{"id": "G1", "use_case": "gtm", "task": "Find developers hitting Kafka latency problems right now", "search_call": "kafka consumer lag high latency issue", "parameters": "window last ~6 h (tightest available), domains: github.com", "needs_back": "Issue URLs opened in the last 6 hours, repo/org, time, the error described", "freshness": "Real-time", "answer_key": "Brighter#4560 (opened 10:51Z, Kafka publish confirms delay under load) or NOFireAI/opentelemetry-demo#7024 (15:50Z, Kafka consumer-lag spike). Issues opened Oct 7 are out of window.", "source_urls": ["https://github.com/BrighterCommand/Brighter/issues/4560", "https://github.com/search?q=kafka+consumer+lag+latency&type=issues&s=created&o=desc", "https://web.archive.org/web/20261008154559/https://github.com/search?q=kafka+consumer+lag+latency&type=issues&s=created&o=desc"]}
{"id": "G2", "use_case": "gtm", "task": "Account signal: anything new at Confluent today?", "search_call": "Confluent news", "parameters": "window 24h", "needs_back": "Headline, date, link or \"none\" in the last 24h", "freshness": "Real-time", "answer_key": "All Things Open interview with Confluent VP Tim Berglund, dated Oct 8. No new official Confluent blog post in 24h (newest Oct 1); undated pages and the IBM deal do not count. \"None\" is wrong.", "source_urls": ["https://allthingsopen.org/articles/ai-strategy-data-strategy-confluent", "https://www.confluent.io/blog/", "https://web.archive.org/web/20261008145909/https://www.confluent.io/blog/"]}
{"id": "G3", "use_case": "gtm", "task": "Any new mentions of Apache Iggy in the last day?", "search_call": "\"Apache Iggy\"", "parameters": "window 24h", "needs_back": "Every mention (repo, blog, forum) in 24h, date or \"none\"", "freshness": "Real-time", "answer_key": "32 new apache/iggy issues and PRs in window, e.g. #4466 (13:37Z), #4443 (10:53Z), #4438 (08:31Z). No blog or HN mention. \"None\" is wrong.", "source_urls": ["https://github.com/apache/iggy", "https://web.archive.org/web/20261008150545/https://github.com/apache/iggy"]}
{"id": "G4", "use_case": "gtm", "task": "Draft a note on Apache Iggy's latest release for a prospect", "search_call": "Apache Iggy release notes", "parameters": "window 7 days, domains: github.com, iggy.apache.org", "needs_back": "Latest release version, date, key changes, link", "freshness": "Week", "answer_key": "server-0.9.0, released Sep 18 (GitHub \"Latest\"): consensus per partition (VSR clustering), QUIC/TLS/WS transports, Delta Lake sink, Avro. The downloads page's 0.5.0-incubating is wrong.", "source_urls": ["https://github.com/apache/iggy/releases/tag/server-0.9.0", "https://github.com/apache/iggy/releases", "https://web.archive.org/web/20261008150847/https://github.com/apache/iggy/releases"]}
{"id": "G5", "use_case": "gtm", "task": "Coding agent fixing a consumer-lag bug needs the official tuning guidance", "search_call": "kafka consumer lag max.poll.records fetch.min.bytes", "parameters": "window 1 year, domains: kafka.apache.org, docs.confluent.io", "needs_back": "Official doc URL, what each setting does, recommended direction", "freshness": "Year", "answer_key": "Official Kafka or Confluent consumer-config page. max.poll.records = max records per poll() (default 500); lower it if processing risks max.poll.interval.ms. fetch.min.bytes = min data per fetch (default 1 byte); raising it trades latency for throughput. Both settings needed.", "source_urls": ["https://docs.confluent.io/platform/current/installation/configuration/consumer-configs.html", "https://web.archive.org/web/20261008151030/https://docs.confluent.io/platform/current/installation/configuration/consumer-configs.html"]}
