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Verification

All articles tagged with #verification

CubeSat concept to verify the Outer Space Treaty with cosmic protons
science6 days ago

CubeSat concept to verify the Outer Space Treaty with cosmic protons

A Nature paper proposes a physics-based method to verify OST compliance by monitoring neutrons produced by GeV protons in the inner Van Allen belts. The study suggests a 9U‑CubeSat detector could identify a thermonuclear device on a suspect satellite from about 4 km away with roughly a week of observation, offering a conceptual pathway for in‑space verification of nuclear weapons bans. The work is theoretical, grounded in simulations and open code, and is intended to spur further research rather than immediate deployment.

via Nature|
#cosmic-protons#cubesat#outer-space-treaty
CLAUDE.md Grows to Ten Rules, Tightening Self-Checking in AI Coding Loops
technology17 days ago

CLAUDE.md Grows to Ten Rules, Tightening Self-Checking in AI Coding Loops

A circulating ten-rule CLAUDE.md document—attributed to Andrej Karpathy but not independently verified—adds six loop-level rules to the four-rule AI-coding template, prioritizing verification, goal-driven execution, debugging, dependency management, and clearer communication to guide autonomous Claude Code loops. The file is read as project context rather than a system prompt, shaping behavior without enforcing it, highlighting a shift toward self-monitoring in AI development while provenance and real-world impact remain debated.

via Tech Times|
#ai#claude#karpathy
world29 days ago

Iran deal digitally signed; full text due this week, Vance says

Vice President JD Vance says the Trump administration has digitally signed an Iran deal ending the blockade of the Strait of Hormuz, with a formal signing ceremony planned Friday in Switzerland and the full text expected to be released later this week. Details remain sparse, but officials emphasize that Tehran would need to commit to verifiable obligations to forgo a nuclear weapon in exchange for sanctions relief; they also push back on reports of immediate unfroze assets or large reconstruction payments, noting that only ongoing, “technical” negotiations remain and economic pressure would continue if Iran does not meet its obligations.

via Politico|
#iran#iran-deal#jd-vance
Loops Over Prompts: The New Bottleneck in AI-Driven Cloud-Native Coding
technology1 month ago

Loops Over Prompts: The New Bottleneck in AI-Driven Cloud-Native Coding

An article arguing that AI coding is moving from prompt-based to loop-based development, where agents repeatedly generate, test, and refine code within a runtime verification loop. It outlines three eras of development—prompt-driven, spec-driven, and loop-driven—and explains that large-scale, cloud-native systems require a four-layer architecture (runtime environments, verification workflows, feedback, and control) to ensure fast, accurate iterations while bounding cost and risk. The piece also highlights Signadot’s Kubernetes-native ephemeral environments as a practical way to enable inner-loop validation against real systems.

via The New Stack|
#agentic-development#ai#cloud-native
Winter lull ends as Russia resumes strikes on Ukraine, BBC Verify finds
world5 months ago

Winter lull ends as Russia resumes strikes on Ukraine, BBC Verify finds

BBC Verify reports that Russia has resumed attacks on Ukrainian cities after a brief cold-weather pause, with casualties including at least 12 miners killed at an eastern coal mine and strikes on homes and a maternity hospital; President Zelensky says Russia’s actions must be stopped, while BBC Verify continues its broader verification work on related videos, Epstein files, and other conflicts.

via BBC|
#drone#russia#ukraine