# tavily — full per-query output, all 52 queries Runs `2026-08-16-r1`/`-r2` · region `ap-south-1` · ground truth frozen 2026-08-16T17:20:32Z sha256 `011da0f8…0cb7d28`. Modes: advanced, basic. Reproducible from `tavily/input-*/outputs/raw//.json`. **How to read this.** `top3 PASS/FAIL` asks only whether one hand-picked ground-truth URL appeared in the first 3 results — a FAIL does not mean the tool was wrong. Citation `unreadable` means our checker could not fetch the page (paywall, JS shell, PDF, 403, non-English); only `**FALSE**` means read and unsupported. Grades tagged `graded_by=claude-pass-1` are one model reader's pass, not a human sign-off. **Calls:** 104 across 2 mode(s) · **errors:** 0 --- ## Q01 · current-fact **Query:** `Exa API price per 1000 search requests` **Expected:** $7 per 1,000 search requests (increased from $5 in March 2026) **Supporting URL(s):** https://exa.ai/pricing **tavily/advanced** — top3 FAIL · hit rank 8 · $0.016 · 5207.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://fastcrw.com/blog/exa-pricing-explained - Exa AI Pricing Explained (2026): Tiers, Content Types, and Surcharges — 12,967 chars 2. https://fastcrw.com/blog/what-is-exa-ai - What Is Exa AI? The Neural Search API for Agents ... — 8,943 chars 3. https://coldiq.com/blog/tavily-vs-exa - Exa vs Tavily (2026): Which AI Search API Wins? (47 chara... — 24,198 chars 4. https://www.tinyfish.ai/blog/exa-pricing - Exa Pricing in 2026: How Much Does It Really Cost? — 22,886 chars 5. https://apis.io/plans/exa-ai/exa-ai-plans-pricing - Exa Ai Plans Pricing — API Pricing Plans | APIs.io Plans — 2,684 chars 8. https://exa.ai/pricing ⬅ **supporting URL** - Exa API Pricing | Pay-as-You-Go Plans for AI Search — 4,821 chars **tavily/basic** — top3 FAIL · hit rank 6 · $0.008 · 3048.4ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://coldiq.com/blog/tavily-vs-exa - Exa vs Tavily (2026): Which AI Search API Wins? (47 chara... — 24,198 chars 2. https://www.tinyfish.ai/blog/exa-pricing - Exa Pricing in 2026: How Much Does It Really Cost? — 22,886 chars 3. https://brightdata.com/blog/comparison/bright-data-vs-exa - Bright Data vs. Exa: Which Tool Fits Your AI Agent? — 26,795 chars 4. https://fastcrw.com/blog/what-is-exa-ai - What Is Exa AI? The Neural Search API for Agents ... — 8,943 chars 5. https://news.ycombinator.com/item?id=43910228 - Did you guys change the pricing of Exa? When I checked this a year or so ago, I ... | — 7,279 chars 6. https://exa.ai/pricing ⬅ **supporting URL** - Exa API Pricing | Pay-as-You-Go Plans for AI Search — 4,821 chars 9. https://exa.ai ⬅ **supporting URL** - Exa | Search API for AI Agents — Real-Time Web Data — 6,578 chars --- ## Q02 · current-fact **Query:** `current CEO of Nebius` **Expected:** Arkady Volozh (founder and CEO) **Supporting URL(s):** https://en.wikipedia.org/wiki/Nebius_Group|https://nebius.com/about **tavily/advanced** — top3 FAIL · hit rank 5 · $0.016 · 8565.0ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://en.wikipedia.org/wiki/Arkady_Volozh - Arkady Volozh — 39,050 chars 2. https://www.linkedin.com/posts/nebius-group_nebius-founder-and-ceo-arkady-volozh-on-ai-activity-7267824676201017345-_qK7 - Nebius Founder and CEO Arkady Volozh on AI infrastructure at the ... — 55,200 chars 3. https://finance.yahoo.com/economy/policy/articles/nebius-ceo-just-said-shows-143236940.html - What Nebius CEO Just Said Shows How Quickly the Fed Can Kill the AI Boom — 18,340 chars 4. https://theinnovator.news/interview-of-the-week-arkady-volozh-nebius - Interview Of The Week: Arkady Volozh, Nebius — 12,312 chars 5. https://en.wikipedia.org/wiki/Nebius_Group ⬅ **supporting URL** - Nebius Group - Wikipedia — 27,604 chars **tavily/basic** — top3 FAIL · hit rank 4 · $0.008 · 3756.3ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://en.wikipedia.org/wiki/Arkady_Volozh - Arkady Volozh - Wikipedia — 39,050 chars 2. https://www.linkedin.com/posts/nebius-group_nebius-founder-and-ceo-arkady-volozh-on-ai-activity-7267824676201017345-_qK7 - Nebius Founder and CEO Arkady Volozh on AI infrastructure ... — 55,200 chars 3. https://theinnovator.news/interview-of-the-week-arkady-volozh-nebius - Interview Of The Week: Arkady Volozh, Nebius - The Innovator — 12,312 chars 4. https://nebius.com/about - About Nebius — 148 chars 5. https://www.youtube.com/watch?v=w2BvO1Ul3ug - BONUS: Nebius's Arkady Volozh | On building in the agentic ... — 141 chars --- ## Q03 · current-fact **Query:** `Bank of England base rate` **Expected:** 3.75% **Supporting URL(s):** https://www.bankofengland.co.uk/monetary-policy/the-interest-rate-bank-rate **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 5691.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.natwest.com/mortgages/mortgage-guides/bank-of-england-base-rate.html - Bank of England base rate | Mortgage Guides | NatWest — 61,324 chars 2. https://www.uswitch.com/mortgages/guides/bank-of-england-base-rate - Bank Of England Base Rate - Current, Predictions & Next ... — 13,355 chars 3. https://www.mortgageonefinance.co.uk/bank-of-england-base-rate-history - Bank of England Base Rate History | 50 Years — Mortgage One — 26,034 chars 4. https://www.nationwide.co.uk/mortgages/bank-of-england-base-rate-changes-and-your-mortgage - Bank of England base rate changes and your mortgage - Nationwide — 20,239 chars 5. https://www.global-rates.com/en/interest-rates/central-banks/1003/british-boe-official-bank-rate - BoE Official Bank Rate | Policy rate British Central Bank — 3,167 chars **tavily/basic** — top3 FAIL · hit rank 7 · $0.008 · 2758.8ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://www.uswitch.com/mortgages/guides/bank-of-england-base-rate - Bank Of England Base Rate - Current, Predictions & Next Review 2026 | Uswitch — 13,355 chars 2. https://www.nationwide.co.uk/mortgages/bank-of-england-base-rate-changes-and-your-mortgage - Bank of England base rate changes and your mortgage - Nationwide — 20,239 chars 3. https://www.barclays.co.uk/mortgages/base-rate-information - Mortgage base rate | Bank of England base rate | Barclays — 6,594 chars 4. https://tradingeconomics.com/united-kingdom/interest-rate - United Kingdom Interest Rate — 4,547 chars 5. https://www.bankofengland.co.uk/explainers/what-are-interest-rates - What are interest rates? | Bank of England — 7,007 chars 7. https://www.bankofengland.co.uk/monetary-policy/the-interest-rate-bank-rate ⬅ **supporting URL** - Interest rates and Bank Rate: our latest decision — 6,128 chars --- ## Q04 · current-fact **Query:** `RBI repo rate current` **Expected:** 5.25% **Supporting URL(s):** https://www.rbi.org.in/Scripts/BS_PressReleaseDisplay.aspx?prid=63287|https://www.rbi.org.in **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 7962.5ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.mymoneymantra.com/repo-rate - Repo Rate Today – Current RBI Repo Rate - 2026 — 10,450 chars 2. https://www.bankbazaar.com/home-loan/repo-rate.html - Check the Current Repo Rate 2026 — 30,382 chars 3. https://www.bajajhousingfinance.in/repo-rate - What is Repo Rate? Meaning, Current Rates and Impact — 19,922 chars 4. https://www.bankbazaar.com/finance-tools/emi-calculator/current-rbi-bank-interest-rates.html - Check Information on Current RBI Bank Interest Rates 2026 — 10,562 chars 5. https://www.youtube.com/watch?v=bI9g94zDO6s - Repo Rate Stays at 5.25% as RBI Maintains Neutral Stance — 5,468 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 2774.5ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://www.youtube.com/watch?v=bI9g94zDO6s - Repo Rate Stays at 5.25% as RBI Maintains Neutral Stance — 5,468 chars 2. https://www.bajajhousingfinance.in/repo-rate - What is Repo Rate? Meaning, Current Rates and Impact — 19,922 chars 3. https://www.bankbazaar.com/home-loan/repo-rate.html - Check the Current Repo Rate 2026 — 30,382 chars 4. https://www.bajajfinserv.in/repo-rate - What is Repo Rate? Meaning, importance & How it Works | Bajaj Finance — 25,544 chars 5. https://www.dealplexus.com/markets/rbi-repo-rate - RBI Repo Rate Today | DealPlexus — 3,408 chars --- ## Q05 · current-fact **Query:** `latest stable release version of PostgreSQL` **Expected:** 18.6 (released 13 August 2026) **Supporting URL(s):** https://www.postgresql.org/support/versioning/|https://en.wikipedia.org/wiki/PostgreSQL **tavily/advanced** — top3 PASS · hit rank 2 · $0.016 · 7757.2ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://pgpedia.info/postgresql-versions/index.html - PostgreSQL major versions - pgPedia — 20,260 chars 2. https://en.wikipedia.org/wiki/PostgreSQL - PostgreSQL — 206,344 chars 3. https://bucardo.org/postgres_all_versions.html - Postgres Release Notes - All Versions - Bucardo — 5,980,017 chars 4. https://www.postgresql.org ⬅ **supporting URL** - PostgreSQL — 8,752 chars 5. https://www.postgresql.org/about/news/postgresql-18-released-3142 - PostgreSQL 18 Released! — 15,782 chars **tavily/basic** — top3 PASS · hit rank 2 · $0.008 · 3722.4ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://pgpedia.info/postgresql-versions/index.html - PostgreSQL major versions - pgPedia — 20,260 chars 2. https://en.wikipedia.org/wiki/PostgreSQL - PostgreSQL - Wikipedia — 206,344 chars 3. https://www.postgresql.org/about/news/postgresql-18-released-3142 - PostgreSQL: PostgreSQL 18 Released! — 15,782 chars 4. https://www.postgresql.org ⬅ **supporting URL** - PostgreSQL — 8,752 chars 5. https://endoflife.date/postgresql - PostgreSQL — 7,926 chars 8. https://www.postgresql.org/support/versioning ⬅ **supporting URL** - Versioning Policy — 4,802 chars --- ## Q06 · current-fact **Query:** `current UN Secretary-General` **Expected:** António Guterres (9th Secretary-General) **Supporting URL(s):** https://www.un.org/sg/en/content/sg/biography|https://en.wikipedia.org/wiki/Ant%C3%B3nio_Guterres **tavily/advanced** — top3 FAIL · hit rank 7 · $0.016 · 5562.5ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://en.wikipedia.org/wiki/Secretary-General_of_the_United_Nations - Secretary-General of the United Nations — 152,580 chars 2. https://unis.unvienna.org/unis/topics/related/2026/selection-next-secretary-general.html - Selection and Appointment of the next United Nations Secretary-General — 6,420 chars 3. https://ask.un.org/faq/14625 - Who is and has been Secretary-General of the United Nations? — 2,145 chars 4. https://cic.nyu.edu/resources/the-process-for-selecting-the-secretary-general-of-the-united-nations - The Process for Selecting the Secretary-General of the United Nations | Center on Int — 4,195 chars 5. https://www.cfr.org/backgrounders/role-un-secretary-general - The Role of the UN Secretary-General | Council on Foreign Relations — 20,851 chars 7. https://www.un.org/sg/en/content/sg/biography ⬅ **supporting URL** - Biography | Secretary-General — 3,621 chars 10. https://www.un.org/sg/en ⬅ **supporting URL** - Secretary-General — 9,097 chars **tavily/basic** — top3 PASS · hit rank 3 · $0.008 · 4518.3ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://en.wikipedia.org/wiki/Secretary-General_of_the_United_Nations - Secretary-General of the United Nations — 152,580 chars 2. https://www.un.org/sg/en/about-secretary-general - About the Secretary-General | Secretary-General — 10,737 chars 3. https://en.wikipedia.org/wiki/Ant%C3%B3nio_Guterres - António Guterres — 273,031 chars 4. https://www.linkedin.com/in/antonio-guterres - António Guterres - Secretary-General of the United Nations — 11,031 chars 5. https://www.usgovernmentmanual.gov/Agency?EntityId=fLBI6e5ugSU%3D&ParentEId=+klubNxgV0o%3D&EType=jY3M4CTKVHY%3D - United Nations — 20,819 chars 6. https://www.un.org/sg/en ⬅ **supporting URL** - Secretary-General — 9,097 chars --- ## Q07 · current-fact **Query:** `who owns Instagram parent company` **Expected:** Meta Platforms, Inc. **Supporting URL(s):** https://www.britannica.com/money/Instagram|https://en.wikipedia.org/wiki/Instagram **tavily/advanced** — top3 PASS · hit rank 1 · $0.016 · 9752.