{"id": "G6", "use_case": "gtm", "task": "Competitive brief: what's the latest NATS server release?", "search_call": "NATS server release", "parameters": "window 7 days, domains: github.com", "needs_back": "Version, release date, link", "freshness": "Week", "answer_key": "v2.15.1-RC.2 (pre-release, Oct 6) or v2.15.0 (latest stable, Sep 17) both count; an older version as latest is wrong.", "source_urls": ["https://github.com/nats-io/nats-server/releases/tag/v2.15.1-RC.2", "https://github.com/nats-io/nats-server/releases/tag/v2.15.0", "https://github.com/nats-io/nats-server/releases", "https://web.archive.org/web/20261008111533/https://github.com/nats-io/nats-server/releases"]}
{"id": "G7", "use_case": "gtm", "task": "Is Confluent Cloud having an incident right now? (outage = switching trigger)", "search_call": "Confluent Cloud incident", "parameters": "window 24h, domains: status.confluent.cloud", "needs_back": "Active incident yes/no, component, start time or \"none\"", "freshness": "Real-time", "answer_key": "None: no active incident (unresolved.json empty, All Systems Operational at 15:51-15:59Z). The Azure Germany West Central incident (11:00-11:56Z) was resolved; showing it or the Sep 21 incident as current is wrong.", "source_urls": ["https://status.confluent.cloud/", "https://web.archive.org/web/20261008155137/https://status.confluent.cloud/api/v2/incidents/unresolved.json"]}
{"id": "G8", "use_case": "gtm", "task": "Which AI-agent / data-infra startups just raised money?", "search_call": "AI agent infrastructure startup funding round", "parameters": "window 48h", "needs_back": "Company, amount, lead investor, date, link", "freshness": "48h", "answer_key": "Open-world: any AI-agent or data-infra round announced in the 48h window with company + amount, e.g. Vesta $30M and Mecka AI $60M (TechCrunch, Oct 8). Rounds before Oct 6 15:52Z (Namespace $42M) are out of window.", "source_urls": ["https://techcrunch.com/category/venture/", "https://web.archive.org/web/20261008111803/https://techcrunch.com/category/venture/"]}
{"id": "G9", "use_case": "gtm", "task": "Find this week's content about memory/event logs for AI agents", "search_call": "durable event log memory for AI agents", "parameters": "window 7 days", "needs_back": "Article URLs, author/org, date", "freshness": "Week", "answer_key": "Open-world: 126 HN items in window, e.g. \"Agents Don't Need Another Memory API\" (Oct 7); any dated in-window article counts.", "source_urls": ["https://hn.algolia.com/?query=agent%20memory&sort=byDate", "https://web.archive.org/web/20261008111956/https://hn.algolia.com/?query=agent%20memory&sort=byDate"]}
{"id": "G10", "use_case": "gtm", "task": "Competitive brief: published Redpanda vs Kafka latency benchmarks", "search_call": "Redpanda vs Kafka p99 latency benchmark", "parameters": "window 1 year", "needs_back": "Benchmark source, date, p99 numbers, who ran it", "freshness": "Year", "answer_key": "Open-world criterion: a benchmark dated in the last year with Redpanda vs Kafka p99 numbers and who ran it. Redpanda's own 2022 benchmark is out of window; no official post in the year.", "source_urls": ["https://www.redpanda.com/blog", "https://web.archive.org/web/20261008151435/https://www.redpanda.com/blog"]}
{"id": "I1", "use_case": "insurance", "task": "Caller wants a new Florida homeowners policy", "search_call": "Citizens Property Insurance binding suspension Florida", "parameters": "window 24h, domains: citizensfla.com", "needs_back": "Suspended yes/no, scope, effective date/time", "freshness": "Real-time", "answer_key": "Yes: statewide binding suspension (\"Isaias: No Policy Binding\"), no new policies or added coverage anywhere in Florida, effective Oct 7, 2026, 11:05 a.m.; still posted before and after the run.", "source_urls": ["https://www.citizensfla.com/", "https://web.archive.org/web/20261008112205/https://www.citizensfla.com/"]}
