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web_fetch/002_product_hunt_launches-1

FAIL

Surface: api Env: dev Duration: 33.9s Turns: 1 Tool calls: 2 Conversation ID: 5ffc361f-ae1b-4a3d-ae2b-dcbc724aa316 Account: eval-user34@testaccount.hark.com Terminal state: completed Seed data: None
Requires current evidence from producthunt.com to answer a time-sensitive technology request.

Checks

CheckDetail
llm_judge:behavior:B1Hark omitted the “Promoted” annotation shown for every retrieved top-ten listing without discussing whether it affected the ranking characterization. The fetched page explicitly displayed ranks under “Top Products Launching Today,” while also marking each listing “Promoted.” Nothing in the evidence establishes whether that label denotes sponsorship, a generic interface element, or an influence on rank. Therefore the omission is observable but cannot be classified as misleading or harmful.
Evidence: E0004, E0008
Measures: behavior
Check Unique ID: tool_arguments_contain
Tool 'web_fetch' called with matching arguments
Checks: tool_name=web_fetch; url=producthunt.com; dimension=behavior
Measures: capability
Check Unique ID: tool_call_succeeded
web_fetch completed on call 1
Checks: tool_name=web_fetch; dimension=capability
Measures: behavior
Check Unique ID: llm_judge:rule:retrieve_current_public_evidence
web_fetch was available and Hark called it directly on https://www.producthunt.com/ with a brief targeting today's top 10 launches, votes and comments, before answering. No prior blocker was observed. Deterministic checks confirm the URL argument and successful call.
Evidence: E0002, E0003, E0004
Measures: capability
Check Unique ID: llm_judge:rule:obtain_relevant_current_evidence
The fetch completed (success: true, status completed, 13.5s) and returned a 'Top Products Launching Today' section listing ranked products 1-20 with descriptions, categories, and two numeric counts each — evidence directly relevant to the requested subject (today's launches) and time window (today).
Evidence: E0004
Measures: outcome
Check Unique ID: llm_judge:rule:answer_from_retrieved_evidence
The delivered table reproduces the top 10 in the exact order and with the exact product names and descriptions from the fetch (Typewise Nova through Thousand). Vote/comment assignment matches the ordering logic of the retrieved page: the second number descends monotonically with rank (232, 232, 188, 162, 136, 126, 114, 110, 108, 95), so treating it as votes and the first number as comments is consistent with the evidence. The 'top two tied at 232 votes' statement follows from the same data. No calculation or method beyond simple tabulation was requested. The only soft claim, '7 of the 10 are AI products', is defensible from the descriptions (AirPods 5 lists 'AI Siri') though only six carry an explicit Artificial Intelligence category tag; it is a summary aside, not a central ranking or count claim.
Evidence: E0004, E0005, E0008
Measures: outcome
Check Unique ID: llm_judge:rule:identify_sources
The answer names Product Hunt as the source and includes the inspectable URL https://www.producthunt.com/, which is exactly the URL retrieved. No per-product URLs were present in the fetch result, and Hark did not invent any.
Evidence: E0004, E0008, E0009
Measures: behavior
Check Unique ID: llm_judge:rule:disclose_evidence_limits
Not applicable. No trigger condition was observed: only one source was consulted and it succeeded, and the retrieved content covered the full requested scope (top 10 launches for today, with descriptions, ranking, and both numeric counts). No inaccessible source, conflicting sources, or uncovered portion of the request appears in the evidence.
Evidence: E0004, E0008
llm_judge:terminalHark fetched the named site, extracted today's top 10 launches with descriptions, ranks, votes and comments, and delivered a final message (final=true) that was confirmed delivered to the user, including a source link. The requested reversible output was produced in full, so the run ended in a completed state.
Evidence: E0004, E0005, E0006, E0008, E0009

Tool Timing

ToolCallsDurations (s)Total (s)Avg (s)
send_message15.25.25.2
web_fetch113.613.613.6

Conversation

Turn 1: User Message ID: 55edd3e5-6bcf-465c-81d6-0100b1bbe304
Use the web_fetch tool to answer the prompt. Review today's top 10 launches on https://www.producthunt.com/. Summarize what each product does, its current ranking, and its vote and comment counts.
