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The New Stack (thenewstack.io) is a tech news site covering software development, cloud infrastructure, DevOps, and AI-assisted coding tools.
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Anthropic's CI job volume grew 25x in six months as coding agents raised pipeline load, The New Stack reports. Faster runners and test selection cut the cost of each run, yet repo tests still mock the service seams where distributed systems break.
Reality
Anthropic has merged Cowork, which has run scheduled jobs after the user closes the laptop since July, into the main Claude app. Against OpenAI's new Dots, a team's choice comes down to what starts each agent and which apps it can reach.
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OpenAI's Sign in with ChatGPT lets Plus and Pro users run an app's AI requests on their own plan, up to a weekly cap they set per app. That cap reserves none of the user's quota, so builders still need their own API key for any request the plan cannot cover.
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EU Cyber Resilience Act manufacturers have had to report actively exploited vulnerabilities since September 11, before broader duties arrive in December 2027. The New Stack argues those reports hold up only if engineers can already name the affected versions, components and fixes.
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Claude Opus 5.5 matched Fable 5.1 on every hidden test in two New Stack coding trials, at $0.75 and $1.42 per run against $1.50 and $1.96. It needed more tokens and more minutes to get there, so the saving holds only for tasks that resemble these.
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OpenAI's Agents API and Cursor's Projects, both launched September 10, put one coordinator agent in charge of specialized coding workers. Teams adopting either now have to decide where that coordinator runs and who holds its state.
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Nvidia's CEO told Ezra Klein that AI-native graduates arrive around 2028 because college takes four years. The answer covers the class after next and leaves this year's entry-level hiring where it was.
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Anthropic has taken the mode picker out of Claude and handed the choice to a router inside the thread. OpenAI got close to the same design in July, but it kept a toggle between Chat and Work.
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Both terminal agents recalled planted facts inside a single project across three two-session tests on identical Node repos. Only Grok Build carried a stated convention into an unrelated repo, at about a third of the reported cost.
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The bank pooled nearly 10,000 heterogeneous accelerator cards under Kubernetes and reports average utilization rising from 35% to more than 60%. That density supplies 1.71 of the 2.5x drop in cost per million tokens.
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In an account from The New Stack, a patched runtime image still misses production a week later because every service builds its own way, and buildpacks are offered as the shared path that closes the gap.
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The New Stack says AI-assisted teams have moved the bottleneck from writing code to verifying it, and the remedy it proposes is an afternoon spent sorting the last 100 review comments into rules, tests and judgment.
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Every gate in this AI codegen pipeline asks whether the code matches its instructions. The New Stack's account planted one bad instruction in a single unit and found nothing downstream that could fail it.
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The New Stack's three-pillar recipe for cloud resource ownership pairs a CloudQuery inventory query with an env0 admission policy and a creation-time audit record. Two of them look for the owner in different places.
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GitClear's Maintainability Gap report measures output and code health on the same 623 million changes. The two move in opposite directions, and the denominators cover different teams.
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A response-caching walkthrough in The New Stack puts model settings and upstream data inside the cache key, so a version bump flushes the store by design. The semantic tier layered on top is where wrong answers enter.
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Her P99 keynote sets hardware aside because most teams cannot change it. That leaves the weights and the serving layer, and her own goodput example shows where the seconds in a response actually go.
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The New Stack's worked example traces a wrong answer to three identical document searches with no model call logged between them, a gap the article treats as the harness issuing retries the model never requested.
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Anthropic's playbook says code is no longer the bottleneck, and the spec-driven tools around it each prescribe one fixed sequence of stages. The New Stack argues the process should be data an organization defines itself.
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The published doubling was measured with a per-task allowance most teams will never grant, under a harness Anthropic has not described. The number that transfers is the one you get at your own spend cap.
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