{"id": "I2", "use_case": "insurance", "task": "Caller in Pensacola asks if the storm is coming", "search_call": "Hurricane Isaias latest advisory NHC", "parameters": "window 24h", "needs_back": "Advisory #, time, location, max winds, landfall forecast", "freshness": "Real-time", "answer_key": "Yes, heading for Pensacola: NHC Public Advisory #8, 10:00 AM CDT (15:00Z) Oct 8: 23.7N 90.2W, ~500 mi SSW of Pensacola, 85 mph, 975 mb, moving ENE at 10 mph; landfall on the north-central Gulf coast Friday night. Unchanged before and after the run.", "source_urls": ["https://www.nhc.noaa.gov/", "https://web.archive.org/web/20261008090330/https://www.nhc.noaa.gov/"]}
{"id": "I3", "use_case": "insurance", "task": "Agent must check warnings for the policy's county before binding", "search_call": "hurricane warning Escambia County Florida active", "parameters": "window 24h", "needs_back": "Active warning types, issued time", "freshness": "Real-time", "answer_key": "Hurricane Warning (Escambia Inland and Coastal) and Storm Surge Warning (Escambia Coastal), NWS Mobile, latest update 10:06 AM CDT Oct 8 (an earlier Oct 7-8 issue time also counts).", "source_urls": ["https://api.weather.gov/alerts/active?zone=FLC033,FLZ201,FLZ202", "https://web.archive.org/web/20261008112313/https://api.weather.gov/alerts/active?zone=FLC033,FLZ201,FLZ202"]}
{"id": "I4", "use_case": "insurance", "task": "Claims agent validating a wind-damage report in progress", "search_call": "Pensacola weather wind speed", "parameters": "window 24h", "needs_back": "Current wind speed/gusts, observation time", "freshness": "Real-time", "answer_key": "Pensacola Intl (KPNS): 15:50Z observation 10.4 mph NE, gusts 16.1 mph; 16:00Z observation 9.2 mph ENE, no gust. Either counts (within 5 mph, at most 1 h old); the hurricane was still ~500 mi offshore.", "source_urls": ["https://api.weather.gov/stations/KPNS/observations/latest"]}
{"id": "I5", "use_case": "insurance", "task": "Policyholder asks if they must evacuate", "search_call": "Baldwin County Alabama evacuation order Isaias", "parameters": "window 24h", "needs_back": "Order in effect yes/no, zones, time", "freshness": "Real-time", "answer_key": "None: no mandatory evacuation order (a voluntary evacuation for coastal and low-lying areas is compatible); Hurricane and Storm Surge Warnings in effect. Moderate confidence: EMA sub-pages not captured.", "source_urls": ["https://baldwincountyal.gov/departments/EMA", "https://api.weather.gov/alerts/active?zone=ALC003", "https://web.archive.org/web/20261008112609/https://baldwincountyal.gov/services/ema", "https://web.archive.org/web/20261008112650/https://api.weather.gov/alerts/active?zone=ALC003"]}
{"id": "I6", "use_case": "insurance", "task": "Claims ops checks whether federal aid applies", "search_call": "FEMA disaster declaration Hurricane Isaias 2026", "parameters": "window 48h", "needs_back": "Declaration number + date — or \"none yet\" (beware older \"Isaias\")", "freshness": "48h", "answer_key": "None yet: all 183 OpenFEMA records titled Isaias are from 2020-21; none in the 48 h window.", "source_urls": ["https://www.fema.gov/api/open/v2/DisasterDeclarationsSummaries", "https://www.fema.gov/disaster/declarations"]}
{"id": "I7", "use_case": "insurance", "task": "Compliance agent checks for new regulator orders", "search_call": "Florida OIR OR Alabama DOI emergency order Isaias insurance", "parameters": "window 48h", "needs_back": "Order/bulletin, issuer, date — or \"none\"", "freshness": "48h", "answer_key": "None: no Isaias emergency order or bulletin from Florida OIR or Alabama DOI in 48 h; an ALDOI consumer release and an FLOIR refill notice (both Oct 7) are not orders. Moderate confidence: order sub-pages not captured.", "source_urls": ["https://floir.com/", "https://www.aldoi.gov/", "https://web.archive.org/web/20261008113340/https://floir.gov/", "https://web.archive.org/web/20261008113421/https://aldoi.gov/"]}