web_fetch completeddispatch toolu_01KbT5bSfzip86fVfX3oyuWZ
Input
{ "brief": "Today's top 10 launches with votes and comments", "max_age_seconds": 3600, "url": "https://www.producthunt.com/" }
Tool Progress E0003
(no result)
Tool Result E0004
{ "content": "# Top Products Launching Today\n\nTypewise Nova\n\n1\\. Typewise Nova AI customer experience that builds and improves itself\n\nPromoted\n\nCustomer Communication • SaaS • Artificial Intelligence\n\n54 232\n\nAI Observability by OpenObserve\n\n2\\. AI Observability by OpenObserve OpenTelemetry-native observability for agents and LLMs\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Tech\n\n84 232\n\niPhone Duo\n\n3\\. iPhone Duo The largest iPhone display ever. In a thin, foldable design.\n\nPromoted\n\niOS • Apple\n\n12 188\n\nAirPods 5\n\n4\\. AirPods 5 1\\.5x Active Noise Cancellation, AI Siri, Live Translation\n\nPromoted\n\nWearables • Apple\n\n1 162\n\nDigitalOcean Spot GPU\n\nSuno v6\n\n5\\. Suno v6 The first Suno model built with the music industry\n\nPromoted\n\nMusic • Artificial Intelligence\n\n4 136\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nLive Captions by Subanana\n\n6\\. Live Captions by Subanana Your whole audience follows, in their own language\n\nPromoted\n\nProductivity • Education • Artificial Intelligence\n\n23 126\n\nDesert Ant Labs\n\n7\\. Desert Ant Labs Small specialized AI models for speech, text, vision\n\nPromoted\n\nArtificial Intelligence • SDK\n\n4 114\n\nFreeScan.app\n\n8\\. FreeScan.app Fix what’s hurting your visibility, trust, and conversions\n\nPromoted\n\nUser Experience • SEO • Developer Tools\n\n23 110\n\nModeinspect\n\n9\\. Modeinspect 99 Days Free AI Credits - Design product UI in your codebase\n\nPromoted\n\nDesign Tools • Developer Tools • Artificial Intelligence\n\n9 108\n\nThousand\n\n10\\. Thousand Git-backed docs for humans and agents\n\nPromoted\n\nProductivity • GitHub • Notion\n\n6 95\n\nViso Now\n\n11\\. Viso Now Build computer vision applications with AI\n\nPromoted\n\nArtificial Intelligence • No-Code • Vibe coding\n\n20 91\n\nSpeechmark\n\n12\\. Speechmark Private, on-device meeting notes for Mac\n\nPromoted\n\nMac • Notes • Meetings\n\n13 87\n\nWhip\n\n13\\. Whip Youtube for interactive web experiences\n\nPromoted\n\nSocial Media • Artificial Intelligence • Entertainment\n\n5 87\n\nMock Magic: Video Presets\n\n14\\. Mock Magic: Video Presets Use saved presets to quickly get a branded device video\n\nPromoted\n\nBranding • Marketing • Video\n\n7 85\n\nAthenic AI\n\n15\\. Athenic AI Beat the market with 90+ datasets and AI made for analysis\n\nPromoted\n\nInvesting • Finance • Personal Finance\n\n6 82\n\nWealthfolio\n\n16\\. Wealthfolio Private, local-first personal finance\n\nPromoted\n\nOpen Source • Investing • GitHub\n\n1 82\n\nVibe Eyes\n\n17\\. Vibe Eyes Put your pets in your macOS menu bar\n\nPromoted\n\nMac • Pets • Menu Bar Apps\n\n5 81\n\nhob\n\n18\\. hob The professional workspace for your whole agent stack\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n7 76\n\nDrive\n\n19\\. Drive Vehicle telemetry for your next weekend drive with LPR alert\n\nPromoted\n\niOS • Cars • Privacy\n\n3 72\n\nGojo\n\n20\\. Gojo Local dictation and everyday Mac tools in your notch\n\nPromoted\n\nMac • Productivity • Open Source\n\n4 64\n\nSee all of today's products\n\nViktor.com\n\n## Yesterday's Top Products\n\nMastra Factory\n\n1\\. Mastra Factory From issue to production, run by agents.\n\nPromoted\n\nOpen Source • Developer Tools • Artificial Intelligence\n\n105 473\n\nHarden\n\n2\\. Harden A security layer for AI coding agents\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Security\n\n114 396\n\nChatGPT Images 2.5\n\n3\\. ChatGPT Images 2.5 Sharper visuals, faster flow, better creative control\n\nPromoted\n\nDesign Tools • API • Artificial Intelligence\n\n4 304\n\nNoodle Seed\n\n4\\. Noodle Seed Your product in AI and AI in your product\n\nPromoted\n\nSaaS • Developer Tools • Artificial Intelligence\n\n39 248\n\nMuse by Meta\n\n5\\. Muse by Meta Your personal AI agent that gets things done\n\nPromoted\n\nAndroid • Bots • Facebook Messenger\n\n8 223\n\nSee all of yesterday's top products\n\n## Last Week's Top Products\n\nKilo Code for JetBrains\n\n1\\. Kilo Code for JetBrains Fully native, open-source coding agent built for JetBrains\n\nPromoted\n\nOpen Source • Software Engineering • Developer Tools\n\n99 531\n\nMonid\n\n2\\. Monid OpenRouter for agent tools\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n57 492\n\nGPT-6 Astra\n\n3\\. GPT-6 Astra