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://en.wikipedia.org/wiki/Instagram - Instagram - Wikipedia — 450,522 chars 2. https://www.fool.com/investing/how-to-invest/stocks/who-owns-instagram - Which Company Owns Instagram? | The Motley Fool — 14,300 chars 3. https://www.companieshistory.com/who-owns-instagram - Who Owns Instagram? - Companies History — 10,616 chars 4. https://medium.com/@elisocial/who-owns-instagram-and-facebook-a-comprehensive-look-dbdc6f23c4d2 - Who Owns Instagram and Facebook? : A Comprehensive Look - Medium — 13,256 chars 5. https://www.britannica.com/money/Instagram ⬅ **supporting URL** - Instagram | History, Features, Description, & Facts - Britannica — 6,964 chars **tavily/basic** — top3 PASS · hit rank 1 · $0.008 · 5509.1ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://en.wikipedia.org/wiki/Instagram - Instagram - Wikipedia — 450,522 chars 2. https://www.fool.com/investing/how-to-invest/stocks/who-owns-instagram - Which Company Owns Instagram? | The Motley Fool — 14,300 chars 3. https://www.companieshistory.com/who-owns-instagram - Who Owns Instagram? — 10,616 chars 4. https://medium.com/@elisocial/who-owns-instagram-and-facebook-a-comprehensive-look-dbdc6f23c4d2 - Medium — 13,256 chars 5. https://imba.missouri.edu/mark-zuckerberg-owns-instagram-3451264321.html - Mark Zuckerberg Owns Instagram: The Untold Story — 157 chars 6. https://www.britannica.com/money/Instagram ⬅ **supporting URL** - Instagram | History, Features, Description, & Facts - Britannica — 6,964 chars --- ## Q08 · current-fact **Query:** `who is the CEO of OpenAI` **Expected:** Sam Altman **Supporting URL(s):** https://www.britannica.com/money/Sam-Altman|https://en.wikipedia.org/wiki/Sam_Altman **tavily/advanced** — top3 FAIL · hit rank 5 · $0.016 · 5023.5ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://exa.ai/websets/directory/openai-executives - OpenAI, Inc. Key Executives & Leadership Team — 9,460 chars 2. https://builtin.com/articles/sam-altman - Who Is Sam Altman? A Guide to the OpenAI CEO’s Career — 20,079 chars 3. https://www.linkedin.com/posts/jenniferstojkovic_today-everybody-knows-sam-altman-as-the-activity-7440421831989342208-mAry - Today, everybody knows Sam Altman as the CEO of OpenAI. But when I worked with him, — 31,024 chars 4. https://en.wikipedia.org/wiki/OpenAI - OpenAI — 340,114 chars 5. https://en.wikipedia.org/wiki/Sam_Altman - Sam Altman - Wikipedia — 178,261 chars **tavily/basic** — top3 PASS · hit rank 2 · $0.008 · 6027.7ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://builtin.com/articles/sam-altman - Who Is Sam Altman? A Guide to the OpenAI CEO’s Career — 20,079 chars 2. https://en.wikipedia.org/wiki/Sam_Altman - Sam Altman - Wikipedia — 178,261 chars 3. https://www.forbes.com/profile/sam-altman - Sam Altman — 12,502 chars 4. https://www.businessinsider.com/sam-altman - The career rise of OpenAI's billionaire CEO, Sam Altman — 17,568 chars 5. https://www.clay.com/dossier/openai-ceo - Who is the CEO of OpenAI in 2026? Sam Altman's Bio | Clay — 152 chars 8. https://www.britannica.com/money/Sam-Altman ⬅ **supporting URL** - Sam Altman — 9,962 chars --- ## Q09 · current-fact **Query:** `FIFA World Cup 2026 host countries` **Expected:** Canada, Mexico, United States **Supporting URL(s):** https://www.fifa.com/en/tournaments/mens/worldcup/canadamexicousa2026/host-cities|https://en.wikipedia.org/wiki/2026_FIFA_World_Cup **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 9525.6ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.britannica.com/event/2026-FIFA-World-Cup - 2026 FIFA World Cup: Complete Guide to the Tournament — 218,763 chars 2. https://ussoccer.com/stories/0001/01/fifa-announces-16-cities-to-host-2026-fifa-world-cup-across-the-usa-mexico-and-canada-app - FIFA Announces 16 Cities To Host 2026 FIFA World Cup ... — 4,797 chars 3. https://en.wikipedia.org/wiki/FIFA_World_Cup - FIFA World Cup — 458,630 chars 4. https://www.roadtrips.com/world-cup/2026-world-cup-packages/venues - 2026 World Cup Cities Map and Venues — 22,700 chars 5. https://en.wikipedia.org/wiki/List_of_FIFA_World_Cup_hosts - List of FIFA World Cup hosts — 208,296 chars **tavily/basic** — top3 FAIL · hit rank 9 · $0.008 · 5347.7ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://en.wikipedia.org/wiki/FIFA_World_Cup - FIFA World Cup — 458,630 chars 2. https://www.roadtrips.com/world-cup/2026-world-cup-packages/venues - 2026 World Cup Host Cities - World Cup Venue Maps | Roadtrips — 22,700 chars 3. https://ussoccer.com/stories/0001/01/fifa-announces-16-cities-to-host-2026-fifa-world-cup-across-the-usa-mexico-and-canada-app - FIFA Announces 16 Cities To Host 2026 FIFA World Cup ... — 4,797 chars 4. https://www.reddit.com/r/imaginarymaps/comments/1u3xn9v/2026_world_cup_host_countries_cities_infographic - 2026 World Cup host Countries & Cities - Infographic | (OC) — 143 chars 5. https://www.facebook.com/trtworld/videos/the-2026-fifa-world-cup-hosted-in-16-cities-across-three-countries-is-set-to-bre/2453229961846302 - The 2026 FIFA World Cup — hosted in 16 cities across three ... — 142 chars 7. https://www.fifa.com/en/tournaments/mens/worldcup/canadamexicousa2026 ⬅ **supporting URL** - FIFA World Cup 2026™ — 145,934 chars 9. https://www.fifa.com/en/tournaments/mens/worldcup/canadamexicousa2026/host-cities ⬅ **supporting URL** - Host Countries and Cities | FIFA World Cup 2026™ — 6,362 chars --- ## Q10 · current-fact **Query:** `capital city of Australia` **Expected:** Canberra **Supporting URL(s):** https://www.britannica.com/place/Canberra|https://en.wikipedia.org/wiki/Canberra **tavily/advanced** — top3 PASS · hit rank 1 · $0.016 · 8746.4ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://en.wikipedia.org/wiki/Canberra - Canberra — 396,729 chars 2. https://en.wikipedia.org/wiki/List_of_Australian_capital_cities - List of Australian capital cities - Wikipedia — 32,479 chars 3. https://youtooproject.com/en/blog/australia-en/capital-of-australia-canberra - What is the capital of Australia? If you thought it ... — 9,882 chars 4. https://www.instagram.com/reel/DXel4RGgjJ9?hl=en - what's the capital of Australia? It's Canberra, a pre-planned city with a ... — 19,098 chars 5. https://www.australia.com/en-us/places/australian-capital-territory.html - Australian Capital Territory: Places to visit and things to do — 56,546 chars **tavily/basic** — top3 PASS · hit rank 2 · $0.008 · 4695.2ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.facebook.com/worldatlas/videos/what-is-the-capital-city-of-australia-australia-capitalcity-canberra-sydney-melb/898979579597328 - What is the capital city of Australia? - #Australia - #capitalcity - #Canberra — 141 chars 2. https://en.wikipedia.org/wiki/Canberra - Canberra — 396,729 chars 3. https://youtooproject.com/en/blog/australia-en/capital-of-australia-canberra - What is the capital of Australia? If you thought it ... — 9,882 chars 4. https://www.australia.com/en-us/places/australian-capital-territory.html - Australian Capital Territory: Places to visit and things to do — 56,546 chars 5. https://www.instagram.com/reel/DXel4RGgjJ9?hl=en - Instagram — 19,098 chars --- ## Q11 · niche-technical **Query:** `pandas SettingWithCopyWarning chained assignment fix` **Expected:** Replace chained indexing with a single .loc[row, col] = value call, which is label-based and accepts a tuple of row and column indices **Supporting URL(s):** https://pandas.pydata.org/docs/user_guide/indexing.html#returning-a-view-versus-a-copy|https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 4928.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://oneuptime.com/blog/post/2026-01-25-fix-settingwithcopywarning-pandas/view - How to Fix SettingWithCopyWarning in Pandas — 14,242 chars 2. https://www.dataquest.io/blog/settingwithcopywarning - SettingwithCopyWarning: How to Fix This Warning in Pandas – Dataquest — 46,919 chars 3. https://medium.com/analytics-vidhya/3-ways-to-deal-with-settingwithcopywarning-in-pandas-f06bfbd0a86b - 3 ways to deal with SettingWithCopyWarning in Pandas — 23,022 chars 4. https://note.nkmk.me/en/python-pandas-setting-with-copy-warning - pandas: How to fix SettingWithCopyWarning: A value is trying to be set on ... | note. — 13,666 chars 5. https://github.com/pandas-dev/pandas/issues/18743 - Enabling chained assignment checks (SettingWithCopyWarning) can have huge performance — 5,487 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 4358.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://oneuptime.com/blog/post/2026-01-25-fix-settingwithcopywarning-pandas/view - How to Fix SettingWithCopyWarning in Pandas — 14,242 chars 2. https://www.dataquest.io/blog/settingwithcopywarning - SettingwithCopyWarning: How to Fix This Warning in Pandas – Dataquest — 46,919 chars 3. https://codemia.io/knowledge-hub/path/how_to_deal_with_settingwithcopywarning_in_pandas - How to deal with SettingWithCopyWarning in Pandas | Codemia — 251 chars 4. https://www.datacamp.com/tutorial/settingwithcopywarning-pandas - SettingWithCopyWarning in Pandas: How to Fix This Warning | DataCamp — 21,947 chars 5. https://www.statology.org/pandas-settingwithcopywarning - How to Fix in Pandas: SettingWithCopyWarning — 230 chars --- ## Q12 · niche-technical **Query:** `psycopg2 OperationalError SSL SYSCALL error EOF detected` **Expected:** The server closed the connection abruptly (often insufficient CPU/RAM under load, or idle timeout). psycopg2's pool has no built-in disconnection check; maintainer recommends psycopg3's pool, increasing server resources, or manually closing bad connections before putconn **Supporting URL(s):** https://github.com/psycopg/psycopg2/issues/1445 **tavily/advanced** — top3 FAIL · hit rank 6 · $0.016 · 4195.7ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.geeksforgeeks.org/python/how-to-fix-psycopg2-operationalerror-ssl-syscall-error-eof-detected-in-python - What is psycopg2 OperationalError: SSL SYSCALL Error: EOF Detected? — 10,257 chars 2. https://github.com/apache/airflow/issues/18846 - Scheduler stops running: psycopg2.OperationalError: SSL SYSCALL error: EOF detected · — 7,320 chars 3. https://support.prodi.gy/t/operationalerror-ssl-syscall-error-eof-detected/267 - OperationalError: SSL SYSCALL error: EOF detected - ner - Prodigy Support — 11,223 chars 4. https://station.railway.com/questions/psycopg2-operational-error-ssl-syscall-e-0d4ed7d1 - psycopg2.OperationalError: SSL SYSCALL error: EOF detected — 2,642 chars 5. https://brianchan.us/2018/01/16/operationalerror-psycopg2-operationalerror-ssl-syscall-error-eof-detected - OperationalError: (psycopg2.OperationalError) SSL SYSCALL error: EOF detected | Brian — 571 chars 6. https://github.com/psycopg/psycopg2/issues/1445 ⬅ **supporting URL** - SSL SYSCALL error: EOF detected · Issue #1445 · psycopg/psycopg2 · GitHub — 2,899 chars **tavily/basic** — top3 PASS · hit rank 3 · $0.008 · 2438.7ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.geeksforgeeks.org/python/how-to-fix-psycopg2-operationalerror-ssl-syscall-error-eof-detected-in-python - How to Fix 'psycopg2 OperationalError: SSL SYSCALL Error: EOF Detected' in Python - G — 10,257 chars 2. https://station.railway.com/questions/psycopg2-operational-error-ssl-syscall-e-0d4ed7d1 - psycopg2.OperationalError: SSL SYSCALL error: EOF detected - Railway Central Station — 2,642 chars 3. https://github.com/psycopg/psycopg2/issues/1445 ⬅ **supporting URL** - SSL SYSCALL error: EOF detected · Issue #1445 · psycopg/psycopg2 — 144 chars 4. https://github.com/apache/airflow/issues/18846 - psycopg2.OperationalError: SSL SYSCALL error: EOF detected ... — 142 chars 5. https://support.prodi.gy/t/operationalerror-ssl-syscall-error-eof-detected/267 - OperationalError: SSL SYSCALL error: EOF detected - ner - Prodigy Support — 140 chars --- ## Q13 · niche-technical **Query:** `httpx ReadTimeout vs ConnectTimeout default values` **Expected:** Both default to 5 seconds; httpx raises a TimeoutException after 5s of network inactivity, across connect, read, write, and pool timeouts **Supporting URL(s):** https://www.python-httpx.org/advanced/timeouts **tavily/advanced** — top3 PASS · hit rank 1 · $0.016 · 5709.8ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.python-httpx.org/advanced/timeouts ⬅ **supporting URL** - Timeouts - HTTPX — 3,019 chars 2. https://www.python-httpx.org/advanced/timeouts#fine-tuning-the-configuration ⬅ **supporting URL** - Timeouts - HTTPX — 3,019 chars 3. https://www.python-httpx.org/compatibility - Requests Compatibility - HTTPX — 10,758 chars 4. https://oneuptime.com/blog/post/2026-02-03-python-httpx-async-requests/view - How to Use httpx for Async HTTP Requests — 43,349 chars 5. https://miensol.pl/http-client-timeouts - HTTP client timeouts - Piotr Mionskowski — 8,311 chars **tavily/basic** — top3 PASS · hit rank 1 · $0.008 · 2735.4ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.python-httpx.org/advanced/timeouts ⬅ **supporting URL** - Timeouts - HTTPX — 3,019 chars 2. https://github.com/junjiem/dify-plugin-tools-mcp_sse/issues/91 - httpx.Client timeout configuration issue causes SSE connection failures — 140 chars 