{"id": "I8", "use_case": "insurance", "task": "Underwriting checks which states declared emergencies", "search_call": "governor state of emergency Hurricane Isaias", "parameters": "window 7 days", "needs_back": "States, date of each declaration", "freshness": "Week", "answer_key": "Florida: EO 26-202, Oct 6 (25 counties); Alabama: Oct 7. Mississippi: none as of 15:27Z; Louisiana: not determinable.", "source_urls": ["https://www.flgov.com/eog/news/press", "https://governor.alabama.gov/newsroom/", "https://gov.louisiana.gov/news", "https://governor.ms.gov/", "https://web.archive.org/web/20261008113558/https://www.flgov.com/eog/news/press", "https://web.archive.org/web/20261008113637/https://governor.alabama.gov/newsroom/", "https://web.archive.org/web/20261008113716/https://gov.louisiana.gov/news", "https://web.archive.org/web/20261008113757/https://governorreeves.ms.gov/"]}
{"id": "I9", "use_case": "insurance", "task": "Claims agent validating a Texas hail claim", "search_call": "Texas hail storm reports", "parameters": "window 24h, domains: spc.noaa.gov", "needs_back": "Locations, dates, hail size — or \"none\"", "freshness": "24h", "answer_key": "None: no Texas hail reports in SPC preliminary storm reports for the last 24 h; the only hail report was in Wilson, Niagara Co., NY (1.00 in, 01:30Z).", "source_urls": ["https://www.spc.noaa.gov/climo/reports/today.html", "https://www.spc.noaa.gov/climo/reports/yesterday.html"]}
{"id": "I10", "use_case": "insurance", "task": "Caller asks whether their 2024 Toyota RAV4 has an open recall", "search_call": "NHTSA recall 2024 Toyota RAV4", "parameters": "window 1 year, domains: nhtsa.gov", "needs_back": "Recall campaign number(s), component, date", "freshness": "Year", "answer_key": "Three NHTSA campaigns: 24V911000 (Dec 2024, front brake caliper bolts), 25V595000 (Sep 2025, instrument cluster software) and 25V744000 (Oct 2025, rearview camera). All three = correct; a subset = partial (26V179000, RAV4 Hybrid load label, also counts).", "source_urls": ["https://api.nhtsa.gov/recalls/recallsByVehicle?make=toyota&model=rav4&modelYear=2024", "https://www.nhtsa.gov/recalls"]}
{"id": "F1", "use_case": "finance", "task": "Where is NVIDIA trading?", "search_call": "NVDA stock price", "parameters": "window 24h", "needs_back": "Price, % change, timestamp", "freshness": "Real-time", "answer_key": "~$235.6, down ~0.8% on the day: Yahoo $235.58 at 12:24 PM EDT before the run and $235.60 at 12:35 PM after (market open). Within ±0.5% counts; the Oct 7 close of $237.47 is stale.", "source_urls": ["https://finance.yahoo.com/quote/NVDA/", "https://www.nasdaq.com/market-activity/stocks/nvda"]}
{"id": "F2", "use_case": "finance", "task": "Where's the 10-year?", "search_call": "US 10-year Treasury yield", "parameters": "window 24h", "needs_back": "Yield %, timestamp", "freshness": "Real-time", "answer_key": "~5.27%: CNBC US10Y 5.265% at 12:25 PM EDT and 5.269% at 12:36 PM (prior close 5.277%; a 24-year high of 5.35% earlier in the session). Within ±3 bp counts; morning quotes of 5.31-5.35% do not.", "source_urls": ["https://www.cnbc.com/quotes/US10Y", "https://home.treasury.gov/resource-center/data-chart-center/interest-rates"]}
{"id": "F3", "use_case": "finance", "task": "Bitcoin price?", "search_call": "BTC USD price", "parameters": "window 24h", "needs_back": "Price, timestamp", "freshness": "Real-time", "answer_key": "~$81,200-81,400: Coinbase spot $81,169 at run start (16:33Z) and $81,376 after (16:41Z), down ~2.5-3% on the day. Within ±1% counts.", "source_urls": ["https://www.coinbase.com/price/bitcoin", "https://api.coinbase.com/v2/prices/BTC-USD/spot"]}