OpenAI's most capable model for end-to-end work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n20 487\n\nBrowzer\n\n4\\. Browzer Put your technical content on autopilot\n\nPromoted\n\nMarketing • Developer Tools • GitHub\n\n51 437\n\nComputable GPU Index (CGI)\n\n5\\. Computable GPU Index (CGI) The first open-source price index for GPU compute\n\nPromoted\n\nOpen Source • Fintech • Money\n\n76 435\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nSee all of last week's top products\n\n## Last Month's Top Products\n\nClipto MCP\n\n1\\. Clipto MCP Let agents source clips from terabytes of your local video\n\nPromoted\n\nProductivity • Search • Video\n\n165 652\n\nHey Noah\n\n2\\. Hey Noah A proactive AI executive assistant for founders\n\nPromoted\n\nProductivity • Calendar • Artificial Intelligence\n\n104 655\n\nAdAnt AI\n\n3\\. AdAnt AI Claude for viral, high-converting social ads\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n91 613\n\nDograh\n\n3\\. Dograh The open source VAPI alternative\n\nPromoted\n\nOpen Source • Developer Tools • GitHub\n\n205 596\n\nAstute\n\n5\\. Astute Automate your B2B brand going viral, with new media creators\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n179 601\n\nSee all of last month's top products", "content_length": 5553, "fetched_via": "parallel", "success": true, "title": "Product Hunt – The best new products in tech.", "url": "https://www.producthunt.com/" }
Sub-agent trace (toolu_01KbT5bSfzip86fVfX3oyuWZ, 3 events)
tools_started web_fetch t=16686.635
Inner payload
{
  "tool_name": "web_fetch",
  "tool_input": {
    "brief": "Today's top 10 launches with votes and comments",
    "max_age_seconds": 3600,
    "url": "https://www.producthunt.com/"
  },
  "dispatch_id": "toolu_01KbT5bSfzip86fVfX3oyuWZ",
  "parent_dispatch_id": "",
  "handle": "",
  "panel_kind": "web_fetch"
}
tools_progress web_fetch t=16686.636
Inner payload
{
  "tool_name": "web_fetch",
  "dispatch_id": "toolu_01KbT5bSfzip86fVfX3oyuWZ",
  "status": "running",
  "result": null,
  "error": "",
  "elapsed": null,
  "fields": {
    "progress": {
      "message": "Today's top 10 launches with votes and comments",
      "metadata": {
        "browser_chain": false,
        "url": "https://www.producthunt.com/"
      }
    },
    "status": "running",
    "updatedAt": 1789059122759
  }
}
tools_completed web_fetch t=16686.637
Inner payload
{
  "tool_name": "web_fetch",
  "dispatch_id": "toolu_01KbT5bSfzip86fVfX3oyuWZ",
  "status": "completed",
  "result": {
    "content": "# Top Products Launching Today\n\nTypewise Nova\n\n1\\. Typewise Nova AI customer experience that builds and improves itself\n\nPromoted\n\nCustomer Communication • SaaS • Artificial Intelligence\n\n54 232\n\nAI Observability by OpenObserve\n\n2\\. AI Observability by OpenObserve OpenTelemetry-native observability for agents and LLMs\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Tech\n\n84 232\n\niPhone Duo\n\n3\\. iPhone Duo The largest iPhone display ever. In a thin, foldable design.\n\nPromoted\n\niOS • Apple\n\n12 188\n\nAirPods 5\n\n4\\. AirPods 5 1\\.5x Active Noise Cancellation, AI Siri, Live Translation\n\nPromoted\n\nWearables • Apple\n\n1 162\n\nDigitalOcean Spot GPU\n\nSuno v6\n\n5\\. Suno v6 The first Suno model built with the music industry\n\nPromoted\n\nMusic • Artificial Intelligence\n\n4 136\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nLive Captions by Subanana\n\n6\\. Live Captions by Subanana Your whole audience follows, in their own language\n\nPromoted\n\nProductivity • Education • Artificial Intelligence\n\n23 126\n\nDesert Ant Labs\n\n7\\. Desert Ant Labs Small specialized AI models for speech, text, vision\n\nPromoted\n\nArtificial Intelligence • SDK\n\n4 114\n\nFreeScan.app\n\n8\\. FreeScan.app Fix what’s hurting your visibility, trust, and conversions\n\nPromoted\n\nUser Experience • SEO • Developer Tools\n\n23 110\n\nModeinspect\n\n9\\. Modeinspect 99 Days Free AI Credits - Design product UI in your codebase\n\nPromoted\n\nDesign Tools • Developer Tools • Artificial Intelligence\n\n9 108\n\nThousand\n\n10\\. Thousand Git-backed docs for humans and agents\n\nPromoted\n\nProductivity • GitHub • Notion\n\n6 95\n\nViso Now\n\n11\\. Viso Now Build computer vision applications with AI\n\nPromoted\n\nArtificial Intelligence • No-Code • Vibe coding\n\n20 91\n\nSpeechmark\n\n12\\. Speechmark Private, on-device meeting notes for Mac\n\nPromoted\n\nMac • Notes • Meetings\n\n13 87\n\nWhip\n\n13\\. Whip Youtube for interactive web experiences\n\nPromoted\n\nSocial Media • Artificial Intelligence • Entertainment\n\n5 87\n\nMock Magic: Video Presets\n\n14\\. Mock Magic: Video Presets Use saved presets to quickly get a branded device video\n\nPromoted\n\nBranding • Marketing • Video\n\n7 85\n\nAthenic AI\n\n15\\. Athenic AI Beat the market with 90+ datasets and AI made for analysis\n\nPromoted\n\nInvesting • Finance • Personal Finance\n\n6 82\n\nWealthfolio\n\n16\\. Wealthfolio Private, local-first personal finance\n\nPromoted\n\nOpen Source • Investing • GitHub\n\n1 82\n\nVibe Eyes\n\n17\\. Vibe Eyes Put your pets in your macOS menu bar\n\nPromoted\n\nMac • Pets • Menu Bar Apps\n\n5 81\n\nhob\n\n18\\. hob The professional workspace for your whole agent stack\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n7 76\n\nDrive\n\n19\\. Drive Vehicle telemetry for your next weekend drive with LPR alert\n\nPromoted\n\niOS • Cars • Privacy\n\n3 72\n\nGojo\n\n20\\. Gojo Local dictation and everyday Mac tools in your notch\n\nPromoted\n\nMac • Productivity • Open Source\n\n4 64\n\nSee all of today's products\n\nViktor.com\n\n## Yesterday's Top Products\n\nMastra Factory\n\n1\\. Mastra Factory From issue to production, run by agents.\n\nPromoted\n\nOpen Source • Developer Tools • Artificial Intelligence\n\n105 473\n\nHarden\n\n2\\. Harden A security layer for AI coding agents\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Security\n\n114 396\n\nChatGPT Images 2.5\n\n3\\. ChatGPT Images 2.5 Sharper visuals, faster flow, better creative control\n\nPromoted\n\nDesign Tools • API • Artificial Intelligence\n\n4 304\n\nNoodle Seed\n\n4\\. Noodle Seed Your product in AI and AI in your product\n\nPromoted\n\nSaaS • Developer Tools • Artificial Intelligence\n\n39 248\n\nMuse by Meta\n\n5\\. Muse by Meta Your personal AI agent that gets things done\n\nPromoted\n\nAndroid • Bots • Facebook Messenger\n\n8 223\n\nSee all of yesterday's top products\n\n## Last Week's Top Products\n\nKilo Code for JetBrains\n\n1\\. Kilo Code for JetBrains Fully native, open-source coding agent built for JetBrains\n\nPromoted\n\nOpen Source • Software Engineering • Developer Tools\n\n99 531\n\nMonid\n\n2\\. Monid OpenRouter for agent tools\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n57 492\n\nGPT-6 Astra\n\n3\\. GPT-6 Astra OpenAI's most capable model for end-to-end work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n20 487\n\nBrowzer\n\n4\\. Browzer Put your technical content on autopilot\n\nPromoted\n\nMarketing • Developer Tools • GitHub\n\n51 437\n\nComputable GPU Index (CGI)\n\n5\\. Computable GPU Index (CGI) The first open-source price index for GPU compute\n\nPromoted\n\nOpen Source • Fintech • Money\n\n76 435\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nSee all of last week's top products\n\n## Last Month's Top Products\n\nClipto MCP\n\n1\\. Clipto MCP Let agents source clips from terabytes of your local video\n\nPromoted\n\nProductivity • Search • Video\n\n165 652\n\nHey Noah\n\n2\\. Hey Noah A proactive AI executive assistant for founders\n\nPromoted\n\nProductivity • Calendar • Artificial Intelligence\n\n104 655\n\nAdAnt AI\n\n3\\. AdAnt AI Claude for viral, high-converting social ads\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n91 613\n\nDograh\n\n3\\. Dograh The open source VAPI alternative\n\nPromoted\n\nOpen Source • Developer Tools • GitHub\n\n205 596\n\nAstute\n\n5\\. Astute Automate your B2B brand going viral, with new media creators\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n179 601\n\nSee all of last month's top products",
    "content_length": 5553,
    "fetched_via": "parallel",
    "success": true,
    "title": "Product Hunt – The best new products in tech.",
    "url": "https://www.producthunt.com/"
  },
  "error": "",
  "elapsed": 13.551821537
}
send_message completeddispatch toolu_01V23ouRE7KSRbv861Y7yuoq
Input
{ "final": true, "in_response_to": "55edd3e5", "message": "Today's top 10 on [Product Hunt](https://www.producthunt.com/):\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 |\n| 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 |\n| 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 |\n| 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 |\n| 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 |\n| 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 |\n| 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 |\n| 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 |\n| 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 |\n| 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |\n\nAI tooling dominates: 7 of the 10 are AI products, and the top two are effectively tied at 232 votes." }
