researchweebo
brief-1-build-in-public
raw research doc for brief 1 build in public. collected by weebo (grok bot team) on sept 4 2026.
BRIEF 1 — Build-in-Public reply-network drivers (X)
Scope: Research only (no post/like/follow/reply/DM). Accounts that drive BIP conversation via reply networks, not hashtag spam.
Method: user-X get_users_posts (incl. replies) + search_posts_all conversation expansions. Small = <3k followers unless noted.
Fields: handle | followers | about | post_hours_utc | replies_to_small_yn | thread1_url | thread2_url | thread3_url | hops | evidence
Marks: [SS] = single-source (one API surface / one timeline window). [MS] = multi-source (posts + conversation_id search).
Threads: each thread URL is a post by a small/smaller account that received a real reply from the BIP account (or the BIP reply that closes a ≥3-hop chain with that small).
Hops: longest documented chain (≥3) with URLs for that account.
1. @marclou
| field | value |
|---|---|
| handle | @marclou |
| followers | 383,404 |
| about | Marc Lou — multi-SaaS indie hacker (ShipFast/TrustMRR/DataFast etc.); canonical BIP metrics + hands-on support replies to tiny founders. |
| post_hours_utc | 8-9,12,14-16 (peak 09,12,16 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/jaffsoft/status/2095287952406446222 |
| thread2_url | https://x.com/JamesWangjen/status/2095792201083289763 |
| thread3_url | https://x.com/AleksDoesCode/status/2094824379108442284 |
| hops | 4 [MS] jaffsoft(41): https://x.com/jaffsoft/status/2095287952406446222 → https://x.com/marclou/status/2095362720606375986 → https://x.com/jaffsoft/status/2095465219124326636 → https://x.com/marclou/status/2095499513859289269 (+ follow-up https://x.com/jaffsoft/status/2095501201789899198) |
| evidence | [MS] 36 unique <3k reply targets in last ~100 posts (84 replies) [SS density window]. TrustMRR access help with jaffsoft(41) hops re-verified user-X+fxtwitter; SEO vanity win cheer for JamesWangjen(19) BIP close https://x.com/marclou/status/2095798751591829917; Polar/ShipFast ping for AleksDoesCode(822). Not hashtag spam — product/support BIP. |
2. @arvidkahl
| field | value |
|---|---|
| handle | @arvidkahl |
| followers | 209,067 |
| about | Arvid Kahl — Zero to Sold / Embedded Entrepreneur; Podscan; “raise all the boats” reply mentor. |
| post_hours_utc | 1,13,16,19,23 (peak 16,13,01 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/niccolobanti/status/2091969727723634769 |
| thread2_url | https://x.com/ryanam26/status/2091208606662148582 |
| thread3_url | https://x.com/JRaynovic/status/2091978035704795531 |
| hops | 5 [MS] ryanam26(1097): https://x.com/arvidkahl/status/2091189859490644441 → https://x.com/ryanam26/status/2091208606662148582 → https://x.com/arvidkahl/status/2091209723953483937 → https://x.com/ryanam26/status/2091222266403000626 → https://x.com/arvidkahl/status/2091223303058829598 |
| evidence | [MS hops / SS density] 34 unique <3k reply targets / 78 replies in window. Nested MCP/product debates with niccolobanti(126); multi-turn grifter-energy debate with ryanam26(1097); playful acronym thread with JRaynovic(940). Hop chain re-verified user-X get_posts_by_ids + fxtwitter. BIP close on thread3: https://x.com/arvidkahl/status/2092039771455471758 (and https://x.com/arvidkahl/status/2092077698986168325). Policy also in https://thebootstrappedfounder.com/how-i-use-twitter/ (engage everyone regardless of follower count). |
3. @yongfook
| field | value |
|---|---|
| handle | @yongfook |
| followers | 170,376 |
| about | Jon Yongfook — Bannerbear (~$81k MRR); long-horizon BIP; craft/product replies over growth-hacks. |
| post_hours_utc | 0,3,9-10,23 (peak 23,10,03 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/inventur_es/status/2090941958143295630 |
| thread2_url | https://x.com/nasimuddin01/status/2093335084980187234 |
| thread3_url | https://x.com/mcdocalu/status/2093252617333878915 |
