TUTORIAL [6]: instrument AWS Lambda in depth with traces, metrics, and logs
Cloudflare has introduced cf, a new command-line interface that allows agents to access over 3,000 operations across the entire Cloudflare API. Wrangler previously supported around 280 commands, and agent usage of that tool reached 48% last week. cf uses a unified API generation pipeline to standardize commands and defaults to JSON output for agents. Cloudflare will provide maintenance support for Wrangler for 18 months after the beta ends.
TypeSafe AI opened early access to Jev, a model that uses decision-making primitives to help apps manage infrastructure. Pulumi built GeoDeploy, an open-source tool that uses Jev to automatically compare prices and provision Kubernetes clusters across AWS, Azure, and Google Cloud.
Modal engineers rebuilt their sandbox platform to support millions of concurrent sandboxes by replacing Kubernetes-style centralized coordination with distributed worker state and parallel scheduling. The redesign created one million sandboxes in under 60 seconds with sub-half-second startup times, prompting talk that infrastructure is splitting into separate coordination and execution planes.
Uber added error ownership to its shared service-mesh infrastructure, so upstream services can distinguish failures they caused from errors merely propagated from deeper dependencies. During a major outage, the mechanism prevented an estimated 9.5 million unnecessary retry requests and reduced the maximum retry-storm radius across user-facing APIs from as high as 25 hops to 3.
Bolna migrated analytics from BigQuery to ClickHouse, moved expensive CDC deduplication into materialized views, and fixed missing TOASTed JSONB values with REPLICA IDENTITY FULL. Reducing intermediate application writes cut replication traffic, with Bolna reporting roughly 6× lower analytics costs and data availability improving from 5–15 minutes to 1–2 minutes after calls ended.
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Liquibase Secure 6.0 gives DevOps and platform teams centralized visibility, policy management, and role-based control across database change. Standardize how changes reach production without sending developers back to tickets, manual reviews, and one-off scripts. See how Liquibase Secure 6.0 brings database change governance to
PageIndex replaces vector indexes with a hierarchical tree index that allows LLMs to reason through documents like a human expert. The tool achieved 98.7% accuracy on FinanceBench, outperforming vector-based RAG.
OpenShell is an Apache-2.0 runtime for running autonomous agents inside isolated sandboxes with kernel-enforced filesystem, syscall, and network policies. Credentials are injected only for approved endpoints, while proposed policy changes are formally checked before they are applied. The platform also supports Kubernetes deployment, GPUs, and Python, TypeScript, Go, and Rust SDKs.
Traditional dependency mocking tools break down in cloud native architectures where services deploy independently and drift goes undetected. Effective tools need deployment event awareness, behavior captured from real traffic rather than specs, automatic handling of non-deterministic fields, and cross-service diff visibility, with eBPF-based traffic capture cited as one approach.
Postgres memory limits such as work_mem apply per execution node and per worker rather than per query, allowing seemingly ordinary queries to consume many times the configured amount of memory. Recursive queries can be even more dangerous because some executor hash tables cannot spill to disk, creating workloads that can exhaust memory despite conservative configuration.
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Security as an afterthought means patches at midnight. Microsoft Azure helps make protection part of your dev lifecycle with Microsoft Defender for Cloud. Ship fast. Ship safely. Get started with Azure →
HashiCorp released version 8.0 of the Terraform provider for Google Cloud, a major update that changes the default load balancing scheme, removes resources tied to retired services like Notebooks and IAP OAuth Admin, and converts several list attributes to sets for more predictable plans.
Harness integrated its AI posture management and firewall with Amazon Bedrock AgentCore Gateway, automatically inventorying agents, tools, and resources operating in AWS environments.
Lakebase Postgres now offers generally available search capabilities on AWS and Azure through two new extensions, lakebase_vector and lakebase_text.
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When you're pre-seed to Series A, every engineering hour counts. You can't afford to spend a week on a feature that should take a day — or ship code that breaks the moment your codebase gets real. Kiro is built exactly for this stage. Using structured specifications, clear requirements, and well-scoped task decomposition, Kiro agents have complete context on the definition of “done” before writing a single line of code. You describe what you want to build, and Kiro creates requirements, designs the architecture, sequences the tasks, and implements them. Eligible startups can apply for up to 12 months of Kiro Pro+ at no cost
Robotics is finally having a moment. Models are getting better, costs are coming down, and robots are logging real hours in customer facilities. However, full deployment will still take some time - even companies that publicly claim they have deployed robots often do not have them working on actual production lines. Until the technology improves, the industry will need patient capital.
The flood of capital into AI infrastructure has left many promising startups underfunded, with investors chasing companies that can absorb huge sums quickly. AI's rapid growth benchmarks and the belief in a winner-take-all scenario drive this trend, yet hinder more traditional but solidly growing tech firms. As capital focuses on AI infrastructure, there's potential in identifying application companies ready to leverage cheaper AI tech for broader market success.