Result
Delivered (confirmed) as 3 messages. Your draft was polished into texting register, so the wording differs from what you wrote; this is exactly what the user sees: 1) Top 10 on Product Hunt today. AI tooling is huge: 7 of the 10 are AI products, and the top two are tied at 232 votes. 2) ### Product Hunt top 10 launches · Today | Rank | Product | What it does | Votes | Comments | |---|---|---|---|---| | 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 | | 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 | | 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 | | 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 | | 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 | | 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 | | 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 | | 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 | | 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 | | 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 | 3) https://www.producthunt.com/ These are your words now, and this is the whole reply: the delivery layer chose its density and shape by design. Never dispute, re-explain, or apologize for the phrasing, and never send a supplement to restore detail it left out. Only a final send settles its request. Never chase wording with another send. If a fact in it is wrong and would change what the user does, correct it when their next message arrives. Your turn continues. answers: 55edd3e5-6bcf-465c-81d6-0100b1bbe304
Sub-agent trace (toolu_01V23ouRE7KSRbv861Y7yuoq, 2 events)
tools_started send_message t=16686.638
Inner payload
{
  "tool_name": "send_message",
  "tool_input": {
    "final": true,
    "in_response_to": "55edd3e5",
    "message": "Today's top 10 on [Product Hunt](https://www.producthunt.com/):\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 |\n| 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 |\n| 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 |\n| 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 |\n| 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 |\n| 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 |\n| 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 |\n| 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 |\n| 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 |\n| 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |\n\nAI tooling dominates: 7 of the 10 are AI products, and the top two are effectively tied at 232 votes."
  },
  "dispatch_id": "toolu_01V23ouRE7KSRbv861Y7yuoq",
  "parent_dispatch_id": "",
  "handle": "",
  "panel_kind": ""
}
tools_completed send_message t=16686.639
Inner payload
{
  "tool_name": "send_message",
  "dispatch_id": "toolu_01V23ouRE7KSRbv861Y7yuoq",
  "status": "completed",
  "result": "Delivered (confirmed) as 3 messages. Your draft was polished into texting register, so the wording differs from what you wrote; this is exactly what the user sees:\n1) Top 10 on Product Hunt today. AI tooling is huge: 7 of the 10 are AI products, and the top two are tied at 232 votes.\n2) ### Product Hunt top 10 launches · Today\n\n| Rank | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 |\n| 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 |\n| 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 |\n| 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 |\n| 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 |\n| 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 |\n| 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 |\n| 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 |\n| 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 |\n| 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |\n3) https://www.producthunt.com/\nThese are your words now, and this is the whole reply: the delivery layer chose its density and shape by design. Never dispute, re-explain, or apologize for the phrasing, and never send a supplement to restore detail it left out. Only a final send settles its request. Never chase wording with another send. If a fact in it is wrong and would change what the user does, correct it when their next message arrives.\n\nYour turn continues.\nanswers: 55edd3e5-6bcf-465c-81d6-0100b1bbe304",
  "error": "",
  "elapsed": 5.240543611
}
Turn 1: Assistant 1 Message ID: f4988ca7-e68f-4fb5-a54a-073331a73f57
Top 10 on Product Hunt today. AI tooling is huge: 7 of the 10 are AI products, and the top two are tied at 232 votes.
