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AI topics

Evidence-led guides connecting model choices, tools, workflows, comparisons, controls, and evaluation protocols.

12source-linked records

Choose a reproducible model configuration for a bounded workload

AI model selection

A decision framework for moving from model-family claims to a pinned, testable deployment choice.

ReviewedVerified 2026-08-11Open record

Grant bounded tools without granting unbounded authority

AI agents and tool use

How to evaluate model-directed tool use as an auditable workflow rather than an autonomous demo.

ReviewedVerified 2026-08-11Open record

Evaluate text, image, audio, video, and document inputs as distinct evidence channels

Multimodal AI

A practical map for testing multimodal models without treating modality support as task reliability.

ReviewedVerified 2026-08-11Open record

Balance deployment control with license, infrastructure, and operating responsibility

Open-weight AI

A buyer's guide to evaluating downloadable model weights as part of a complete serving system.

ReviewedVerified 2026-08-11Open record

Turn policy boundaries into tested controls, ownership, and monitoring

Responsible AI deployment

A deployment topic connecting risk assessment, human oversight, evidence, incident response, and change management.

ReviewedVerified 2026-08-11Open record

Test each working language, locale, and risk boundary independently

Multilingual AI evaluation

A framework for evaluating multilingual quality without averaging away language-specific failures.

ReviewedVerified 2026-08-11Open record

Choose a general assistant by the work it must complete, the information it may access, and the decisions a person must retain

AI assistants

A practical pillar for comparing general AI assistants across drafting, analysis, files, languages, privacy boundaries, and human approval.

ReviewedVerified 2026-08-11Open record

Move from discovery to a claim ledger whose citations, dates, scope, and uncertainty can be independently checked

AI search and research

A research pillar for evaluating source-grounded search, document synthesis, literature discovery, citation quality, and editorial review.

ReviewedVerified 2026-08-11Open record

Evaluate coding assistants on accepted repository changes, test evidence, scope discipline, security, and review effort

AI coding

A coding pillar for comparing editors, assistants, and agents inside reproducible repositories and normal engineering controls.

ReviewedVerified 2026-08-11Open record

Choose an image system by brief adherence, controllability, editability, provenance, rights review, and production handoff

AI image generation

An image-generation pillar for comparing ideation, generation, editing, brand workflows, output review, and asset governance.

ReviewedVerified 2026-08-11Open record

Evaluate video systems across script fidelity, scene continuity, audio, localization, editability, consent, and final human review

AI video generation

A video-generation pillar for planning, creating, editing, localizing, and approving production-ready video without hiding review work.

ReviewedVerified 2026-08-11Open record

Automate bounded decisions with scoped authority, deterministic validation, approvals, observability, idempotency, and recovery

AI automation and agents

An automation pillar for comparing workflow builders and agents as governed systems with real side effects and accountable operators.

ReviewedVerified 2026-08-11Open record

How to use this index

Start with a task, open the cited sources, then run a dated pilot under your real constraints.

  1. ShortlistUse stable product fit—not popularity—as the first filter.
  2. VerifyCheck current provider documentation, terms, and regional availability.
  3. PilotRecord task inputs, model conditions, failures, and human review effort.
版本 · v4.3.6-indexnow-delivery-verified

最近更新

IndexNow 生产接收验证

已用新密钥完成生产 IndexNow 接收验证:Microsoft 外部验证返回 HTTP 200,单 URL GET 与 POST 均返回 HTTP 200;采用每批 50 条后,覆盖 386 个 canonical URL 的 8 个批次全部返回 HTTP 200,重试为 0。第二次运行识别到库存无变化,因此没有发送请求。

IndexNow 根验证源站协议修复

生产 Bing 验证暴露出外部根验证地址返回 HTTP 500:TLS 终止后的内部 rewrite 使用了错误协议。本版修复该重写边界,但在外部验证返回 HTTP 200、自动提交实际运行、后续 canary 返回 HTTP 200 且幂等复跑通过前,仍不视为验证成功。

IndexNow 根目录验证请求兼容性修复

v4.3.3 上线后,根目录精确的 {key}.txt 站内验证返回 HTTP 200,但携带 keyLocation 的全量请求仍返回 HTTP 403;同一生产密钥省略 keyLocation 的首页最小请求返回 HTTP 202。本版省略该字段,自动全量与幂等复跑仍待部署验证。

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