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Show HN: A verification browser for AI agents – 13ms windows, one-call checks

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Show HN: A verification browser for AI agents – 13ms windows, one-call checks
TL;DR · WeSearch summary

hwatu Make your agent harness loop instantly faster by giving it real eyes STOP your agent claiming "pixel-perfect." Make it prove 97.49%. STOP paying 5 tool calls per page check. hwatu check is one call, ~35 ms (beats warm-server Playwright ~9x). The installer installs binaries only. hwatu setup detects supported coding agents and prints the available connections without changing their config.

Key facts
About this source

Hacker News (AI / LLM) files mainly under ai. We currently carry 2,766 of its stories.

Original article
GitHub
Read full at GitHub →

Story provenance

Source · retrieval · rights · ranking — open for full record
inspect →

Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.

Record

Original publisherGitHub
Canonical URLhttps://github.com/hongnoul/hwatu
Publication timeWed, 29 Jul 2026 14:05:30 +0000
Retrieval time2026-07-29T14:28:15.215Z
Last seen2026-07-29T14:28:15.215Z
Headline sourcePublisher (no WeSearch rewrite)
Excerpt sourcepublisher body
Excerpt methodFirst ~120 words (~800 chars) of extracted publisher body, fair-use limited.
SummaryWeSearch · cerebras-chat (WeSearch summarizer)
Summary source textcontentText
Citation coverageSummary is a WeSearch-generated derivative; primary citation is the original publisher URL.
Clusterhiy0_oHPs8sU · 1 stories
Cluster logicGrouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison.
Ranking reasonStory pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking.
Publisher visitYes — open original
Substitutes article?No — link-out required for full text

Rights status (four layers)

Publisher-declared
No publisher-confirmed rights record for this source yet.
Machine-readable
No source-specific machine-readable restriction detected beyond the public feed.
WeSearch interpretation
WeSearch declared handling (basis: Derived from the published RSS/Atom feed). This is WeSearch policy, not a legal grant on the publisher's behalf.
Unknown
Retrieval and training permissions are not asserted unless the publisher confirms them.

WeSearch handling by dimension

Indexing May the item be indexed (stored, ranked, made findable)? Allowed
Snippet May a short excerpt of the publisher's text be shown? Allowed
AI summary May WeSearch generate its own short summary of the article? Limited
Retrieval / RAG May the content be exposed for third-party retrieval-augmented generation? Not asserted
Model training May the content be used to train AI models? Not asserted
Commercial reuse May the content be reused commercially? Not permitted

Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.

Opening excerpt (first ~120 words) tap to expand

hwatu Make your agent harness loop instantly faster by giving it real eyes STOP your agent claiming "pixel-perfect." Make it prove 97.49%. STOP paying 5 tool calls per page check. hwatu check is one call, ~35 ms (beats warm-server Playwright ~9x). STOP browser windows stealing your focus. Headless by default, you keep typing. STOP shipping 170 MB of Chromium. One static binary + your distro's webkitgtk. Documents Vision: durable product principles, native platform strategy, swarm model Agent guide: protocol, primitives, verification loops Human guide: the tiling-WM browser side Benchmarks: every number, measured, with methodology Roadmap: plan of record, priorities, non-goals Continuous improvement: activation metric, feedback loop, weekly cadence Launch kit: reusable copy, channels, and…

Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.

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