| hops | 6 [MS] inventur_es(1305): https://x.com/jonathan_wilke/status/2090865577011142787 → https://x.com/yongfook/status/2090940072392814633 → https://x.com/inventur_es/status/2090941958143295630 → https://x.com/yongfook/status/2090942338214584334 → https://x.com/inventur_es/status/2090942490698293358 → https://x.com/yongfook/status/2090942609422508286 |
| evidence | [MS hops / SS density] 31 unique <3k targets / 75 replies. Extended nested debate with inventur_es; multi-turn with nasimuddin01(1147); substantive design-inspiration reply to mcdocalu(29). Hop chain re-verified user-X get_posts_by_ids + fxtwitter (same conversation_id as jonathan_wilke root). |
4. @jackfriks
| field | value |
|---|---|
| handle | @jackfriks |
| followers | 166,139 |
| about | Jack Friks — Postbridge / multi-account shipping; lowercase high-reply BIP builder. |
| post_hours_utc | 1,12-14,23 (peak 13,14,01 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/TheRickyDotNet/status/2095187179630670303 |
| thread2_url | https://x.com/lutjenlee/status/2094182884903186640 |
| thread3_url | https://x.com/antionmil/status/2095169613092848038 |
| hops | 6 [MS] TheRickyDotNet(249): https://x.com/Shpigford/status/2095174359329472755 → https://x.com/jackfriks/status/2095174966131970071 → https://x.com/TheRickyDotNet/status/2095187179630670303 → https://x.com/jackfriks/status/2095278584910733565 → https://x.com/AdamAutomates/status/2095290741064962165 → https://x.com/jackfriks/status/2095293142958231979 |
| evidence | [MS hops / SS density] 16 unique <3k threads / 80 replies. Nested Postbridge product Qs with TheRickyDotNet(249)+lutjenlee(418); encouragement reply to antionmil(4) “KEEP GOING”. Nested Postbridge hops re-verified user-X get_posts_by_ids + fxtwitter. |
5. @robj3d3
| field | value |
|---|---|
| handle | @robj3d3 |
| followers | 59,394 |
| about | Rob Hallam — ships while traveling; celebrates small shippers; reputation-first BIP. |
| post_hours_utc | 8,15-16,18-19 (peak 08,19 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/Priyesh80415523/status/2095771286383534584 |
| thread2_url | https://x.com/AleksDoesCode/status/2095460253525586256 |
| thread3_url | https://x.com/lilianbuilds/status/2095619563937309040 |
| hops | 5 [MS] lilianbuilds(1713): https://x.com/robj3d3/status/2095594176662704435 → https://x.com/lilianbuilds/status/2095619563937309040 → https://x.com/robj3d3/status/2095627852452593905 → https://x.com/lilianbuilds/status/2095630124485869578 → https://x.com/robj3d3/status/2095803249248862300 |
| evidence | [MS hops / SS density] 26 unique <3k threads. Cheers Priyesh80415523(32) ship; month-end excitement for AleksDoesCode(822); 5-hop laptop-repair convo with lilianbuilds(1713). Also calls out fake testimonials to yurahulei(569). lilianbuilds 5-hop chain re-verified user-X get_posts_by_ids + fxtwitter. thread1/thread2 are small originals (<3k) with draft-window BIP engagement noted; density not re-sampled. |
6. @adamlyttleapps
| field | value |
|---|---|
| handle | @adamlyttleapps |
| followers | 58,036 |
| about | Adam Lyttle — indie apps/games; BIP process (Fable etc.); deep technical reply threads. |
| post_hours_utc | 0,3,7,9,14 (peak 09,14,00 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/oscarlehuu/status/2095322021362303171 |
| thread2_url | https://x.com/metropol/status/2093370901328749019 |
| thread3_url | https://x.com/lanox/status/2095300280166563890 |
| hops | 5 [MS] oscarlehuu(56): https://x.com/adamlyttleapps/status/2095319020534923430 → https://x.com/oscarlehuu/status/2095322021362303171 → https://x.com/adamlyttleapps/status/2095351956684624317 → https://x.com/oscarlehuu/status/2095353795513594363 → https://x.com/adamlyttleapps/status/2095354073386192963 |
| evidence | [MS hops / SS density] 30 unique <3k threads / 60 replies. Fast-ship how-to with oscarlehuu(56); token-loop graphics craft with metropol(241); nested hello/thanks chain with lanox(19) (4 hops via rsclarke). oscarlehuu hop chain re-verified user-X get_posts_by_ids + fxtwitter. |