3. https://maxbot.ai/design-reference/timeout - HTTP request timeout | Maxbot — 2,766 chars 4. https://www.pisharp.com/developer-hub/pi-web-api/errors/connection-timeout - Connection Timeout (httpx / requests) — PI Web API Fix - PiSharp — 156 chars 5. https://miensol.pl/http-client-timeouts - HTTP client timeouts - Piotr Mionskowski — 8,311 chars --- ## Q14 · niche-technical **Query:** `pydantic v2 model_config replaces class Config` **Expected:** Pydantic V2 renamed the V1 API - inner-class-based configuration and dict()-style methods are replaced by model_ prefixed equivalents (model_config, model_dump, model_validate) **Supporting URL(s):** https://docs.pydantic.dev/latest/migration **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 5066.2ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://pydantic.dev/docs/validation/latest/get-started/migration - Migration Guide | Pydantic Docs — 48,883 chars 2. https://zepworks.com/posts/upgrading-to-pydantic2 - Upgrading to Pydantic 2: More quirky than you would expect. — 9,288 chars 3. https://pydantic-pydantic-32.mintlify.app/guides/migration-guide - Migration Guide (V1 to V2) - Pydantic — 18,665 chars 4. https://pydantic.dev/docs/validation/dev/api/pydantic/config - Configuration | Pydantic Docs — 39,510 chars 5. https://pydantic.dev/docs/validation/2.0/usage/model_config - Model config | Pydantic Docs — 15,808 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 3611.6ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://zepworks.com/posts/upgrading-to-pydantic2 - Upgrading to Pydantic 2: More quirky than you would expect. – Zepworks — 9,288 chars 2. https://pydantic.dev/docs/validation/2.0/usage/model_config - Model config | Pydantic Docs — 15,808 chars 3. https://pydantic.dev/docs/validation/dev/api/pydantic/config - Configuration | Pydantic Docs — 39,510 chars 4. https://pydantic.dev/docs/validation/dev/concepts/config - Configuration | Pydantic Docs — 6,944 chars 5. https://pydantic.dev/docs/validation/dev/concepts/models - Models | Pydantic Docs — 50,583 chars --- ## Q15 · niche-technical **Query:** `ruff rule code for unused loop variable` **Expected:** B007 (unused-loop-control-variable); prefix the variable with an underscore if intentionally unused **Supporting URL(s):** https://docs.astral.sh/ruff/rules/unused-loop-control-variable **tavily/advanced** — top3 PASS · hit rank 2 · $0.016 · 7160.0ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://docs.astral.sh/ruff/rules ⬅ **supporting URL** - Rules | Ruff — 183,894 chars 2. https://docs.astral.sh/ruff/rules/unused-loop-control-variable ⬅ **supporting URL** - unused-loop-control-variable (B007) | Ruff — 1,377 chars 3. https://docs.astral.sh/ruff/rules/unused-variable - unused-variable (F841) | Ruff — 1,606 chars 4. https://www.cyber.airbus.com/en/newsroom/stories/2025-10-python-code-quality-with-ruff-one-step-at-a-time-part-2 - Python code quality with Ruff, one step at a time - Part 2 — 9,265 chars 5. https://klipper.discourse.group/t/static-analysis-for-python-code-ie-ruff/17697 - Static analysis for Python code (ie: ruff) - Klipper Discourse — 13,208 chars **tavily/basic** — top3 PASS · hit rank 2 · $0.008 · 2950.4ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://pypi.org/project/ruff/0.0.217 - ruff · PyPI — 155 chars 2. https://docs.astral.sh/ruff/rules/unused-loop-control-variable ⬅ **supporting URL** - unused-loop-control-variable (B007) | Ruff — 1,377 chars 3. https://klipper.discourse.group/t/static-analysis-for-python-code-ie-ruff/17697 - Static analysis for Python code (ie: ruff) - Developers - Klipper — 13,208 chars 4. https://www.cyber.airbus.com/en/newsroom/stories/2025-10-python-code-quality-with-ruff-one-step-at-a-time-part-2 - Python code quality with Ruff - Part 2 | Airbus — 9,265 chars 5. https://github.com/astral-sh/ruff/issues/10723 - B007 guidance when variable used outside the loop only · Issue #10723 · astral-sh/ruf — 3,206 chars --- ## Q16 · niche-technical **Query:** `polars lazy frame collect streaming engine memory` **Expected:** Pass engine="streaming" to collect() to process larger-than-RAM data in batches; unsupported operations fall back to the in-memory engine **Supporting URL(s):** https://docs.pola.rs/user-guide/concepts/streaming **tavily/advanced** — top3 FAIL · hit rank 4 · $0.016 · 9365.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://github.com/pola-rs/polars/issues/20786 - Memory efficient cross join in streaming engine #20786 — 4,278 chars 2. https://docs.pola.rs/api/python/stable/reference/lazyframe/api/polars.LazyFrame.collect.html - polars.LazyFrame.collect — Polars documentation — 8,526 chars 3. https://pola.rs/posts/polars-in-aggregate-dec25 - Polars Cloud, Streaming engine, and New Data Types — 16,181 chars 4. https://docs.pola.rs/user-guide/concepts/streaming ⬅ **supporting URL** - Streaming - Polars user guide — 2,264 chars 5. https://www.jtrive.com/posts/polars-lazyframe/polars-lazyframe.html - Handling Larger-than-Memory Datasets with Polars LazyFrame — 12,631 chars **tavily/basic** — top3 FAIL · hit rank 6 · $0.008 · 3869.2ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://github.com/pola-rs/polars/issues/20786 - Memory efficient cross join in streaming engine · Issue #20786 · pola-rs/polars · Git — 4,278 chars 2. https://docs.pola.rs/api/python/stable/reference/lazyframe/api/polars.LazyFrame.collect.html - polars.LazyFrame.collect — Polars documentation — 8,526 chars 3. https://docs.pola.rs/api/python/stable/reference/lazyframe/index.html - LazyFrame — Polars documentation — 294,867 chars 4. https://pola.rs/posts/polars-in-aggregate-dec25 - Polars — Polars in Aggregate: Polars Cloud, Streaming engine, and New Data Types — 16,181 chars 5. https://www.jtrive.com/posts/polars-lazyframe/polars-lazyframe.html - Handling Larger-than-Memory Datasets with Polars LazyFrame – The Pleasure of Finding — 12,631 chars 6. https://docs.pola.rs/user-guide/concepts/streaming ⬅ **supporting URL** - Streaming - Polars user guide — 2,264 chars --- ## Q17 · niche-technical **Query:** `Playwright locator strict mode violation multiple elements` **Expected:** The locator matched more than one element while the action requires exactly one; opt out with locator.first, locator.last, or locator.nth(), or narrow the locator **Supporting URL(s):** https://playwright.dev/docs/locators|https://playwright.dev/python/docs/locators#strictness **tavily/advanced** — top3 FAIL · hit rank 6 · $0.016 · 4893.0ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.checklyhq.com/blog/playwright-user-first-selectors - Enhance Playwright Tests with User-First Selectors — 11,701 chars 2. https://www.linkedin.com/posts/shivaoleti_playwrightbasics-playwright-automation-activity-7355123952253374465-W0dz - "Understanding Strict mode violation in Playwright" | Shiva Oleti posted on the topic — 5,944 chars 3. https://webcrawlerapi.com/glossary/playwright/how-to-fix-strict-mode-violation-locator - How to fix Playwright "strict mode violation" for locators? | WebCrawlerAPI Glossary — 3,239 chars 4. https://medium.com/@sajith-dilshan/playwright-error-handling-explained-common-errors-strict-mode-and-best-practices-63fac0949ea0 - Playwright Error Handling Explained: Common Errors, Strict Mode, and ... — 17,097 chars 5. https://www.youtube.com/watch?v=ulWIk4idBk8 - Playwright Tutorial #17 - Strict mode Violation | Strictness in Playwright — 9,335 chars 6. https://playwright.dev/docs/locators ⬅ **supporting URL** - Locators - Playwright — 25,492 chars **tavily/basic** — top3 FAIL · hit rank 8 · $0.008 · 2752.3ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.linkedin.com/pulse/interview-387-playwright-what-happens-multiple-hmuec - Playwright - What happens if multiple elements match a locator? - LinkedIn — 140 chars 2. https://webcrawlerapi.com/glossary/playwright/how-to-fix-strict-mode-violation-locator - How to fix Playwright "strict mode violation" for locators? — 136 chars 3. https://medium.com/@sajith-dilshan/playwright-error-handling-explained-common-errors-strict-mode-and-best-practices-63fac0949ea0 - Playwright Error Handling Explained: Common Errors, Strict Mode, and Best Practices — 17,097 chars 4. https://stackoverflow.com/questions/78138968/getting-this-error-strict-mode-violation-on-multiple-locators-in-playwright - Getting this error strict mode violation on multiple locators in playwright — 127 chars 5. https://github.com/microsoft/playwright/issues/30069 - [Bug]: Error: strict mode violation when using _or (with .locator())... resolved to 2 — 3,648 chars 8. https://playwright.dev/docs/locators ⬅ **supporting URL** - Locators | Playwright — 25,492 chars --- ## Q18 · niche-technical **Query:** `tiktoken cl100k_base vs o200k_base difference` **Expected:** cl100k_base is the encoding for gpt-4, gpt-4-turbo, gpt-3.5-turbo and embeddings; o200k_base is the encoding for gpt-4o and gpt-4o-mini **Supporting URL(s):** https://cookbook.openai.com/examples/how_to_count_tokens_with_tiktoken|https://developers.openai.com/cookbook/examples/how_to_count_tokens_with_tiktoken **tavily/advanced** — top3 FAIL · hit rank 5 · $0.016 · 6331.0ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://llm-calculator.com/blog/gpt-4o-vs-gpt-4-tokenization - GPT-4o vs GPT-4: Tokenization Differences - LLM-Calculator.com — 6,967 chars 2. https://www.linkedin.com/pulse/gpt-5-tokenization-what-changed-vs-gpt-4-how-works-why-ola-ekdahl-iewyc - GPT-5 tokenization: what changed vs GPT-4, how it works, and why it ... — 144 chars 3. https://www.reddit.com/r/MachineLearning/comments/1u73c5r/quicktok_a_faster_tokenizer_exact_and - quicktok: a faster tokenizer (exact and byte-identical with tiktoken) [P] — 136 chars 4. https://www.buildfastwithai.com/blogs/what-is-tiktoken-openai-model - Tiktoken: High-Performance Tokenizer for OpenAI Models — 14,422 chars 5. https://developers.openai.com/cookbook/examples/how_to_count_tokens_with_tiktoken - How to count tokens with Tiktoken - OpenAI Developers — 55,772 chars **tavily/basic** — top3 FAIL · hit rank 8 · $0.008 · 2902.2ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://llm-calculator.com/blog/gpt-4o-vs-gpt-4-tokenization - GPT-4o vs GPT-4: Tokenization Differences — 6,967 chars 2. https://www.linkedin.com/pulse/gpt-5-tokenization-what-changed-vs-gpt-4-how-works-why-ola-ekdahl-iewyc - GPT-5 tokenization: what changed vs GPT-4, how it works, and why it ... — 144 chars 3. https://modal.com/blog/what-is-o200k-harmony - What is o200k Harmony? OpenAI’s latest edition to their tiktoken tokenizer library — 4,868 chars 4. https://www.reddit.com/r/MachineLearning/comments/1u73c5r/quicktok_a_faster_tokenizer_exact_and - quicktok: a faster tokenizer (exact and byte-identical with tiktoken) [P] — 139 chars 5. https://www.buildfastwithai.com/blogs/what-is-tiktoken-openai-model - Tiktoken: High-Performance Tokenizer for OpenAI Models — 14,422 chars --- ## Q19 · niche-technical **Query:** `Postgres pg_stat_statements query normalization limitations` **Expected:** Constants are replaced with $1, but only inline-literal IN lists get squashed (shown as IN ($1 /*, ... */)); parameter-bound lists and structural differences (aliases) produce separate entries **Supporting URL(s):** https://www.postgresql.org/docs/current/pgstatstatements.html|https://www.postgresql.org/docs/18/pgstatstatements.html **tavily/advanced** — top3 PASS · hit rank 2 · $0.016 · 6375.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.postgresql.org/message-id/4EC09C36.9000706%402ndQuadrant.com - PostgreSQL: pg_stat_statements with query tree based normalization — 11,178 chars 2. https://www.postgresql.org/docs/current/pgstatstatements.html ⬅ **supporting URL** - F.32. pg_stat_statements — track statistics of SQL planning ... — 33,854 chars 3. https://vela.simplyblock.io/postgresql/tutorial/pg-stat-statements - pg_stat_statements in PostgreSQL | PostgreSQL Tutorial - Vela — 9,036 chars 4. https://www.linkedin.com/posts/ryanbooz_deep-dive-into-pgstatstatements-part-activity-7457877564322246657-WI7I - pg_stat_statements Limitations and Optimizations | Ryan Booz posted on the topic | Li — 28,391 chars 5. https://severalnines.com/blog/query-observability-and-performance-tuning-with-pg_stat_monitor-and-pg_stat_statements - Query observability and performance tuning with pg_stat_monitor and pg_stat_statement — 34,655 chars **tavily/basic** — top3 PASS · hit rank 2 · $0.008 · 3751.6ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.postgresql.org/message-id/4EC09C36.9000706%402ndQuadrant.com - pg_stat_statements with query tree based normalization — 155 chars 2. https://www.postgresql.org/docs/current/pgstatstatements.html ⬅ **supporting URL** - PostgreSQL: Documentation: 18: F.32. pg_stat_statements — track statistics of SQL pla — 33,854 chars 3. https://virtual-dba.com/blog/mastering-pgstatstatements-in-postgresql - Mastering pg_stat_statements in PostgreSQL | Virtual-DBA — 12,772 chars 4. https://www.jusdb.com/blog/pg-stat-statements-query-performance-postgresql - pg_stat_statements | JusDB Blog — 20,769 chars 5. https://www.youtube.com/watch?v=U8UGTyJp-K4 - Postgres In Production | Special Series | Deep Dive into pg_stat_statements (Part 1) — 11,151 chars --- ## Q20 · niche-technical **Query:** `uv pip install break-system-packages equivalent` **Expected:** uv requires a virtual environment by default (use uv venv); to install into system Python use uv pip install --system, which is required to modify a non-virtual environment **Supporting URL(s):** https://docs.astral.sh/uv/reference/settings/|https://docs.astral.sh/uv/pip/environments **tavily/advanced** — top3 PASS · hit rank 2 · $0.016 · 9041.