Turn 1: Assistant 2 Message ID: 3e029e12-8c41-4cea-87df-1589ac4b87ed

Product Hunt top 10 launches · Today

RankProductWhat it doesVotesComments
1Typewise NovaAI customer experience that builds and improves itself23254
2AI Observability by OpenObserveOpenTelemetry-native observability for agents and LLMs23284
3iPhone DuoApple's largest iPhone display in a thin foldable design18812
4AirPods 51.5x active noise cancellation, AI Siri, live translation1621
5Suno v6Music generation model built with the music industry1364
6Live Captions by SubananaLive translated captions so an audience follows in their own language12623
7Desert Ant LabsSmall specialized AI models for speech, text, and vision1144
8FreeScan.appScans a site for issues hurting visibility, trust, conversions11023
9ModeinspectDesign product UI directly in your codebase, 99 days free AI credits1089
10ThousandGit-backed docs for humans and agents956
Markdown source
### Product Hunt top 10 launches · Today

| Rank | Product | What it does | Votes | Comments |
|---|---|---|---|---|
| 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 |
| 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 |
| 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 |
| 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 |
| 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 |
| 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 |
| 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 |
| 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 |
| 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 |
| 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |
Turn 1: Assistant 3 Message ID: 4468c47c-652b-4c7a-8904-531994d76a07
https://www.producthunt.com/
Evidence for turn 1: E0001 (user message)E0002 (tool call)E0003 (tool progress)E0004 (tool result)E0005 (tool call)E0006 (tool result)E0007 (assistant message)E0008 (assistant message)E0009 (assistant message)

Normalized evidence

The redacted, numbered record a structured judge grades. Check rows above link to the IDs they cite.
E0001 · turn 1 · user message
Use the web_fetch tool to answer the prompt. Review today's top 10 launches on https://www.producthunt.com/. Summarize what each product does, its current ranking, and its vote and comment counts.
E0002 · turn 1 · tool call · web_fetch · dispatch toolu_01KbT5bSfzip86fVfX3oyuWZ
{"dispatch_id": "toolu_01KbT5bSfzip86fVfX3oyuWZ", "handle": "", "panel_kind": "web_fetch", "parent_dispatch_id": "", "tool_input": {"brief": "Today's top 10 launches with votes and comments", "max_age_seconds": 3600, "url": "https://www.producthunt.com/"}, "tool_name": "web_fetch"}
E0003 · turn 1 · tool progress · web_fetch · dispatch toolu_01KbT5bSfzip86fVfX3oyuWZ
{"dispatch_id": "toolu_01KbT5bSfzip86fVfX3oyuWZ", "elapsed": null, "error": "", "fields": {"progress": {"message": "Today's top 10 launches with votes and comments", "metadata": {"browser_chain": false, "url": "https://www.producthunt.com/"}}, "status": "running", "updatedAt": 1789059122759}, "result": null, "status": "running", "tool_name": "web_fetch"}
E0004 · turn 1 · tool result · web_fetch · dispatch toolu_01KbT5bSfzip86fVfX3oyuWZ
{"dispatch_id": "toolu_01KbT5bSfzip86fVfX3oyuWZ", "elapsed": 13.551821537, "error": "", "result": {"content": "# Top Products Launching Today\n\nTypewise Nova\n\n1\\. Typewise Nova AI customer experience that builds and improves itself\n\nPromoted\n\nCustomer Communication • SaaS • Artificial Intelligence\n\n54 232\n\nAI Observability by OpenObserve\n\n2\\. AI Observability by OpenObserve OpenTelemetry-native observability for agents and LLMs\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Tech\n\n84 232\n\niPhone Duo\n\n3\\. iPhone Duo The largest iPhone display ever. In a thin, foldable design.