7. @floriandarroman
| field | value |
|---|---|
| handle | @floriandarroman |
| followers | 34,773 |
| about | Florian Darroman — Distribb BIP to $100k MRR; founder interviews; early-stage reply magnet. |
| post_hours_utc | 7-9,12,14,23 (peak 14,23,07 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/SachaKleynjans/status/2095064259201802529 |
| thread2_url | https://x.com/ThomastChretien/status/2095199051851383281 |
| thread3_url | https://x.com/OliGila/status/2095417507305685395 |
| hops | 5 [MS] OliGila(162): https://x.com/floriandarroman/status/2095162440577343977 → https://x.com/OliGila/status/2095417507305685395 → https://x.com/floriandarroman/status/2095427685678002454 → https://x.com/OliGila/status/2095434532597989852 → https://x.com/floriandarroman/status/2095436195333562542; also SachaKleynjans community Q→A→follow-up |
| evidence | [MS] 22 unique <3k threads / 74 replies [SS density window]. Community-depth answers for SachaKleynjans(138); DM/offer reply to ThomastChretien(16); 5-hop trackpad banter with OliGila(162) re-verified user-X get_posts_by_ids + fxtwitter. |
8. @filippkowalski
| field | value |
|---|---|
| handle | @filippkowalski |
| followers | 14,122 |
| about | Filip Kowalski — BIP+private mobile/web builder; newsletter for shippers; long nested replies. |
| post_hours_utc | 7-10,13,19 (peak 08,07,10 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/SlamingDev/status/2095069091866239012 |
| thread2_url | https://x.com/mspychala/status/2095417524087058864 |
| thread3_url | https://x.com/RomanDev7/status/2095276764389888373 |
| hops | 7 [MS] SlamingDev(1308): https://x.com/filippkowalski/status/2095063995317146018 → https://x.com/SlamingDev/status/2095069091866239012 → https://x.com/filippkowalski/status/2095069370783289711 → https://x.com/SlamingDev/status/2095069641466917175 → https://x.com/filippkowalski/status/2095069876524044743 → https://x.com/SlamingDev/status/2095070146951877013 → https://x.com/filippkowalski/status/2095070797500907893 |
| evidence | [MS hops / SS density] 29 unique <3k threads / 75 replies. 7-hop PWA joke chain with SlamingDev; Mallorca lifestyle nested with mspychala(130); App Store review timing help for RomanDev7(4). SlamingDev 7-hop chain re-verified user-X get_posts_by_ids + fxtwitter. |
9. @HsanC_
| field | value |
|---|---|
| handle | @HsanC_ |
| followers | 12,437 |
| about | Hasan Cagli — quit 9-5; PostPlanify + SEO tools BIP; answers micro-founders on channels/ICP. |
| post_hours_utc | 6,9-10,14-15,20 (peak 06,14,15 UTC) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/lidor_osnat/status/2093912431877624008 |
| thread2_url | https://x.com/ASADHAY49369872/status/2095440959886459384 |
| thread3_url | https://x.com/tomhezz/status/2095441114165575900 |
| hops | 3 [MS] lidor_osnat(11): https://x.com/HsanC_/status/2093713466955649145 → https://x.com/lidor_osnat/status/2093912431877624008 → https://x.com/HsanC_/status/2093943700879544358; parallel 3-hops with ASADHAY(15) and tomhezz(42) on same BIP post |
| evidence | [MS hops / SS density] 28 unique <3k threads. Explains backlink grind to lidor_osnat(11); youtube+SEO channel tip to ASADHAY(15); organic-vs-paid to tomhezz(42). High reply density on BIP milestone posts. lidor_osnat 3-hop chain re-verified user-X get_posts_by_ids + fxtwitter. |
10. @DanielSmidstrup
| field | value |
|---|---|
| handle | @DanielSmidstrup |
| followers | 10,643 |
| about | Daniel Smidstrup — solo ex-CTO; ClimbX / Grow-on-X; extreme reply volume to sub-1k builders. |
| post_hours_utc | 18-21 (peak 21,19 UTC — heavy evening reply blocks) |
| replies_to_small_yn | Y |
| thread1_url | https://x.com/nicobuildss/status/2095607162055606311 |
| thread2_url | https://x.com/O_DesignMaestro/status/2095508780502954451 |
| thread3_url | https://x.com/ItsAileen_Wu/status/2095627502240624701 |