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://github.com/astral-sh/uv/issues/15673 - Question: Is there a `--break-system-packages` equivalent to install in the system en — 4,683 chars 2. https://docs.astral.sh/uv/reference/settings ⬅ **supporting URL** - Settings | uv - Astral Docs — 93,939 chars 3. https://medium.com/user-friendly-linux/dont-use-break-system-packages-and-do-this-instead-9f1e106b22e5 - Don't use --break-system-packages and do this instead - Medium — 11,975 chars 4. https://brennan.io/2025/01/11/break-my-system - Break my System, Please! - Stephen Brennan — 6,168 chars 5. https://blog.appsignal.com/2025/09/24/switching-from-pip-to-uv-in-python-a-comprehensive-guide.html - uv vs. Pip in Python: What It Is and How to Switch | AppSignal Blog — 25,508 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 3084.4ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://pypi.org/project/uv/0.2.9 - pip install uv==0.2.9 - PyPI — 139 chars 2. https://docs.astral.sh/uv/reference/environment - Environment variables | uv - Astral Docs — 97,894 chars 3. https://stackoverflow.com/questions/78726750/how-can-i-install-packages-using-uv-pip-install-without-creating-a-virtual-env - How can I install packages using `uv pip install` without creating a virtual ... — 139 chars 4. https://github.com/astral-sh/uv/issues/15673 - Is there a `--break-system-packages` equivalent to install in the ... - GitHub — 144 chars 5. https://medium.com/user-friendly-linux/dont-use-break-system-packages-and-do-this-instead-9f1e106b22e5 - Don’t use --break-system-packages and do this instead — 11,975 chars --- ## Q21 · niche-technical **Query:** `Kubernetes CrashLoopBackOff exit code 137 meaning` **Expected:** 137 = 128 + 9 (SIGKILL); the kernel OOM killer terminated the container for exceeding its memory limit. kubectl describe shows Reason: OOMKilled, Exit Code: 137 **Supporting URL(s):** https://kubernetes.io/docs/tasks/configure-pod-container/assign-memory-resource/|https://cast.ai/blog/kubernetes-exit-codes **tavily/advanced** — top3 PASS · hit rank 1 · $0.016 · 6166.6ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://cast.ai/blog/kubernetes-exit-codes - Kubernetes Exit Codes: 137, 139, 143, 127 and Fixes — 29,331 chars 2. https://middleware.io/blog/exit-code-137-in-kubernetes-causes-diagnosis-fixes - Exit Code 137 in Kubernetes: Causes, Diagnosis, and Fixes — 16,491 chars 3. https://refine.dev/blog/kubernetes-exit-code-137 - What Exit Code 137 means for Kubernetes — 20,651 chars 4. https://www.prequel.dev/blog-post/find-and-fix-kubernetes-exit-codes-and-misconfigurations-for-free - Community: How I find and fix Kubernetes exit codes and misconfigurations for free — 15,205 chars 5. https://www.groundcover.com/kubernetes-troubleshooting/exit-code-137 - Exit Code 137: Causes & Best Practices to Prevent It — 25,332 chars **tavily/basic** — top3 PASS · hit rank 1 · $0.008 · 3802.6ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://cast.ai/blog/kubernetes-exit-codes - Kubernetes Exit Codes: 137, 139, 143, 127 and Fixes — 29,331 chars 2. https://www.groundcover.com/kubernetes-troubleshooting/exit-code-137 - Exit Code 137: Causes & Best Practices to Prevent It — 25,332 chars 3. https://refine.dev/blog/kubernetes-exit-code-137 - What Exit Code 137 means for Kubernetes | Refine — 20,651 chars 4. https://spacelift.io/blog/oomkilled-exit-code-137 - Exit Code 137 - Fixing OOMKilled Kubernetes Error — 16,070 chars 5. https://medium.com/@muppedaanvesh/a-hands-on-guide-to-kubernetes-exit-codes-simulate-and-fix-%EF%B8%8F-f2ad57d3cdca - ⎈ A Hands-On Guide to Kubernetes Exit Codes: Simulate and Fix ⚙️ — 79,877 chars --- ## Q22 · niche-technical **Query:** `FFmpeg concat demuxer audio sync drift fix` **Expected:** The aresample filter can stretch/squeeze audio data to make it match the timestamps; use async (e.g. aresample=async=1) to correct sync drift **Supporting URL(s):** https://ffmpeg.org/ffmpeg-filters.html **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 5383.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.ffmpeg-micro.com/blog/ffmpeg-concat-merge-videos - Merge Videos with FFmpeg: Concat Demuxer, Filter & ... — 13,061 chars 2. https://stackoverflow.com/questions/75455442/ffmpeg-seeking-with-concat-demuxer-causes-video-audio-to-be-out-of-sync - FFMPEG Seeking with concat demuxer causes video & audio to be ... — 1,383 chars 3. https://renderio.dev/blogs/ffmpeg-concat-guide - FFmpeg Concat Guide: Demuxer, Filter, Protocol and API | RenderIO Blog — 22,271 chars 4. https://forum.lwks.com/threads/gradual-audio-de-sync-using-ffmpeg.250839 - Gradual Audio de-sync using ffmpeg - LWKS Forum - Lightworks — 5,197 chars 5. https://video.stackexchange.com/questions/22203/ffmpeg-demux-concat-dropping-audio-at-stitch-points - FFMPEG demux concat dropping audio at stitch points - Video Production Stack Exchange — 13,094 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 3963.6ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.ffmpeg-micro.com/blog/ffmpeg-concat-merge-videos - Merge Videos with FFmpeg: Concat Demuxer, Filter & Protocol - FFmpeg Micro Blog — 13,061 chars 2. https://forum.lwks.com/threads/gradual-audio-de-sync-using-ffmpeg.250839 - Gradual Audio de-sync using ffmpeg | LWKS Forum — 5,197 chars 3. https://stackoverflow.com/questions/35416110/ffmpeg-concat-video-and-audio-out-of-sync - FFmpeg concat video and audio out of sync — 137 chars 4. https://www.reddit.com/r/ffmpeg/comments/18zze2x/gradual_audio_desync_using_ffmpeg - Gradual Audio de-sync using ffmpeg — 142 chars 5. https://ffmpeg-cookbook.com/en/articles/audio-out-of-sync-after-converting - FFmpeg: Audio Out of Sync After Converting — Causes and Fixes — 10,148 chars --- ## Q23 · ambiguity **Query:** `Apollo pricing` **Expected:** Apollo.io (sales intelligence / prospecting platform) pricing **Supporting URL(s):** https://www.apollo.io/pricing **tavily/advanced** — top3 FAIL · hit rank 9 · $0.016 · 5219.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.cognism.com/blog/apollo-io-pricing - Apollo.io Pricing Explained: Real Costs and Plan Breakdown — 21,988 chars 2. https://www.landbase.com/blog/apollo-pricing - Apollo Pricing 2026: Plans, Costs, and What You Pay | Landbase — 32,828 chars 3. https://salesintel.io/blog/apollo-io-pricing-plans - Apollo.io Pricing vs. Top 10 Alternatives: 65-80% Accuracy — 41,671 chars 4. https://derrick-app.com/tools/apollo-pricing - Apollo Pricing 2026: Real Cost Per Seat vs $65-$149 Plans — 19,394 chars 5. https://www.enginy.ai/blog/apollo-io-pricing - Apollo.io Pricing 2026: what’s really included in each plan — 42,216 chars 9. https://www.apollo.io/pricing ⬅ **supporting URL** - Apollo.io Pricing Plans | Sales Intelligence Platform Pricing — 5,769 chars **tavily/basic** — top3 FAIL · hit rank 8 · $0.008 · 4534.8ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.cognism.com/blog/apollo-io-pricing - Apollo.io Pricing Explained: Real Costs and Plan Breakdown — 21,988 chars 2. https://www.cloudtalk.io/blog/apollo-pricing - Apollo Pricing & Plans: Full Guide 2026 - CloudTalk — 36,367 chars 3. https://www.landbase.com/blog/apollo-pricing - Apollo Pricing 2026: Plans, Costs, and What You Pay | Landbase — 32,828 chars 4. https://salesmotion.io/blog/apollo-pricing - Apollo.io Pricing Breakdown 2026: Plans, Credits, and Real Costs | Salesmotion — 27,983 chars 5. https://www.enginy.ai/blog/apollo-io-pricing - Apollo.io Pricing 2026: what’s really included in each plan — 42,216 chars 8. https://www.apollo.io/pricing ⬅ **supporting URL** - Apollo.io Pricing Plans | Sales Intelligence Platform Pricing — 5,769 chars --- ## Q24 · ambiguity **Query:** `Linkup API` **Expected:** Linkup.so — web search API for AI agents **Supporting URL(s):** https://www.linkup.so **tavily/advanced** — top3 FAIL · hit rank 10 · $0.016 · 6207.6ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://bogota.aitinkerers.org/technologies/linkup-api - Linkup API Projects — 5,270 chars 2. https://docs.linkup.so/pages/documentation/get-started/introduction - Introduction - Linkup API Documentation — 4,348 chars 3. https://docs.linkupapi.com/api-reference/introduction - Introduction - LinkUp API — 2,340 chars 4. https://www.make.com/en/integrations/linkupapi - Linkup API for LinkedIn Integration | Workflow Automation — 20,092 chars 5. https://linkupapi.com - LinkupAPI: Connect your AI agent to B2B Channels — 19,213 chars 10. https://www.linkup.so ⬅ **supporting URL** - Linkup | The production-grade Web Search API for AI — 17,419 chars **tavily/basic** — top3 FAIL · hit rank 4 · $0.008 · 3989.7ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://bogota.aitinkerers.org/technologies/linkup-api - Linkup API Projects — 5,270 chars 2. https://linkupapi.com - LinkupAPI: Connect your AI agent to B2B Channels — 19,213 chars 3. https://www.linkedin.com/company/linkup-api - Linkup API - Connect your AI agents to B2B channels: WhatsApp, LinkedIn, email, and w — 3,045 chars 4. https://www.linkup.so ⬅ **supporting URL** - Linkup | The production-grade Web Search API for AI — 17,419 chars 5. https://n8n.io/integrations/linkup-api-for-linkedin - Linkup API for LinkedIn integrations | Workflow automation with n8n — 6,346 chars 7. https://www.linkup.so/pricing ⬅ **supporting URL** - Linkup - Pricing — 7,961 chars --- ## Q25 · ambiguity **Query:** `Parallel search API` **Expected:** Parallel.ai — search/index API for agents **Supporting URL(s):** https://www.parallel.ai **tavily/advanced** — top3 FAIL · hit rank 6 · $0.016 · 6721.3ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://parallel.ai/blog/search-api-benchmark - A state-of-the-art search API purpose-built for agents | Parallel — 45,038 chars 2. https://parallel.ai/products/search - Search API - The Best Web Search for Your AI - Parallel AI — 19,310 chars 3. https://docs.parallel.ai/getting-started/overview - Overview - Parallel — 74,306 chars 4. https://www.linkedin.com/posts/parallel-web_today-were-launching-the-parallel-search-activity-7392246569791668224-nghL - Introducing Parallel Search API for AI agents, built for accuracy and ... — 40,661 chars 5. https://reference.langchain.com/python/langchain-parallel/search_tool/ParallelWebSearchTool - ParallelWebSearchTool | langchain_parallel | LangChain Reference — 10,680 chars **tavily/basic** — top3 FAIL · hit rank 7 · $0.008 · 3840.2ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.linkedin.com/posts/parallel-web_today-were-launching-the-parallel-search-activity-7392246569791668224-nghL - Introducing Parallel Search API for AI agents, built for accuracy and efficiency. | P — 40,661 chars 2. https://parallel.ai/products/search - The best web search for your AI | Parallel | Parallel — 19,310 chars 3. https://www.reddit.com/r/aicuriosity/comments/1or24j2/parallel_search_api_launch_revolutionizing_ai - Parallel Search API Launch: Revolutionizing AI Agent Web Search — 134 chars 4. https://docs.parallel.ai/search/search-quickstart - Search API Quickstart - Parallel — 17,894 chars 5. https://parallel.ai/blog/parallel-search-api - Upgrades to the Parallel Search & Extract APIs — 63,874 chars --- ## Q26 · ambiguity **Query:** `Sonar documentation` **Expected:** Perplexity Sonar API documentation **Supporting URL(s):** https://docs.perplexity.ai **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 9418.3ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://cf3.zzounds.com/media/SONARGuide-31dbd0b199c09af8ae270ad768a28dd2.pdf - SONAR 8.5 User's Guide — 265,859 chars 2. https://community.sonarsource.com/t/the-sonarqube-documentation-has-a-new-look/149070 - The SonarQube Documentation has a new look! - Sonar Updates - Sonar Community — 2,565 chars 3. https://en.wikipedia.org/wiki/SonarQube - SonarQube - Wikipedia — 21,421 chars 4. https://sonarqube.inria.fr/pages/documentation.html - Documentation — Sonar — 38,316 chars 3. https://github.com/arso-project/sonar-docs - GitHub - arso-project/sonar-docs: Sonar docs · GitHub — 4,407 chars 4. https://www.sonarsource.com/products/sonarqube - SonarQube: Fight AI Slop & Verify AI Code | Sonar — 39,122 chars 5. https://sonar-docs.ascendco.cloud/docs/sonar-documentation - user-site — 483 chars --- ## Q27 · ambiguity **Query:** `Comet browser features` **Expected:** Perplexity Comet — AI web browser / personal assistant **Supporting URL(s):** https://www.perplexity.ai/comet **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 9399.6ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.youtube.com/watch?v=BfC_Lk3NVSs - 10 Comet Browser Features That Make Chrome & Edge Look ... — 22,511 chars 2. https://seraphicsecurity.com/learn/ai-browser/perplexity-comet-browser-key-features-reviews-and-security-tips - Perplexity Comet Browser: Key Features, Reviews & Security Tips — 23,307 chars 3. https://www.xda-developers.com/comet-browser-features-switch-chrome - 3 Comet browser features that made me switch from Chrome — 6,006 chars 4. https://en.wikipedia.org/wiki/Comet_(browser) - Comet (browser) — 27,810 chars 5. https://efficient.app/apps/comet - Comet Browser Review 2026: Pros, Cons, Pricing & Verdict — 9,297 chars **tavily/basic** — top3 FAIL · hit rank 9 · $0.008 · 4609.5ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://en.wikipedia.org/wiki/Comet_(browser) - Comet (browser) - Wikipedia — 27,810 chars 2. https://www.youtube.com/watch?v=BfC_Lk3NVSs - 10 Comet Browser Features That Make Chrome & Edge Look ANCIENT — 22,511 chars 3. https://play.google.com/store/apps/details?id=ai.perplexity.comet&hl=en_US - Comet: AI Browser & Assistant - Apps on Google Play — 7,605 chars 4. https://efficient.app/apps/comet - Comet Browser Review 2026: Pros, Cons, Pricing & Verdict | Efficient App — 9,297 chars 5. https://www.starkinsider.com/2025/08/comet-browser-review-ai-perplexity.html - Comet Browser Review: Is This AI-Powered Chrome Replacement Worth the Switch? — 18,809 chars 9. https://www.perplexity.ai/comet ⬅ **supporting URL** - Comet Browser: a Personal AI Assistant - Perplexity — 4,916 chars --- ## Q28 · ambiguity **Query:** `Jina embeddings` **Expected:** Jina AI embedding models **Supporting URL(s):** https://jina.ai/embeddings **tavily/advanced** — top3 FAIL · hit rank 7 · $0.016 · 5612.8ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.elastic.co/search-labs/blog/jina-models-elasticsearch-guide - Jina models: embeddings, rerankers, and small generative language models | Elasticsea — 26,983 chars 2. https://jina.ai/models/jina-embeddings-v4 - jina-embeddings-v4 - Search Foundation Models — 11,981 chars 3. https://jina.ai/models/jina-embeddings-v3 - jina-embeddings-v3 - Search Foundation Models — 10,520 chars 4. https://arxiv.org/pdf/2506.18902 - [PDF] jina-embeddings-v4 - arXiv — 73,203 chars 5. https://milvus.io/docs/embed-with-jina.md - Jina AI - Embed | Milvus Documentation — 6,739 chars 7. https://jina.ai/embeddings ⬅ **supporting URL** - Embedding API — 56,825 chars **tavily/basic** — top3 FAIL · hit rank 5 · $0.008 · 4099.6ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://jina.ai/models/jina-embeddings-v3 - jina-embeddings-v3 - Search Foundation Models — 10,520 chars 2. https://jina.ai/models/jina-embeddings-v4 - jina-embeddings-v4 - Search Foundation Models — 11,981 chars 3. https://huggingface.co/jinaai/jina-embeddings-v4 - jinaai/jina-embeddings-v4 · Hugging Face — 9,980 chars 4. https://medium.com/@inturinikhilnageshwar/jina-embeddings-v4-one-model-to-embed-them-all-f78b8e53b925 - Medium — 8,097 chars 5. https://jina.ai/embeddings ⬅ **supporting URL** - Embedding API — 56,825 chars --- ## Q29 · ambiguity **Query:** `Mercury programming language` **Expected:** Mercury — functional logic programming language **Supporting URL(s):** https://mercurylang.org|https://en.wikipedia.org/wiki/Mercury_(programming_language) **tavily/advanced** — top3 PASS · hit rank 1 · $0.016 · 6577.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://en.wikipedia.org/wiki/Mercury_(programming_language) - Mercury (programming language) — 25,670 chars 2. https://www.vctlabs.com/posts/2014/May/24/mercury_programming_language - The Mercury Programming Language - VCT Labs — 10,132 chars 3. https://mercurylang.org/documentation/papers/mfug_talk.pdf - The Mercury Programming Language Paul Bone based on slides by Zoltan Somogyi — 8,064 chars 4. https://learnxinyminutes.com/mercury - Mercury — 8,314 chars 5. https://mercurylang.org/about.html - The Mercury Project: About — 6,363 chars 7. https://mercurylang.org ⬅ **supporting URL** - The Mercury Project: Home — 2,119 chars **tavily/basic** — top3 PASS · hit rank 1 · $0.008 · 3779.5ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://en.wikipedia.org/wiki/Mercury_(programming_language) - Mercury (programming language) - Wikipedia — 25,670 chars 2. https://www.mercurylang.org - The Mercury Project: Home — 153 chars 3. https://github.com/Mercury-Language/mercury - GitHub - Mercury-Language/mercury: The Mercury logic programming system. · GitHub — 15,808 chars 4. https://mercurylang.org/about.html - The Mercury Project: About — 6,363 chars 5. https://learnxinyminutes.com/mercury - Learn Mercury in Y Minutes — 8,314 chars --- ## Q30 · multi-source **Query:** `which is older Golden Gate Bridge or Sydney Harbour Bridge` **Expected:** Sydney Harbour Bridge (opened 19 March 1932) is older than the Golden Gate Bridge (opened 27 May 1937) **Supporting URL(s):** https://www.britannica.com/topic/Sydney-Harbour-Bridge|https://www.britannica.com/topic/Golden-Gate-Bridge **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 9638.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.tempestsandterawatts.com/p/summer-reading-the-bridge-that-sydney - Summer Reading: The Bridge that Sydney Stole — 7,504 chars 2. https://en.wikipedia.org/wiki/Sydney_Harbour_Bridge - Sydney Harbour Bridge — 258,405 chars 3. https://gocartours.com/blog/golden-gate-bridge-interesting-facts - 3 Interesting Facts About the Golden Gate Bridge — 5,125 chars 4. https://en.wikipedia.org/wiki/Golden_Gate_Bridge - Golden Gate Bridge - Wikipedia — 232,530 chars 5. https://www.facebook.com/groups/remembered/posts/2897897790412053 - San Francisco Remembered | The Golden Gate Bridge was built between 1933 and 1937 | F — 6,554 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 4323.4ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.tempestsandterawatts.com/p/summer-reading-the-bridge-that-sydney - Summer Reading: The Bridge that Sydney Stole — 7,504 chars 2. https://en.wikipedia.org/wiki/Sydney_Harbour_Bridge - Sydney Harbour Bridge - Wikipedia — 258,405 chars 3. https://www.reddit.com/r/todayilearned/comments/n0q4ez/til_that_the_sydney_harbour_bridges_design_was - TIL that the Sydney Harbour Bridge's design was actually ... — 141 chars 4. https://www.facebook.com/dw.travel/posts/from-the-golden-gate-bridge-in-san-francisco-to-the-sydney-harbour-bridge-check-/686626210166006 - From the Golden Gate Bridge in San Francisco to the Sydney ... — 136 chars 5. https://www.facebook.com/groups/WorldWanderer/posts/801215433404315 - City San franciso Golden bridge and city sydney Harbour ... — 139 chars --- ## Q31 · multi-source **Query:** `compare Python 3.13 and 3.14 release dates and end of support dates` **Expected:** Python 3.13 released 7 Oct 2024, end-of-life Oct 2029; Python 3.14 released 7 Oct 2025, end-of-life Oct 2030 (5-year support cycle) **Supporting URL(s):** https://www.python.org/downloads/release/python-3130/|https://www.python.org/downloads/release/python-3140/|https://devguide.python.org/versions **tavily/advanced** — top3 FAIL · hit rank 4 · $0.016 · 5596.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://hidekazu-konishi.com/entry/python_version_support_and_eol_timeline.html - Python Version Support and EOL Timeline - Release Schedule ... — 21,498 chars 2. https://eosl.date/eol/product/python - Python End of Life (EOL) Dates and End of Support (EOS) Dates — 5,248 chars 3. https://dev.to/matheus_releaserun/python-312-vs-313-vs-314-what-actually-changed-and-which-should-you-use-4kc0 - Python 3.12 vs 3.13 vs 3.14: What Actually Changed and ... — 21,663 chars 4. https://www.python.org/downloads/release/python-3140 - Python Release Python 3.14.0 — 12,428 chars 5. https://endoflife.date/python - Python — 10,733 chars **tavily/basic** — top3 PASS · hit rank 3 · $0.008 · 3947.4ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://dev.to/matheus_releaserun/python-312-vs-313-vs-314-what-actually-changed-and-which-should-you-use-4kc0 - Python 3.12 vs 3.13 vs 3.14: What Actually Changed and ... — 21,663 chars 2. https://endoflife.date/python - Python — 10,733 chars 3. https://devguide.python.org/versions - Status of Python versions — 6,081 chars 4. http://forum.exercism.org/t/python-version-end-of-life/19835 - Python version End of Life - Python - Exercism — 5,775 chars 5. https://www.nicholashairs.com/posts/major-changes-between-python-versions - Summary of Major Changes Between Python Versions — 28,735 chars --- ## Q32 · multi-source **Query:** `combined population of Gujarat and Maharashtra` **Expected:** Gujarat ~60.4M + Maharashtra ~112.4M (2011 Census) = ~172.8 million **Supporting URL(s):** https://www.census2011.co.in/census/state/gujarat.html|https://www.census2011.co.in/census/state/maharashtra.html **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 9772.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://worldpopulationreview.com/regions/gujarat - Gujarat Population 2026 — 7,845 chars 2. https://worldpopulationreview.com/regions/maharashtra - Maharashtra Population 2026 — 7,713 chars 3. https://statisticstimes.com/demographics/india/gujarat-population.php - Gujarat population 2026 - StatisticsTimes.com — 9,313 chars 4. https://en.wikipedia.org/wiki/Gujarat - Gujarat - Wikipedia — 401,287 chars 5. https://www.linkedin.com/posts/harshadshah1953_top-indian-states-by-population-20242025-activity-7377940579478859776-jfAG - *Top Indian States by Population* (2024–2025 Estimates ... — 55,715 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 4216.9ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://en.wikipedia.org/wiki/List_of_states_and_union_territories_of_India_by_population - List of states and union territories of India by population - Wikipedia — 48,843 chars 2. https://gujaratindia.gov.in/Home/Demography - Gujarat India — 5,613 chars 3. https://www.linkedin.com/posts/harshadshah1953_top-indian-states-by-population-20242025-activity-7377940579478859776-jfAG - *Top Indian States by Population* (2024–2025 Estimates) According to projections and — 55,715 chars 4. https://www.visualcapitalist.com/population-of-india-compared-with-countries - Mapped: The Population of India Compared With Countries — 25,248 chars 5. https://byjus.com/social-science/most-populated-states-in-india - Most Populous State of India – Uttar Pradesh — 7,043 chars --- ## Q33 · multi-source **Query:** `cheaper at 100k queries per month Tavily Growth plan or Exa standard search` **Expected:** At 100k queries/month: Exa standard $7/1k = $700; Tavily Growth plan 100,000 credits = $500/month ($0.005/credit). Tavily Growth is cheaper. Frozen 15 Aug 2026 **Supporting URL(s):** https://www.tavily.com/#pricing|https://exa.ai/pricing **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 8507.2ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://crustdata.com/blog/exa-alternative - Exa Alternatives for RAG, Search, and B2B Data — 28,535 chars 2. https://blog.apify.com/firecrawl-vs-tavily#pricing-tiers - Firecrawl vs. Tavily for RAG and agent pipelines — 13,879 chars 3. https://blog.apify.com/firecrawl-vs-tavily#conclusion - Firecrawl vs. Tavily for RAG and agent pipelines — 13,983 chars 4. https://blog.apify.com/firecrawl-vs-tavily#philosophy-and-architecture - Firecrawl vs. Tavily for RAG and agent pipelines — 13,983 chars 5. https://blog.apify.com/firecrawl-vs-tavily#infrastructure-and-autoscaling - Firecrawl vs. Tavily for RAG and agent pipelines — 13,983 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 5237.1ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://crustdata.com/blog/exa-alternative - Exa Alternatives for RAG, Search, and B2B Data — 28,535 chars 2. https://coldiq.com/blog/tavily-vs-exa - Exa vs Tavily (2026): Which AI Search API Wins? (47 chara... - ColdIQ — 24,198 chars 3. https://www.firecrawl.dev/blog/tavily-alternatives - 5 Tavily Alternatives for Better Pricing, Performance, and Extraction Depth — 25,981 chars 4. https://www.reddit.com/r/Rag/comments/1gr8jnr/which_search_api_should_i_use_between_tavilycom - Which search API should I use between Tavily.com, Exa.ai ... — 139 chars 5. https://www.nimbleway.com/blog/tavily-alternatives - 6 Tavily Alternatives for 2026 - Nimble — 29,613 chars --- ## Q34 · multi-source **Query:** `which is taller Burj Khalifa or Eiffel Tower` **Expected:** Burj Khalifa (829.8 m) is much taller than the Eiffel Tower (330 m) **Supporting URL(s):** https://en.wikipedia.org/wiki/Burj_Khalifa|https://en.wikipedia.org/wiki/Eiffel_Tower **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 10589.