TypeSafe's Jev launch achieved rapid adoption among Vercel's paid AI teams due to its clear value and easy integration into existing workflows. A compelling demo showcased Jev's speed in making bounded decisions, outperforming competitors and highlighting its utility. The product's early success stemmed from allowing users to quickly demonstrate and share tangible outcomes, supported by strategic distribution to influential tech figures.
Leaders face challenges hiring talent in the AI-focused market, where usual tactics are less effective. Guerrilla hiring involves frontier, potential-based, and asymmetric hiring to attract trajectory-changing talent without relying on brand power. Utilizing "talent magnets" as domino hires can jumpstart recruitment by attracting follow-on candidates who define and drive expected roles and career paths.
Ever read a thread about your product and wondered if these people are even your customers? Tracksuit's CEO argues that online discussion overrepresents enthusiastic fans and angry critics, while ordinary buyers rarely post at all. AI recommendations can pick up those same opinions, making a vocal minority seem more representative than it is. Tracksuit compares consumer surveys with AI responses to see where perceptions differ. Before changing your positioning around a loud complaint, find out whether the customers who aren't posting share it.
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Your business moves quickly. Your money should, too. Stripe Treasury brings payments and financial tools together, helping you pay vendors, send payouts, issue cards, and manage cash flow with less complexity. Build more efficient financial operations on the same platform your business already uses for payments as you continue growing.
OpenAI introduced on DevDay new models, tools, and agents to help developers build faster, take on more ambitious projects, and bring their products to more people. The company revealed new agents that can take on ongoing responsibilities and new ways for people and AI to work together. It also expanded its commitment to an open ecosystem by opening up ChatGPT as a shared surface where humans and agents can collaborate and where developers can directly launch new native experiences. There is now a new Pro 500 plan that offers 25 times the ChatGPT Plus allowance and includes access to Ultrafast.
Muse for Small Business enhances Muse with skills and connectors designed to help people operate and grow their companies. Users can give Muse a goal, then connect the services holding the information needed to pursue it. Muse can draw on analytics from Meta's apps and a broad set of business tools. The agent will not publish content, send messages, or spend money unless authorized.
There's no guaranteed relationship between software cost and value. While cost improvements are typically marginal and difficult, value improvements are game-changing. AI can produce a lot of work, but that doesn't mean that customers can absorb it. Businesses need to treat customer attention as the scarce resource it is and only ship the things that are truly valuable.
Founders should raise venture capital only when money is the limiting factor on growth. Treating fundraising as success can distort incentives, encourage unnecessary spending, and leave companies trapped at valuations their businesses may never justify.
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AI shopping agents could capture the customer relationship without owning fulfillment, shifting economics away from marketplaces' ads and commissions.
Is your team better at getting excited about the next project or finishing the current one?
GPU prices have surged from $4.40 to $8.08 per GPU-hour due to rising data center construction costs.
Starship's 14th test flight reached orbit for the first time on Monday, despite one engine shutting down unexpectedly mid-flight, deploying 26 next-generation Starlink V3 satellites one by one from a Pez-dispenser-style mechanism at roughly 269km altitude before the mission ended early. Each Starship can now carry about 60 Starlink V3 satellites, roughly 20 times the capacity of a Falcon 9 launch, and the new satellites offer around 10x the downlink and 22x the uplink capacity of the previous V2 generation, capability SpaceX needs to support Musk's stated goal of Starlink eventually carrying a majority of the world's internet traffic.
Nvidia's Open Agent Safety Platform pairs OpenShell, a sandboxed runtime running on its Vera CPU, with Sentry, a monitoring layer that runs in silicon on the BlueField-4 DPU rather than on the same host as the agent it's watching. The architectural bet is physical separation as a security property: in a Vera Rubin POD, each compute tray's BlueField-4 sits on the node's only path to the model, meaning every agent "thought" has to pass through that chip, giving it both the best observation point and a hardware kill switch, isolated from the host and beyond the agent's own reach even if the host itself gets compromised.
VisionPower Semiconductor Manufacturing Company, a joint venture between Vanguard International Semiconductor and NXP, opened its first 300mm wafer fab in Tampines, Singapore, completed in just 22 months and now in risk production after its first sample lot cleared yields above 99%. The fab targets mature nodes between 130nm and 40nm for power management, mixed-signal, analog, and interposer chips serving automotive, industrial, consumer, mobile, and HPC customers, with volume manufacturing starting Q1 2027 and full capacity, roughly 44,000 wafers a month and 1,600 jobs, targeted by 2029.
Tesla ramped Optimus production from a few dozen units in Q2 to several hundred a week last month, but the company is hitting real engineering roadblocks on the path to its 20,000-units-a-week target for year-end. Most units built so far aren't shipping to customers at all, instead staying in-house for testing and data collection, and are still confined to simple, repetitive tasks rather than functioning as general-purpose machines. The core problem is durability and reliable assembly of the hands, a struggle Tesla has reportedly wrestled with for over a year, and rather than relying on touch sensors built directly into the hand itself, the company is now developing a hot-swappable "sensing glove" as a workaround.
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After nearly a decade of R&D, Doroni unveiled a showroom model of its H1-X flying car. Morgan Stanley projects a $9T market by 2050. First