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AAA.win

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.
Version · v4.3.4-indexnow-root-proof

Latest releases

IndexNow root-proof request compatibility

After v4.3.3, the exact root-level {key}.txt proof returned HTTP 200, but a full request carrying keyLocation still returned HTTP 403; a minimal homepage request with the same production key and no keyLocation returned HTTP 202. This release omits that field, while the automatic full run and idempotent rerun remain deployment checks.

IndexNow key-proof compatibility

Changed IndexNow verification to the official root-level {key}.txt convention after the first production notification returned HTTP 403; revalidation remains pending, while the website, sitemaps, and Bing sitemap processing are unaffected.

Bing sitemap discovery and IndexNow change notifications

Prepared canonical sitemap discovery for Bing and added automatic IndexNow change notifications while keeping segmented sitemaps authoritative and making no claim that a notified URL has been crawled or indexed.

View all releases