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.youtube.com/shorts/yZbSeW6gqtw - The Eiffel Tower and the Burj Khalifa | Size Comparison #Shorts — 137 chars 2. https://tasks.illustrativemathematics.org/content-standards/tasks/1174 - Illustrative Mathematics — 6,504 chars 3. https://www.instagram.com/p/C9lNoyZCKcF?hl=en - Instagram — 2,685 chars 4. https://www.explore.com/1088063/the-eiffel-tower-and-the-other-tallest-structures-in-the-world - The Eiffel Tower's Height Compared To Other Iconic Structures — 23,568 chars 5. https://www.guinnessworldrecords.com/records/hall-of-fame/burj-khalifa-tallest-building-in-the-world - Burj Khalifa: The tallest building in the world | Guinness World Records — 5,953 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 3569.3ms · 3 results _Results (top 5 + any matched URL, of 3):_ 1. https://www.tripadvisor.com/ShowUserReviews-g295424-d676922-r638387807-Burj_Khalifa-Dubai_Emirate_of_Dubai.html - 3 times taller then Eiffel Tower - Review of Burj Khalifa ... — 123 chars 2. https://www.quora.com/Which-is-best-Burj-Khalifa-or-Eiffel-Tower - Which is best, Burj Khalifa or Eiffel Tower? — 144 chars 3. https://www.toureiffel.paris/en/the-monument/great-world-tours - The World's Biggest Towers - OFFICIAL Eiffel Tower Website — 14,086 chars --- ## Q35 · multi-source **Query:** `which came first the telephone or the light bulb` **Expected:** The telephone (Bell patent 1876) came before the practical incandescent light bulb (Edison, first successful test 22 Oct 1879) **Supporting URL(s):** https://en.wikipedia.org/wiki/Telephone|https://en.wikipedia.org/wiki/Incandescent_light_bulb **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 9927.6ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.pillartopost.org/2014/10/retro-files-hello-what-came-first-light.html - Pillar to Post: RETRO FILES / HELLO, WHAT CAME FIRST LIGHT BULB OR TELEPHONE? — 4,354 chars 2. https://www.facebook.com/nssazw/posts/which-invention-came-firsta-the-telephone-b-the-light-bulb-c-the-airplane-%EF%B8%8Fdrop-/965423222427229 - NSSA - Which invention came first? A) The telephone 📞 B)... — 8,759 chars 3. https://www.youtube.com/watch?v=mARRakotZrQ - The Man Who Invented the Telephone and the Lightbulb — 3,210 chars 4. https://learning-center.homesciencetools.com/article/modern-inventions-airplane-light-bulb-telephone - Invention of the Light Bulb & Telephone — 24,785 chars 5. https://www.wilsongunn.com/resource/news/the-telephone-light-bulb-and-cash-register - The telephone, light bulb and cash register - Latest News - Wilson Gunn — 2,998 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 5026.0ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.facebook.com/nssazw/posts/which-invention-came-firsta-the-telephone-b-the-light-bulb-c-the-airplane-%EF%B8%8Fdrop-/965423222427229 - Which invention came first? A) The telephone 📞 B) ... — 136 chars 2. https://www.wilsongunn.com/resource/news/the-telephone-light-bulb-and-cash-register - The telephone, light bulb and cash register - Latest News — 137 chars 3. https://www.facebook.com/mlb/videos/1876-alexander-graham-bell-invents-the-telephone-%EF%B8%8F1879-thomas-edison-invents-the/676733965416675 - 1876: Alexander Graham Bell invents the telephone 1879 — 145 chars 4. https://www.pillartopost.org/2014/10/retro-files-hello-what-came-first-light.html - RETRO FILES / HELLO, WHAT CAME FIRST LIGHT BULB OR ... — 142 chars 5. https://www.youtube.com/watch?v=mARRakotZrQ - The Man Who Invented the Telephone and the Lightbulb | History Honors 250 — 3,210 chars --- ## Q36 · content-depth **Query:** `Stripe API idempotency key retention period` **Expected:** Stripe removes idempotency keys after they are at least 24 hours old; reusing a pruned key generates a new request **Supporting URL(s):** https://docs.stripe.com/api/idempotent_requests **tavily/advanced** — top3 PASS · hit rank 3 · $0.016 · 7917.8ms · 10 results · extraction 2/2 _Results (top 5 + any matched URL, of 10):_ 1. https://www.alekseialeinikov.com/en/blog/topics/architecture/idempotency-in-practice-api-retries-2026 - Idempotency Keys Explained: Safe API Retries in 2026 — 22,409 chars 2. https://singhajit.com/how-stripe-prevents-double-payment - How Stripe Prevents Double Payments With Idempotency Keys - Ajit Singh — 39,391 chars 3. https://docs.stripe.com/api/idempotent_requests ⬅ **supporting URL** - Idempotent requests | Stripe API Reference — 14,863 chars 4. https://docs.stripe.com/error-low-level - Advanced error handling | Stripe Documentation — 13,090 chars 5. https://newsletter.systemdesign.one/p/idempotent-api - Idempotent API - by Neo Kim - The System Design Newsletter — 4,853 chars **tavily/basic** — top3 PASS · hit rank 1 · $0.008 · 3865.6ms · 8 results · extraction 2/2 _Results (top 5 + any matched URL, of 8):_ 1. https://docs.stripe.com/api/idempotent_requests ⬅ **supporting URL** - Idempotent requests | Stripe API Reference — 14,863 chars 2. https://www.rahuldhar.me/p/idempotent-keys-explained-how-stripes - Idempotent Keys Explained: How Stripe's Approach Prevents Duplicate Requests and Buil — 11,843 chars 3. https://www.linkedin.com/posts/nk-systemdesign-one_how-stripe-prevents-double-payments-explained-activity-7354128553971490820-mCrE - How Stripe prevents double payments | Neo Kim — 23,712 chars 4. https://newsletter.systemdesign.one/p/idempotent-api - Idempotent API - by Neo Kim - The System Design Newsletter — 4,853 chars 5. https://stripe.com/blog/idempotency - Designing robust and predictable APIs with idempotency - Stripe — 39,591 chars --- ## Q37 · content-depth **Query:** `GDPR Article 17 exceptions to right to erasure` **Expected:** Article 17(3) exceptions: freedom of expression/information; legal obligation / public-interest task; public interest in public health; archiving/research/statistical purposes; establishment, exercise or defence of legal claims **Supporting URL(s):** https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:32016R0679|https://gdpr-info.eu/art-17-gdpr **tavily/advanced** — top3 FAIL · hit rank 7 · $0.016 · 5830.3ms · 10 results · extraction 2/2 _Results (top 5 + any matched URL, of 10):_ 1. https://www.exabeam.com/explainers/gdpr-compliance/what-is-gdpr-article-17-right-to-erasure-and-4-ways-to-achieve-compliance - What Is GDPR Article 17 (Right to Erasure) and 4 Ways to Achieve Compliance | Exabeam — 13,260 chars 2. https://www.shma.co.uk/our-thoughts/understanding-erasure-requests-under-uk-gdpr - Understanding Erasure Requests Under UK GDPR | Article 17 — 14,677 chars 3. https://www.exin.com/article/the-right-to-erasure-and-the-gdpr - The Right to Erasure and the GDPR - EXIN — 8,532 chars 4. https://gdpr.eu/right-to-be-forgotten - Everything you need to know about the "Right to be forgotten" — 9,688 chars 5. https://noyb.eu/en/your-right-erasure-article-17 - Your right to erasure (Article 17) | noyb.eu — 3,236 chars **tavily/basic** — top3 FAIL · hit rank 8 · $0.008 · 3667.6ms · 9 results · extraction 2/2 _Results (top 5 + any matched URL, of 9):_ 1. https://www.exin.com/article/the-right-to-erasure-and-the-gdpr - The Right to Erasure and the GDPR — 8,532 chars 2. https://www.youtube.com/watch?v=rFHO0DtJnP0 - GDPR - Article 17: Right to erasure ('right to be forgotten') — 5,038 chars 3. https://www.shma.co.uk/our-thoughts/understanding-erasure-requests-under-uk-gdpr - Understanding Erasure Requests Under UK GDPR | Article 17 | Best Practices — 14,677 chars 4. https://gdpr.eu/right-to-be-forgotten - Everything you need to know about the "Right to be forgotten" — 9,688 chars 5. https://gdpr-text.com/en/read/article-17 - Article 17 GDPR. Right to erasure ('right to be forgotten') — 161 chars --- ## Q38 · content-depth **Query:** `AWS S3 maximum object size single PUT upload` **Expected:** Single PUT upload max is 5 GB; larger objects (up to 5 TB) require multipart upload **Supporting URL(s):** https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html **tavily/advanced** — top3 PASS · hit rank 3 · $0.016 · 5396.2ms · 10 results · extraction 2/2 _Results (top 5 + any matched URL, of 10):_ 1. https://dev.to/wakeup_flower_8591a6cb6a9/size-limits-of-s3-efs-and-ebs-3d0g - Size limits of S3 EFS and EBS — 5,110 chars 2. https://repost.aws/questions/QU1c1UQ6LuTceus0VCxGmntg/upload-large-files-to-s3-via-cli - Upload large files to S3 via CLI | AWS re:Post — 4,870 chars 3. https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html ⬅ **supporting URL** - Uploading objects - Amazon Simple Storage Service — 309 chars 4. https://aws.amazon.com/s3/faqs - Amazon S3 FAQs - Cloud Object Storage - AWS — 81,756 chars 5. https://www.systutorials.com/maximum-size-of-s3-objects - AWS S3 Multipart Upload: Handling Large Objects - SysTutorials — 5,561 chars **tavily/basic** — top3 PASS · hit rank 3 · $0.008 · 4429.8ms · 9 results · extraction 2/2 _Results (top 5 + any matched URL, of 9):_ 1. https://repost.aws/questions/QU1c1UQ6LuTceus0VCxGmntg/upload-large-files-to-s3-via-cli - Upload large files to S3 via CLI - AWS re:Post — 138 chars 2. https://dev.to/wakeup_flower_8591a6cb6a9/size-limits-of-s3-efs-and-ebs-3d0g - Size limits of S3 EFS and EBS — 5,110 chars 3. https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html ⬅ **supporting URL** - Uploading objects - Amazon Simple Storage Service — 156 chars 4. https://www.linkedin.com/pulse/uploading-large-objects-amazon-s3-using-multipart-upload-nair - Uploading large objects into Amazon S3 using Multipart upload - LinkedIn — 142 chars 5. https://stackoverflow.com/questions/43021266/aws-s3-max-file-and-upload-sizes - AWS S3 max file and upload sizes - Stack Overflow — 141 chars --- ## Q39 · content-depth **Query:** `Exa search endpoint rate limit requests per second` **Expected:** Exa Starter tier = 5 search QPS, 3 agent concurrency; Developer tier = 10 search QPS, 25 agent concurrency **Supporting URL(s):** https://exa.ai/pricing **tavily/advanced** — top3 FAIL · hit rank 7 · $0.016 · 8090.4ms · 10 results · extraction 2/2 _Results (top 5 + any matched URL, of 10):_ 1. https://lobehub.com/skills/jeremylongshore-claude-code-plugins-plus-skills-exa-rate-limits - exa-rate-limits | Skills Marketplace — 10,134 chars 2. https://community.hubspot.com/t/search-api-rate-limits/100548 - Search API rate limits - APIs & Integrations — 6,693 chars 3. https://brightdata.com/blog/comparison/bright-data-vs-exa - Bright Data vs. Exa: Which Tool Fits Your AI Agent? — 26,795 chars 4. https://exa.ai/docs/reference/rate-limits - Rate Limits — 790 chars 5. https://crustdata.com/blog/exa-alternative - Exa Alternatives for RAG, Search, and B2B Data — 28,535 chars 7. https://exa.ai/pricing ⬅ **supporting URL** - Exa API Pricing | Pay-as-You-Go Plans for AI Search — 4,821 chars **tavily/basic** — top3 FAIL · hit rank 6 · $0.008 · 3596.8ms · 9 results · extraction 2/2 _Results (top 5 + any matched URL, of 9):_ 1. https://lobehub.com/skills/jeremylongshore-claude-code-plugins-plus-skills-exa-rate-limits - exa-rate-limits | Skills Marketplace · LobeHub — 10,134 chars 2. https://brightdata.com/blog/comparison/bright-data-vs-exa - Bright Data vs. Exa: Which Tool Fits Your AI Agent? — 26,795 chars 3. https://exa.ai/docs/reference/rate-limits - Rate Limits - Exa — 790 chars 4. https://community.hubspot.com/t/search-api-rate-limits/100548 - Search API rate limits - APIs & Integrations - HubSpot Community — 6,693 chars 5. https://fastcrw.com/blog/exa-pricing-explained - Exa AI Pricing Explained (2026): Tiers, Content Types, and ... — 