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Evaluating long-running agents

Evaluating long-running agents is the assessment of systems that pursue goals across extended sequences of reasoning, tool use, state changes, or elapsed time. Duration alone is not a quality measure: an evaluation must define the task outc

Project sharing and private execution in Orkas

Project sharing and private execution in Orkas concern two different forms of coordination: AI specialists working on a task, and people sharing selected project context while running their own AI. Understanding the boundary helps a team pr

Idempotency and recovery in agent tool calls

Idempotency and recovery in agent tool calls is the practice of resuming or retrying an interrupted tool operation without silently duplicating its external effects or misreporting an uncertain outcome as success or failure. It combines an

Verifying completion in tool-using agents

Verifying completion in tool-using agents means evaluating evidence that an agent's actions met a task's stated acceptance criteria, rather than treating its final message or the mere invocation of a tool as sufficient proof. This article a

Idempotency keys

Idempotency keys At a glance Property Details What it is A client-chosen identifier that lets a server recognise retries and apply a documented duplicate-request policy within a defined scope and retention window Underlying idea Idempotent

Software verification and validation

Software verification and validation (software V&V) are complementary activities used to assess whether software work products conform to their specified requirements and whether the resulting software satisfies its intended use and user ne

Provenance and revision-pinned citations

Provenance and revision-pinned citations At a glance Property Details Provenance Information about entities, activities, and agents involved in producing or changing a resource ( W3C PROV overview ) Revision pin An identifier or URL that se

Content-addressed storage

Content-addressed storage (CAS) identifies stored objects using a digest derived from their representation. A request names the content expected, while a storage service or retrieval protocol locates a copy. This separates an object's ident

Lake Baikal

Lake Baikal Image credit At a glance Property Details Location Southeastern Siberia, Russia, between the Republic of Buryatia and Irkutsk Oblast Britannica Type Ancient rift lake USGS Length 636 km NASA Surface area About 31,500 km² Britann

Axolotl

Axolotl Image credit At a glance Property Details Scientific name Ambystoma mexicanum (Shaw and Nodder, 1798) SDZWA Family Ambystomatidae, the mole salamanders IUCN Red List Critically Endangered, criteria A2abce, assessed 23 October 2019 I

Reproducible builds

Reproducible builds allow another party to recreate byte-identical copies of specified software artifacts from the same source, build instructions, and relevant environment. The claim concerns defined outputs, such as packages or executable

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