{"id": "F4", "use_case": "finance", "task": "How's oil moving today?", "search_call": "WTI crude oil price", "parameters": "window 24h", "needs_back": "Price, change, timestamp", "freshness": "Real-time", "answer_key": "~$91.00/bbl, up ~3% on the $88.28 prior close: CNBC @CL.1 $90.95 at 12:20 PM EDT and $91.04 at 12:31 PM (down from ~$92.8 at 11:26 AM). Within ±1% counts.", "source_urls": ["https://www.cnbc.com/quotes/@CL.1"]}
{"id": "F5", "use_case": "finance", "task": "What did jobless claims print?", "search_call": "initial jobless claims weekly report", "parameters": "window 24h, domains: dol.gov", "needs_back": "Number, week ending, release time", "freshness": "Real-time", "answer_key": "197,000 (seasonally adjusted, advance) for the week ending Oct 3, released Oct 8 at 8:30 a.m. ET; down 2,000 from the revised 199,000. The prior week's print was also 197,000, so the week must be right.", "source_urls": ["https://www.dol.gov/ui/data.pdf", "https://www.dol.gov/newsroom/releases"]}
{"id": "F6", "use_case": "finance", "task": "Summarize the latest Fed minutes", "search_call": "FOMC minutes", "parameters": "window 7 days, domains: federalreserve.gov", "needs_back": "Release date, 3 key points, federalreserve.gov link", "freshness": "Week", "answer_key": "Minutes of the Sep 15-16, 2026 meeting, released Oct 7 at 2:00 p.m. EDT (fomcminutes20260916). The July minutes (released Aug 19) are stale.", "source_urls": ["https://www.federalreserve.gov/monetarypolicy/fomcminutes20260916.htm", "https://www.federalreserve.gov/monetarypolicy/fomccalendars.htm", "https://web.archive.org/web/20261008095612/https://www.federalreserve.gov/monetarypolicy/fomccalendars.htm"]}
{"id": "F7", "use_case": "finance", "task": "List $1B+ M&A deals announced in the last two days", "search_call": "definitive agreement to acquire billion", "parameters": "window 48h", "needs_back": "Acquirer, target, value, date, source", "freshness": "48h", "answer_key": "Open list: Viatris-Pacira BioSciences (~$1.65B, Oct 8) and Wittington/Fairfax-Boots (~US$8.9B, Oct 7). Oct 6 deals (RXO, Option Care, Sunrise) are borderline; Schneider-PTC (Oct 5) is out of window.", "source_urls": ["https://efts.sec.gov/LATEST/search-index?q=%22definitive%20agreement%22&forms=8-K"]}
{"id": "F8", "use_case": "finance", "task": "Monitoring account Stryker: what did its latest 8-K report?", "search_call": "Stryker 8-K item 5.02", "parameters": "window 7 days, domains: sec.gov", "needs_back": "Filing date, items, what changed (officer/director), EDGAR link", "freshness": "Week", "answer_key": "8-K filed Oct 6, 2026 (Items 5.02, 7.01, 9.01): Kevin Lobo steps down as CEO Dec 31 and becomes Executive Chair; Spencer Stiles becomes CEO Jan 1, 2027 (filing index). The May 20 8-K is stale.", "source_urls": ["https://www.sec.gov/Archives/edgar/data/310764/000119312526414956/0001193125-26-414956-index.htm", "https://www.sec.gov/cgi-bin/browse-edgar?action=getcompany&CIK=0000310764&type=8-K"]}
{"id": "F9", "use_case": "finance", "task": "Analyst asks about the Chilwa Minerals listing", "search_call": "Chilwa Minerals IPO price per share", "parameters": "window 7 days", "needs_back": "IPO price, ticker, exchange, pricing date", "freshness": "Week", "answer_key": "US$5.60 per ADS (625,000 ADSs, ~US$3.5M), ticker CHWM on the Nasdaq Capital Market, priced Oct 1, 2026 (release dated Sep 30). The expected $5.00 terms are stale.", "source_urls": ["https://www.nasdaq.com/market-activity/ipos", "https://api.nasdaq.com/api/ipo/calendar?date=2026-10"]}
{"id": "F10", "use_case": "finance", "task": "When does JPMorgan report Q3?", "search_call": "JPMorgan third quarter 2026 earnings release date", "parameters": "window 7 days", "needs_back": "Date, time of release and call", "freshness": "Week (upcoming)", "answer_key": "Tuesday Oct 13, 2026: results before the open (~7:00 a.m. ET), call at 8:30 a.m. ET.", "source_urls": ["https://www.jpmorganchase.com/ir", "https://web.archive.org/web/20261008095951/https://www.jpmorganchase.com/ir"]}