12,967 chars 6. https://exa.ai/pricing ⬅ **supporting URL** - Exa API Pricing | Pay-as-You-Go Plans for AI Search — 4,821 chars --- ## Q40 · content-depth **Query:** `Tavily extract endpoint credit cost per URL batch` **Expected:** Tavily Extract: Basic = 1 API credit per 5 successful URL extractions; Advanced = 2 credits per 5; failed extractions not charged **Supporting URL(s):** https://docs.tavily.com/documentation/api-credits **tavily/advanced** — top3 FAIL · hit rank 5 · $0.016 · 6950.1ms · 10 results · extraction 2/2 _Results (top 5 + any matched URL, of 10):_ 1. https://www.usagepricing.com/blueprint/tavily - Tavily Pricing | UsagePricing — 34,919 chars 2. https://coldiq.com/blog/tavily-pricing - Tavily Pricing 2026: Credits, Plans and Real Costs - ColdIQ — 21,598 chars 3. https://codenote.net/en/posts/tavily-alternatives-cost-comparison-search-extract-api - Cost-Optimizing Search and Extraction APIs for AI Agents — 18,280 chars 4. https://docs.tavily.com/documentation/api-reference/endpoint/crawl - Tavily Crawl - Tavily Docs — 34,756 chars 5. https://docs.tavily.com/documentation/api-credits ⬅ **supporting URL** - Credits & Pricing - Tavily Docs — 3,799 chars **tavily/basic** — top3 FAIL · hit rank 4 · $0.008 · 5489.4ms · 9 results · extraction 2/2 _Results (top 5 + any matched URL, of 9):_ 1. https://codenote.net/en/posts/tavily-alternatives-cost-comparison-search-extract-api - Cost-Optimizing Search and Extraction APIs for AI Agents — 18,280 chars 2. https://docs.tavily.com/documentation/api-reference/endpoint/crawl - Tavily Crawl - Tavily Docs — 34,756 chars 3. https://www.socialcrawl.dev/platforms/tavily - Tavily API: Web Search Plus Social, One Key — 17,051 chars 4. https://docs.tavily.com/documentation/api-credits ⬅ **supporting URL** - Credits & Pricing - Tavily Docs — 3,799 chars 5. https://www.firecrawl.dev/blog/tavily-alternatives - 5 Tavily Alternatives for Better Pricing, Performance, and Extraction Depth — 25,981 chars --- ## Q41 · content-depth **Query:** `Kubernetes liveness probe initialDelaySeconds default value` **Expected:** initialDelaySeconds defaults to 0 seconds; the probe starts immediately after the container has started. Minimum value is 0 **Supporting URL(s):** https://kubernetes.io/docs/concepts/configuration/liveness-readiness-startup-probes **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 7120.9ms · 10 results · extraction 2/2 _Results (top 5 + any matched URL, of 10):_ 1. https://www.fairwinds.com/blog/a-guide-to-understanding-kubernetes-liveness-probes-best-practices - Guide to Understanding Your Kubernetes Liveness Probes Best Practices — 22,632 chars 2. https://www.datree.io/resources/kubernetes-readiness-and-liveness-probes-best-practices - Best Practices for Kubernetes Readiness and Liveness Probes | Datree.io — 7,854 chars 3. https://www.vcluster.com/blog/kubernetes-startup-probes-examples-and-common-pitfalls - Kubernetes Startup Probes: Examples & Common Pitfalls — 11,119 chars 4. https://www.apptio.com/blog/kubernetes-liveness-probe - Kubernetes Liveness Probe: Tutorial & Examples - Apptio — 39,942 chars 5. https://www.groundcover.com/blog/kubernetes-readiness-probe - Kubernetes Readiness Probes: Guide & Examples — 21,218 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 5391.0ms · 10 results · extraction 0/2 _Results (top 5 + any matched URL, of 10):_ 1. https://stackoverflow.com/questions/48572691/what-is-the-default-value-of-initialdelayseconds?answertab=scoredesc - kubernetes - What is the default value of initialDelaySeconds? - Stack Overflow — 2,284 chars 2. https://stackoverflow.com/questions/48572691/what-is-the-default-value-of-initialdelayseconds - kubernetes - What is the default value of initialDelaySeconds? - Stack Overflow — 2,284 chars 3. https://stackoverflow.com/questions/48572691/what-is-the-default-value-of-initialdelayseconds/48578390 - kubernetes - What is the default value of initialDelaySeconds? - Stack Overflow — 2,284 chars 4. https://stackoverflow.com/questions/48572691/what-is-the-default-value-of-initialdelayseconds?lastactivity= - kubernetes - What is the default value of initialDelaySeconds? - Stack Overflow — 2,284 chars 5. https://stackoverflow.com/questions/48572691/what-is-the-default-value-of-initialdelayseconds/48578390?lastactivity= - kubernetes - What is the default value of initialDelaySeconds? - Stack Overflow — 2,284 chars --- ## Q42 · freshness **Query:** `CVE-2026-68820 Windows Ancillary Function Driver WinSock elevation of privilege` **Expected:** Use-after-free vulnerability in Windows Ancillary Function Driver for WinSock (AFD.sys); allows local privilege escalation to SYSTEM. Actively exploited zero-day, added to CISA KEV. Patched by Microsoft 11 Aug 2026. **Supporting URL(s):** https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-68820 **tavily/advanced** — top3 FAIL · hit rank 10 · $0.016 · 5963.0ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://mallory.ai/vulnerabilities/CVE-2026-68820 - Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability (C — 8,368 chars 2. https://www.redlegg.com/blog/security-bulletin-local-privilege-escalation-via-use-after-free-in-windows-ancillary-function-driver-for-winsock - Security Bulletin: Local Privilege Escalation via Use-After- ... — 10,940 chars 3. https://socprime.com/blog/cve-2026-68820-actively-exploited-windows - CVE-2026-68820: Windows AFD.sys Zero-Day — 11,700 chars 4. https://www.linkedin.com/posts/redlegg_security-bulletin-local-privilege-escalation-activity-7493297808914014208-JFrE - Windows AFD.sys Privilege Escalation Vulnerability Patched by Microsoft | RedLegg pos — 26,237 chars 5. https://cvemon.intruder.io/cves/CVE-2026-68820 - CVE-2026-68820 - Overview, Insights & Trends - cvemon — 16,746 chars 10. https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-68820 ⬅ **supporting URL** - Security Update Guide - Microsoft Security Response Center — 31,266 chars **tavily/basic** — top3 FAIL · hit rank 5 · $0.008 · 2685.5ms · 8 results _Results (top 5 + any matched URL, of 8):_ 1. https://www.redlegg.com/blog/security-bulletin-local-privilege-escalation-via-use-after-free-in-windows-ancillary-function-driver-for-winsock - Security Bulletin: Local Privilege Escalation via Use-After- ... — 10,940 chars 2. https://rodtrent.substack.com/p/security-check-in-quick-hits-microsoft-79c - Microsoft Zero-Day Privilege Escalation, Sandworm Fake-Job ... — 5,768 chars 3. https://www.csoonline.com/article/4208185/patch-tuesday-august-2026-a-zero-day-winsock-driver-hole-under-exploit-and-a-maximum-severity-sap-vulnerability.html - Patch Tuesday August 2026: A zero-day WinSock driver hole under exploit, and a maximu — 18,276 chars 4. https://www.facebook.com/windowsforums/posts/windows-admins-this-is-a-patch-now-moment-microsoft-says-cve-2026-68820-an-eleva/1382238613997510 - Windows Forums - Windows admins, this is a patch-now... — 3,634 chars 5. https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-68820 ⬅ **supporting URL** - Security Update Guide - Microsoft Security Response Center — 31,266 chars --- ## Q43 · freshness **Query:** `Python 3.11.16 release changelog` **Expected:** Python 3.11.16, released 12 Aug 2026, security-only bugfix release for the 3.11 branch (security-fixes-only until Oct 2027). **Supporting URL(s):** https://www.python.org/downloads/release/python-31116 **tavily/advanced** — top3 PASS · hit rank 2 · $0.016 · 6063.4ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.python.org/downloads/release/python-3116 - Python Release Python 3.11.6 — 7,060 chars 2. https://www.python.org/downloads/release/python-31116 ⬅ **supporting URL** - Python Release Python 3.11.16 | Python.org — 14,780 chars 3. https://github.com/python/cpython/blob/main/Doc/whatsnew/3.11.rst - cpython/Doc/whatsnew/3.11.rst at main · python/cpython · GitHub — 107,231 chars 4. https://saltfarmer.github.io/blog/python/Python-311 - Python 3.11 - Saltfarmer’s Blog — 6,875 chars 5. https://realpython.com/python311-new-features - Python 3.11: Cool New Features for You to Try — 78,160 chars **tavily/basic** — top3 PASS · hit rank 1 · $0.008 · 4595.0ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.python.org/downloads/release/python-31116 ⬅ **supporting URL** - Python Release Python 3.11.16 | Python.org — 14,780 chars 2. https://www.python.org/downloads/release/python-3116 - Python Release Python 3.11.6 | Python.org — 7,060 chars 3. https://news.ycombinator.com/item?id=38800944 - The Python 3.11 release notes have a pretty lengthy list of removed or changed P... | — 4,245 chars 4. https://first.institute/en/blog/python-311-release-schedule - Python 3.11 Release Schedule — 2,974 chars 5. https://realpython.com/python311-new-features - Python 3.11: Cool New Features for You to Try – Real Python — 78,160 chars --- ## Q44 · freshness **Query:** `Medicall DentalCall seed funding AI phone assistant dental clinics` **Expected:** Medicall (DentalCall - AI phone assistant for dental clinics) raised a seed round from AI Angel Club, CNTTech, TaleVentures, and Antler Korea. Amount undisclosed. Announced 14 Aug 2026. **Supporting URL(s):** https://en.wowtale.net/2026/08/14/234731 **tavily/advanced** — top3 PASS · hit rank 1 · $0.016 · 8989.5ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://en.wowtale.net/2026/08/14/234731 ⬅ **supporting URL** - Medicall Raises Seed Funding to Expand AI Phone Assistant Platform for Dental Clinics — 11,043 chars 2. https://app.dealroom.co/news/note/medicall-raises-seed-round-for-dental-ai-phone-agent-dentalcall - Medicall raises seed round for dental AI phone agent DentalCall | Dealroom.co — 3,269 chars 3. https://www.thesaasnews.com/news/medicall-secures-seed-investment - Medicall Secures Seed Investment — 4,622 chars 4. https://us.dental-tribune.com/news/trust-ai-the-chatgpt-for-dentists-raises-us6-million-in-seed-funding - Trust AI, the ChatGPT for dentists, raises US$6 million — 45,738 chars 5. https://www.prnewswire.com/news-releases/dentistrys-iphone-moment-trust-ai-raises-6m-transforming-how-200-000-dentists-in-the-us-practice-302522083.html - Dentistry's iPhone Moment: Trust AI Raises $6M, Transforming How 200,000 Dentists in — 11,482 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 5371.8ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://app.dealroom.co/news/note/medicall-raises-seed-round-for-dental-ai-phone-agent-dentalcall - Medicall raises seed round for dental AI phone agent ... — 153 chars 2. https://www.instagram.com/p/DNjbHjJPdTa?hl=en - Trust AI, a San Francisco-based startup dubbed the “ChatGPT ... — 140 chars 3. https://www.whippy.ai/blog/dental-answering-service-ai-support - Dental Answering Service: 24/7 AI Receptionist Support — 18,695 chars 4. https://www.youtube.com/watch?v=9rD7ETJALYE&vl=en - I Built An AI Receptionist For A Dental Clinic — 48,514 chars 5. https://www.facebook.com/groups/1594069521337374/posts/2124043208340000 - Dental offices using call centers or AI for call management — 142 chars --- ## Q45 · freshness **Query:** `LangGraph 1.2.11 trace_policy add_node` **Expected:** LangGraph 1.2.11 exposes a trace_policy option on add_node, allowing per-node tracing customization. Also includes checkpoint-postgres/sqlite fixes. **Supporting URL(s):** https://github.com/langchain-ai/langgraph/releases/tag/1.2.11 **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 7542.3ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.skakarh.com/blog/langgraph-1-2-11-upgrade-testing - LangGraph 1.2.11 Upgrade: QA Tests for AI Workflows - QAPulse by SK — 39,356 chars 2. https://github.com/langchain-ai/langgraph/releases ⬅ **supporting URL** - Releases · langchain-ai/langgraph — 22,486 chars 3. https://newreleases.io/project/pypi/langgraph/release/1.2.11 - langgraph 1.2.11 on Python PyPI — 2,156 chars 4. https://handbook.vinodspattar.in/reference/lookups/langgraph - LangGraph | Principal AI Engineer Handbook — 6,982 chars 5. https://reference.langchain.com/python/langgraph/graph/state/StateGraph/add_node - add_node | langgraph — 6,713 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 4532.8ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://github.com/langchain-ai/langgraph/releases ⬅ **supporting URL** - Releases · langchain-ai/langgraph — 22,486 chars 2. https://newreleases.io/project/pypi/langgraph/release/1.2.11 - langgraph 1.2.11 on Python PyPI — 139 chars 3. https://reference.langchain.com/python/langgraph/graph/state/StateGraph/add_node - add_node | langgraph | LangChain Reference — 6,713 chars 