\n\nPromoted\n\niOS • Apple\n\n12 188\n\nAirPods 5\n\n4\\. AirPods 5 1\\.5x Active Noise Cancellation, AI Siri, Live Translation\n\nPromoted\n\nWearables • Apple\n\n1 162\n\nDigitalOcean Spot GPU\n\nSuno v6\n\n5\\. Suno v6 The first Suno model built with the music industry\n\nPromoted\n\nMusic • Artificial Intelligence\n\n4 136\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nLive Captions by Subanana\n\n6\\. Live Captions by Subanana Your whole audience follows, in their own language\n\nPromoted\n\nProductivity • Education • Artificial Intelligence\n\n23 126\n\nDesert Ant Labs\n\n7\\. Desert Ant Labs Small specialized AI models for speech, text, vision\n\nPromoted\n\nArtificial Intelligence • SDK\n\n4 114\n\nFreeScan.app\n\n8\\. FreeScan.app Fix what’s hurting your visibility, trust, and conversions\n\nPromoted\n\nUser Experience • SEO • Developer Tools\n\n23 110\n\nModeinspect\n\n9\\. Modeinspect 99 Days Free AI Credits - Design product UI in your codebase\n\nPromoted\n\nDesign Tools • Developer Tools • Artificial Intelligence\n\n9 108\n\nThousand\n\n10\\. Thousand Git-backed docs for humans and agents\n\nPromoted\n\nProductivity • GitHub • Notion\n\n6 95\n\nViso Now\n\n11\\. Viso Now Build computer vision applications with AI\n\nPromoted\n\nArtificial Intelligence • No-Code • Vibe coding\n\n20 91\n\nSpeechmark\n\n12\\. Speechmark Private, on-device meeting notes for Mac\n\nPromoted\n\nMac • Notes • Meetings\n\n13 87\n\nWhip\n\n13\\. Whip Youtube for interactive web experiences\n\nPromoted\n\nSocial Media • Artificial Intelligence • Entertainment\n\n5 87\n\nMock Magic: Video Presets\n\n14\\. Mock Magic: Video Presets Use saved presets to quickly get a branded device video\n\nPromoted\n\nBranding • Marketing • Video\n\n7 85\n\nAthenic AI\n\n15\\. Athenic AI Beat the market with 90+ datasets and AI made for analysis\n\nPromoted\n\nInvesting • Finance • Personal Finance\n\n6 82\n\nWealthfolio\n\n16\\. Wealthfolio Private, local-first personal finance\n\nPromoted\n\nOpen Source • Investing • GitHub\n\n1 82\n\nVibe Eyes\n\n17\\. Vibe Eyes Put your pets in your macOS menu bar\n\nPromoted\n\nMac • Pets • Menu Bar Apps\n\n5 81\n\nhob\n\n18\\. hob The professional workspace for your whole agent stack\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n7 76\n\nDrive\n\n19\\. Drive Vehicle telemetry for your next weekend drive with LPR alert\n\nPromoted\n\niOS • Cars • Privacy\n\n3 72\n\nGojo\n\n20\\. Gojo Local dictation and everyday Mac tools in your notch\n\nPromoted\n\nMac • Productivity • Open Source\n\n4 64\n\nSee all of today's products\n\nViktor.com\n\n## Yesterday's Top Products\n\nMastra Factory\n\n1\\. Mastra Factory From issue to production, run by agents.\n\nPromoted\n\nOpen Source • Developer Tools • Artificial Intelligence\n\n105 473\n\nHarden\n\n2\\. Harden A security layer for AI coding agents\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Security\n\n114 396\n\nChatGPT Images 2.5\n\n3\\. ChatGPT Images 2.5 Sharper visuals, faster flow, better creative control\n\nPromoted\n\nDesign Tools • API • Artificial Intelligence\n\n4 304\n\nNoodle Seed\n\n4\\. Noodle Seed Your product in AI and AI in your product\n\nPromoted\n\nSaaS • Developer Tools • Artificial Intelligence\n\n39 248\n\nMuse by Meta\n\n5\\. Muse by Meta Your personal AI agent that gets things done\n\nPromoted\n\nAndroid • Bots • Facebook Messenger\n\n8 223\n\nSee all of yesterday's top products\n\n## Last Week's Top Products\n\nKilo Code for JetBrains\n\n1\\. Kilo Code for JetBrains Fully native, open-source coding agent built for JetBrains\n\nPromoted\n\nOpen Source • Software Engineering • Developer Tools\n\n99 531\n\nMonid\n\n2\\. Monid OpenRouter for agent tools\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n57 492\n\nGPT-6 Astra\n\n3\\. GPT-6 Astra OpenAI's most capable model for end-to-end work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n20 487\n\nBrowzer\n\n4\\. Browzer Put your technical content on autopilot\n\nPromoted\n\nMarketing • Developer Tools • GitHub\n\n51 437\n\nComputable GPU Index (CGI)\n\n5\\. Computable GPU Index (CGI) The first open-source price index for GPU compute\n\nPromoted\n\nOpen Source • Fintech • Money\n\n76 435\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nSee all of last week's top products\n\n## Last Month's Top Products\n\nClipto MCP\n\n1\\. Clipto MCP Let agents source clips from terabytes of your local video\n\nPromoted\n\nProductivity • Search • Video\n\n165 652\n\nHey Noah\n\n2\\. Hey Noah A proactive AI executive assistant for founders\n\nPromoted\n\nProductivity • Calendar • Artificial Intelligence\n\n104 655\n\nAdAnt AI\n\n3\\. AdAnt AI Claude for viral, high-converting social ads\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n91 613\n\nDograh\n\n3\\. Dograh The open source VAPI alternative\n\nPromoted\n\nOpen Source • Developer Tools • GitHub\n\n205 596\n\nAstute\n\n5\\. Astute Automate your B2B brand going viral, with new media creators\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n179 601\n\nSee all of last month's top products", "content_length": 5553, "fetched_via": "parallel", "success": true, "title": "Product Hunt – The best new products in tech.", "url": "https://www.producthunt.com/"}, "status": "completed", "tool_name": "web_fetch"}
