--- schema: 1 type: video title: 'Your Agent''s Biggest Lie: "I Searched the Web" — Rafael Levi, Bright Data' description: >- Sometimes the agent did not search the web at all. It got blocked, hit a CAPTCHA, saw a fake page, or fell back to stale training data, then answered as if everything worked. This session is a direct look at that failure mode, and what changes when the same agent is given real web access instead of pretending. Using Bright Data's Web MCP, the demo compares blocked and unblocked runs across sites like LinkedIn, Instagram, Amazon, and TikTok, and walks through the mechanics behind the difference: anti-bot systems, JS rendering, CAPTCHA handling, and why clean access matters if you want reliable citations, real-time results, and fewer hallucinations. If you're building agents that depend on the open web, this is a practical look at one of their biggest hidden failure modes. Speaker info: - https://il.linkedin.com/in/rafael-levi - https://github.com/ScrapeAlchemist --- Watch along with the corrected transcript, summary, timestamps and resources on this talk's official AIE page: https://ai.engineer/talks/btxGmN8RvNU-your-agent-s-biggest-lie-i-searched-the-web Join our upcoming AI Engineer conferences (see https://ai.engineer landing page): - AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs and engineers - AIE CODE in SF, November 10–12 — the top AI Coding conference returns - AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS 2026 in Sydney --- canonical: 'https://liquidgold.cc/watch/btxGmN8RvNU' markdown: 'https://liquidgold.cc/watch/btxGmN8RvNU.md' llms: 'https://liquidgold.cc/watch/btxGmN8RvNU/llms.txt' parent: 'https://liquidgold.cc/channel/aidotengineer.md' channel: aidotengineer updated: '2026-10-24T09:26:29.988Z' language: null children: [] videoId: btxGmN8RvNU durationSeconds: 949 publishedAt: '2026-06-17T13:00:06.000Z' searchChunks: - ordinal: 0 text: null startSeconds: 26 endSeconds: 146 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=26' heldReason: rights - ordinal: 1 text: null startSeconds: 26 endSeconds: 146 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=26' heldReason: rights - ordinal: 2 text: null startSeconds: 26 endSeconds: 146 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=26' heldReason: rights - ordinal: 3 text: null startSeconds: 26 endSeconds: 146 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=26' heldReason: rights - ordinal: 4 text: null startSeconds: 604 endSeconds: 614 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=604' heldReason: rights - ordinal: 5 text: null startSeconds: 146 endSeconds: 158 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=146' heldReason: rights - ordinal: 6 text: null startSeconds: 158 endSeconds: 236 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=158' heldReason: rights - ordinal: 7 text: null startSeconds: 246 endSeconds: 346 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=246' heldReason: rights - ordinal: 8 text: null startSeconds: 246 endSeconds: 346 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=246' heldReason: rights - ordinal: 9 text: null startSeconds: 246 endSeconds: 346 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=246' heldReason: rights - ordinal: 10 text: null startSeconds: 356 endSeconds: 479 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=356' heldReason: rights - ordinal: 11 text: null startSeconds: 356 endSeconds: 479 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=356' heldReason: rights - ordinal: 12 text: null startSeconds: 356 endSeconds: 479 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=356' heldReason: rights - ordinal: 13 text: null startSeconds: 490 endSeconds: 604 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=490' heldReason: rights - ordinal: 14 text: null startSeconds: 479 endSeconds: 490 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=479' heldReason: rights - ordinal: 15 text: null startSeconds: 490 endSeconds: 604 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=490' heldReason: rights - ordinal: 16 text: null startSeconds: 490 endSeconds: 604 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=490' heldReason: rights - ordinal: 17 text: null startSeconds: 614 endSeconds: 716 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=614' heldReason: rights - ordinal: 18 text: null startSeconds: 614 endSeconds: 716 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=614' heldReason: rights - ordinal: 19 text: null startSeconds: 807 endSeconds: 818 watch: 'https://liquidgold.cc/watch/btxGmN8RvNU?t=807' heldReason: rights --- # Your Agent's Biggest Lie: "I Searched the Web" — Rafael Levi, Bright Data Sometimes the agent did not search the web at all. It got blocked, hit a CAPTCHA, saw a fake page, or fell back to stale training data, then answered as if everything worked. This session is a direct look at that failure mode, and what changes when the same agent is given real web access instead of pretending. Using Bright Data's Web MCP, the demo compares blocked and unblocked runs across sites like LinkedIn, Instagram, Amazon, and TikTok, and walks through the mechanics behind the difference: anti-bot systems, JS rendering, CAPTCHA handling, and why clean access matters if you want reliable citations, real-time results, and fewer hallucinations. If you're building agents that depend on the open web, this is a practical look at one of their biggest hidden failure modes. Speaker info: - https://il.linkedin.com/in/rafael-levi - https://github.com/ScrapeAlchemist --- Watch along with the corrected transcript, summary, timestamps and resources on this talk's official AIE page: https://ai.engineer/talks/btxGmN8RvNU-your-agent-s-biggest-lie-i-searched-the-web Join our upcoming AI Engineer conferences (see https://ai.engineer landing page): - AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs and engineers - AIE CODE in SF, November 10–12 — the top AI Coding conference returns - AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS 2026 in Sydney --- Canonical: https://liquidgold.cc/watch/btxGmN8RvNU · Channel: [AI Engineer](https://liquidgold.cc/channel/aidotengineer.md) > Search chunk text is held until public-source provenance is verified. ## Document chunks > Missing: no stored document chunks are available.