4. https://langfuse.com/integrations/frameworks/langgraph - Open Source Observability for LangGraph — 42,868 chars 5. https://www.braintrust.dev/docs/integrations/agent-frameworks/langgraph - LangGraph - Braintrust — 5,741 chars --- ## Q46 · freshness **Query:** `CrewAI 1.15.14 split runtime context coding agent project ID` **Expected:** CrewAI v1.15.14 splits runtime context from the coding agent and adds a project ID; standardizes CLI flags to kebab-case. Released 9 Aug 2026. **Supporting URL(s):** https://github.com/crewAIInc/crewAI/releases/tag/1.15.14 **tavily/advanced** — top3 FAIL · hit rank not found · $0.016 · 5372.1ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.skakarh.com/blog/crewai-1-15-14-released - CrewAI 1.15.14: Runtime Context, QA Testing & Upgrade Guide — 66,162 chars 2. https://releasebot.io/updates/crewai - CrewAI Release Notes - August 2026 Latest Updates - Releasebot — 16,363 chars 3. https://github.com/crewAIInc/crewAI/releases ⬅ **supporting URL** - Releases · crewAIInc/crewAI — 20,414 chars 4. https://github.com/crewAIInc/crewAI/releases?ref=zinyando.com - Releases · crewAIInc/crewAI — 20,543 chars 5. https://sourceforge.net/projects/crewai.mirror/files/1.15.14 - CrewAI - Browse /1.15.14 at SourceForge.net — 2,999 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 3363.2ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.skakarh.com/blog/crewai-1-15-14-released - CrewAI 1.15.14: 10 QA Tests for Safer AI Agents - QAPulse by SK — 66,162 chars 2. https://releasebot.io/updates/crewai - CrewAI Release Notes - August 2026 Latest Updates - Releasebot — 16,363 chars 3. https://github.com/crewAIInc/crewAI/releases?ref=zinyando.com - Releases · crewAIInc/crewAI · GitHub — 20,543 chars 4. https://www.linkedin.com/posts/qapulsebysk_crewai-11514-runtime-context-qa-testing-activity-7492552112199987200-CiZe - CrewAI 1.15.14: Runtime Context & QA Testing Upgrade ... — 139 chars 5. https://sourceforge.net/projects/crewai.mirror/files/1.15.14 - CrewAI - Browse /1.15.14 at SourceForge.net — 2,999 chars --- ## Q47 · freshness **Query:** `Anthropic IPO 2 trillion valuation October` **Expected:** Investors expect Anthropic to seek a $2 trillion+ valuation in a possible October 2026 IPO, per Financial Times sourcing - investor projection, not an Anthropic-confirmed figure. **Supporting URL(s):** https://www.pymnts.com/news/artificial-intelligence/2026/anthropic-could-seek-2-trillion-valuation-in-record-ipo **tavily/advanced** — top3 FAIL · hit rank 7 · $0.016 · 7232.4ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.forbes.com/sites/jonmarkman/2026/08/13/anthropic-eyes-2-trillion-in-october-ipo-a-record-breaking-debut - Anthropic Eyes $2 Trillion In October IPO, A Record- ... — 8,322 chars 2. https://finance.yahoo.com/technology/ai/articles/anthropic-investors-target-2-trillion-132255261.html - Anthropic investors target $2 trillion IPO valuation in October — 15,648 chars 3. https://finimize.com/content/anthropics-eyeing-an-october-ipo-at-a-huge-2-trillion-valuation - Anthropic's eyeing an October IPO – at a huge $2 trillion valuation - Finimize — 4,304 chars 4. https://www.facebook.com/quartznews/posts/the-largest-ipo-in-history-could-happen-this-october-anthropic-investors-are-eye/1412435607418920 - Anthropic investors target $2 trillion IPO valuation in October — 6,553 chars 5. https://www.linkedin.com/news/story/anthropic-backers-eye-2t-valuation-for-ipo-this-fall-7500084 - Anthropic backers eye $2T valuation for IPO this fall — 49,382 chars 7. https://www.pymnts.com/news/artificial-intelligence/2026/anthropic-could-seek-2-trillion-valuation-in-record-ipo ⬅ **supporting URL** - PYMNTS | Anthropic Could Seek $2 Trillion Valuation in Record IPO — 4,741 chars **tavily/basic** — top3 FAIL · hit rank not found · $0.008 · 3555.2ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.forbes.com/sites/jonmarkman/2026/08/13/anthropic-eyes-2-trillion-in-october-ipo-a-record-breaking-debut - Anthropic Eyes $2 Trillion In October IPO, A Record- ... — 8,322 chars 2. https://finance.yahoo.com/technology/ai/articles/anthropic-investors-target-2-trillion-132255261.html - Anthropic investors target $2 trillion IPO valuation in October — 15,648 chars 3. https://www.linkedin.com/news/story/anthropic-backers-eye-2t-valuation-for-ipo-this-fall-7500084 - Anthropic backers eye $2T valuation for IPO this fall — 49,382 chars 4. https://247wallst.com/investing/2026/08/14/why-i-wont-touch-anthropics-2-trillion-october-ipo-with-a-10-foot-pole - Why I Won't Touch Anthropic's $2 Trillion October IPO With ... — 15,871 chars 5. https://www.facebook.com/quartznews/posts/the-largest-ipo-in-history-could-happen-this-october-anthropic-investors-are-eye/1412435607418920 - Quartz - The Largest IPO in History Could Happen This... — 6,553 chars --- ## Q48 · unanswerable **Query:** `Serper SOC 2 Type II audit completion date` **Expected:** NO ANSWER EXISTS **Supporting URL(s):** _none — unanswerable by design_ **tavily/advanced** — $0.016 · 5906.8ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://sprinto.com/soc-2/type-2-report - SOC 2 Type II Report: Timelines, Cost, Components, Steps - Sprinto — 28,884 chars 2. https://compyl.com/blog/how-long-is-a-soc-2-report-valid-for - How Long Is a SOC 2 Report Valid For? - Compyl — 16,282 chars 3. https://linfordco.com/blog/soc-2-type-2-reports-guide - What is a SOC 2 Type 2 Report? Guidance & Auditor Insights — 25,906 chars 4. https://nordlayer.com/learn/soc/soc-2-type-2 - SOC 2 Type II: A Comprehensive Guide — 19,426 chars 5. https://www.easyaudit.ai/post/soc-2-type-2-report-explained - SOC 2 Type 2 Report: Benefits, Process & Best Practices — 16,358 chars **tavily/basic** — $0.008 · 3664.7ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://compyl.com/blog/how-long-is-a-soc-2-report-valid-for - How Long Is a SOC 2 Report Valid For? | Compyl — 16,282 chars 2. https://security.gallagher.com/en-US/Blog/SOC-2-Type-2-certification-what-it-is-and-why-it-matters - SOC 2 Type 2 Certification | What It Proves & Why It Matters — 18,246 chars 3. https://www.scrut.io/hub/soc-2/soc-2-compliance-timeline - SOC 2 Compliance: Timelines & Solutions — 25,977 chars 4. https://sprinto.com/soc-2/type-2-report - SOC 2 Type II Report: Timelines, Cost, Components, Steps - Sprinto — 28,884 chars 5. https://secureframe.com/hub/soc-2/audit-timeline - How Long Does a SOC 2 Audit Take? | Secureframe — 15,365 chars --- ## Q49 · unanswerable **Query:** `Jina AI annual recurring revenue 2026` **Expected:** NO ANSWER EXISTS **Supporting URL(s):** _none — unanswerable by design_ **tavily/advanced** — $0.016 · 5895.5ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://getlatka.com/companies/jina.ai - Jina AI Revenue 2025: $6.3M Est. ARR, $37.4M Raised — 6,551 chars 2. https://tracxn.com/d/companies/jina-ai/__IQ81fOnU0FsDpagFjG-LrG0DMWHELqI6znTumZBQF-A - Jina AI - 2026 Company Profile & Team — 19,275 chars 3. https://app.dealroom.co/companies/jina_ai - Jina AI company information, funding & investors — 4,146 chars 4. https://growjo.com/company/Jina_AI - Jina AI: Revenue, Competitors, Alternatives — 10,387 chars 5. https://jina.ai - Jina AI - Your Search Foundation, Supercharged. — 404,996 chars **tavily/basic** — $0.008 · 4905.4ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://pitchbook.com/profiles/company/439450-75 - Jina AI 2026 Company Profile — 100 chars 2. https://getlatka.com/companies/jina.ai - Jina AI Revenue 2025: $6.3M Est. ARR, $37.4M Raised — 6,551 chars 3. https://tracxn.com/d/companies/jina-ai/__IQ81fOnU0FsDpagFjG-LrG0DMWHELqI6znTumZBQF-A - Jina AI - 2026 Company Profile, Team, Funding, Competitors & Financials - Tracxn — 19,275 chars 4. https://growjo.com/company/Jina_AI - Jina AI: Revenue, Competitors, Alternatives — 10,387 chars 5. https://www.reworked.co/information-management/jina-ai-raises-30-million-to-build-neural-search - Berlin-based Startup Jina AI Raises $30 Million to Build Neural Search — 11,455 chars --- ## Q50 · unanswerable **Query:** `Exa Enterprise plan list price per 1000 requests` **Expected:** NO ANSWER EXISTS **Supporting URL(s):** _none — unanswerable by design_ **tavily/advanced** — $0.016 · 5079.9ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://coldiq.com/tools/exa - Exa Review: Features, Pricing & Alternatives (2026) — 14,764 chars 2. https://coldiq.com/blog/tavily-vs-exa - Exa vs Tavily (2026): Which AI Search API Wins? (47 chara... - ColdIQ — 24,198 chars 3. https://brightdata.com/blog/comparison/bright-data-vs-exa - Bright Data vs. Exa: Which Tool Fits Your AI Agent? — 26,795 chars 4. https://exa.ai/pricing - Exa API Pricing | Pay-as-You-Go Plans for AI Search — 4,821 chars 5. https://fastcrw.com/blog/exa-pricing-explained - Exa AI Pricing Explained (2026): Tiers, Content Types, and ... — 12,967 chars **tavily/basic** — $0.008 · 4105.8ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://fastcrw.com/blog/exa-pricing-explained - Exa AI Pricing Explained (2026): Tiers, Content Types, and ... — 12,967 chars 2. https://www.buildmvpfast.com/alternatives/exa - Best Exa Alternatives (2026): Neural Search API Pricing for — 144 chars 3. https://brightdata.com/blog/comparison/bright-data-vs-exa - Bright Data vs. Exa: Which Tool Fits Your AI Agent? — 26,795 chars 4. https://www.tinyfish.ai/blog/exa-pricing - Exa Pricing in 2026: How Much Does It Really Cost? — 22,886 chars 5. https://www.xpay.sh/saas-pricing/exa - Exa Pricing 2026: Real Costs, Plans & Alternatives | xpay — 10,500 chars --- ## Q51 · unanswerable **Query:** `Olostep total index size in pages` **Expected:** NO ANSWER EXISTS **Supporting URL(s):** _none — unanswerable by design_ **tavily/advanced** — $0.016 · 8093.0ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://docs.olostep.com/get-started/welcome - Welcome to Olostep - Olostep Docs — 10,601 chars 2. https://www.olostep.com - Olostep | Web Data API for Search, Scraping & Crawling — 50,860 chars 3. https://docs.olostep.com/features/search - Search API - Olostep Docs — 17,215 chars 4. https://www.ibm.com/docs/en/db2-for-zos/13.0.0?topic=index-estimating-storage-from-number-pages - Estimating storage from the number of index pages — 19,174 chars 5. https://medium.com/@davidfagb/turning-the-web-into-a-real-time-database-with-olostep-f175e956a603 - Medium — 5,553 chars **tavily/basic** — $0.008 · 4867.0ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://docs.olostep.com/get-started/welcome - Welcome to Olostep - Olostep Docs — 10,601 chars 2. https://www.olostep.com - Olostep | Web Data API for Search, Scraping & Crawling — 50,860 chars 3. https://www.ibm.com/docs/en/db2-for-zos/13.0.0?topic=index-estimating-storage-from-number-pages - Estimating storage from the number of index pages - IBM Documentation — 19,174 chars 4. https://docs.olostep.com/features/search - Search API - Olostep Docs — 17,215 chars 5. https://docs.olostep.com/examples/geo - Fetch data from popular AI search tools — 132 chars --- ## Q52 · unanswerable **Query:** `number of pages in Linkup web index` **Expected:** NO ANSWER EXISTS **Supporting URL(s):** _none — unanswerable by design_ **tavily/advanced** — $0.016 · 8828.6ms · 10 results _Results (top 5 + any matched URL, of 10):_ 1. https://www.youtube.com/watch?v=8S70RVXlMXM - Beyond Web Search: Real-Time Web Intelligence for AI-Native Agents | Linkup | Philipp — 17,598 chars 2. https://www.linkup.com/data - Job Data Products and Solutions | LinkUp — 8,809 chars 3. https://www.firecrawl.dev/blog/exa-alternatives - Top 5 Exa Alternatives for AI Web Search and Data ... — 28,833 chars 4. https://www.linkedin.com/posts/linkup-platform_today-were-excited-to-announce-our-10m-activity-7424354197380431872-J4vd - Today, we're excited to announce our $10M seed round and the release of Linkup /fast, — 18,594 chars 5. https://www.linkup.com - LinkUp: Job Market Data — 7,815 chars **tavily/basic** — $0.008 · 4749.5ms · 9 results _Results (top 5 + any matched URL, of 9):_ 1. https://www.linkup.com - Job Market Data | LinkUp — 7,815 chars 2. https://www.linkedin.com/company/linkup-platform - Linkup - The next generation web search engine, connecting your applications and AI a — 9,754 chars 3. https://docs.linkup.so/pages/documentation/endpoints/search/overview - Search overview - Linkup API Documentation — 7,829 chars 4. https://docs.crewai.com/v1.15.13/en/tools/search-research/linkupsearchtool - Linkup Search Tool - CrewAI — 2,199 chars 5. https://www.startuphub.ai/startups/linkup - Linkup - AI Search Engine - Reviews, Pricing & Alternatives | StartupHub.ai — 4,520 chars ---