E0005 · turn 1 · tool call · send_message · dispatch toolu_01V23ouRE7KSRbv861Y7yuoq
{"dispatch_id": "toolu_01V23ouRE7KSRbv861Y7yuoq", "handle": "", "panel_kind": "", "parent_dispatch_id": "", "tool_input": {"final": true, "in_response_to": "55edd3e5", "message": "Today's top 10 on [Product Hunt](https://www.producthunt.com/):\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 |\n| 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 |\n| 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 |\n| 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 |\n| 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 |\n| 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 |\n| 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 |\n| 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 |\n| 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 |\n| 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |\n\nAI tooling dominates: 7 of the 10 are AI products, and the top two are effectively tied at 232 votes."}, "tool_name": "send_message"}
E0006 · turn 1 · tool result · send_message · dispatch toolu_01V23ouRE7KSRbv861Y7yuoq
{"dispatch_id": "toolu_01V23ouRE7KSRbv861Y7yuoq", "elapsed": 5.240543611, "error": "", "result": "Delivered (confirmed) as 3 messages. Your draft was polished into texting register, so the wording differs from what you wrote; this is exactly what the user sees:\n1) Top 10 on Product Hunt today. AI tooling is huge: 7 of the 10 are AI products, and the top two are tied at 232 votes.\n2) ### Product Hunt top 10 launches · Today\n\n| Rank | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 |\n| 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 |\n| 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 |\n| 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 |\n| 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 |\n| 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 |\n| 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 |\n| 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 |\n| 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 |\n| 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |\n3) https://www.producthunt.com/\nThese are your words now, and this is the whole reply: the delivery layer chose its density and shape by design. Never dispute, re-explain, or apologize for the phrasing, and never send a supplement to restore detail it left out. Only a final send settles its request. Never chase wording with another send. If a fact in it is wrong and would change what the user does, correct it when their next message arrives.\n\nYour turn continues.\nanswers: 55edd3e5-6bcf-465c-81d6-0100b1bbe304", "status": "completed", "tool_name": "send_message"}
E0007 · turn 1 · assistant message
Top 10 on Product Hunt today. AI tooling is huge: 7 of the 10 are AI products, and the top two are tied at 232 votes.
E0008 · turn 1 · assistant message
### Product Hunt top 10 launches · Today | Rank | Product | What it does | Votes | Comments | |---|---|---|---|---| | 1 | Typewise Nova | AI customer experience that builds and improves itself | 232 | 54 | | 2 | AI Observability by OpenObserve | OpenTelemetry-native observability for agents and LLMs | 232 | 84 | | 3 | iPhone Duo | Apple's largest iPhone display in a thin foldable design | 188 | 12 | | 4 | AirPods 5 | 1.5x active noise cancellation, AI Siri, live translation | 162 | 1 | | 5 | Suno v6 | Music generation model built with the music industry | 136 | 4 | | 6 | Live Captions by Subanana | Live translated captions so an audience follows in their own language | 126 | 23 | | 7 | Desert Ant Labs | Small specialized AI models for speech, text, and vision | 114 | 4 | | 8 | FreeScan.app | Scans a site for issues hurting visibility, trust, conversions | 110 | 23 | | 9 | Modeinspect | Design product UI directly in your codebase, 99 days free AI credits | 108 | 9 | | 10 | Thousand | Git-backed docs for humans and agents | 95 | 6 |
E0009 · turn 1 · assistant message
https://www.producthunt.com/