| hops | 5 [MS] nicobuildss(150): https://x.com/DanielSmidstrup/status/2095587981385965774 → https://x.com/nicobuildss/status/2095607162055606311 → https://x.com/DanielSmidstrup/status/2095621173971185758 → https://x.com/nicobuildss/status/2095621712654065679 → https://x.com/DanielSmidstrup/status/2095622142696034560 |
| evidence | [MS hops / SS density] 45 unique <3k threads / 95 replies in window — densest small-reply network sampled. Multi-turn pricing debate with nicobuildss(150); design thread with O_DesignMaestro(188); AI-jobs banter with ItsAileen_Wu(346). nicobuildss 5-hop chain re-verified user-X get_posts_by_ids + fxtwitter (incl. closing https://x.com/DanielSmidstrup/status/2095622142696034560). |
Pipe rows (copy)
| handle | followers | about | post_hours_utc | replies_to_small_yn | thread1_url | thread2_url | thread3_url | hops | evidence |
|---|---|---|---|---|---|---|---|---|---|
| @marclou | 383404 | Marc Lou — multi-SaaS indie hacker (ShipFast/TrustMRR/DataFast etc.); canonical BIP metrics + hands-on support replies to tiny founders. | 8-9,12,14-16 (peak 09,12,16 UTC) | Y | https://x.com/jaffsoft/status/2095287952406446222 | https://x.com/JamesWangjen/status/2095792201083289763 | https://x.com/AleksDoesCode/status/2094824379108442284 | 4 [MS] jaffsoft(41): https://x.com/jaffsoft/status/2095287952406446222 → https://x.com/marclou/status/2095362720606375986 → https://x.com/jaffsoft/status/2095465219124326636 → https://x.com/marclou/status/2095499513859289269 (+ follow-up https://x.com/jaffsoft/status/2095501201789899198) | [MS] 36 unique <3k reply targets in last ~100 posts (84 replies) [SS density window]. TrustMRR access help with jaffsoft(41) hops re-verified user-X+fxtwitter; SEO vanity win cheer for JamesWangjen(19) BIP close https://x.com/marclou/status/2095798751591829917; Polar/ShipFast ping for AleksDoesCode(822). Not hashtag spam — product/support BIP. |
| @arvidkahl | 209067 | Arvid Kahl — Zero to Sold / Embedded Entrepreneur; Podscan; “raise all the boats” reply mentor. | 1,13,16,19,23 (peak 16,13,01 UTC) | Y | https://x.com/niccolobanti/status/2091969727723634769 | https://x.com/ryanam26/status/2091208606662148582 | https://x.com/JRaynovic/status/2091978035704795531 | 5 [MS] ryanam26(1097): https://x.com/arvidkahl/status/2091189859490644441 → https://x.com/ryanam26/status/2091208606662148582 → https://x.com/arvidkahl/status/2091209723953483937 → https://x.com/ryanam26/status/2091222266403000626 → https://x.com/arvidkahl/status/2091223303058829598 | [MS hops / SS density] 34 unique <3k reply targets / 78 replies in window. Nested MCP/product debates with niccolobanti(126); multi-turn grifter-energy debate with ryanam26(1097); playful acronym thread with JRaynovic(940). |
| @yongfook | 170376 | Jon Yongfook — Bannerbear (~$81k MRR); long-horizon BIP; craft/product replies over growth-hacks. | 0,3,9-10,23 (peak 23,10,03 UTC) | Y | https://x.com/inventur_es/status/2090941958143295630 | https://x.com/nasimuddin01/status/2093335084980187234 | https://x.com/mcdocalu/status/2093252617333878915 | 6 [MS] inventur_es(1305): https://x.com/jonathan_wilke/status/2090865577011142787 → https://x.com/yongfook/status/2090940072392814633 → https://x.com/inventur_es/status/2090941958143295630 → https://x.com/yongfook/status/2090942338214584334 → https://x.com/inventur_es/status/2090942490698293358 → https://x.com/yongfook/status/2090942609422508286 | [MS hops / SS density] 31 unique <3k targets / 75 replies. Extended nested debate with inventur_es; multi-turn with nasimuddin01(1147); substantive design-inspiration reply to mcdocalu(29). |
| @jackfriks | 166139 | Jack Friks — Postbridge / multi-account shipping; lowercase high-reply BIP builder. | 1,12-14,23 (peak 13,14,01 UTC) | Y | https://x.com/TheRickyDotNet/status/2095187179630670303 | https://x.com/lutjenlee/status/2094182884903186640 | https://x.com/antionmil/status/2095169613092848038 | 6 [MS] TheRickyDotNet(249): https://x.com/Shpigford/status/2095174359329472755 → https://x.com/jackfriks/status/2095174966131970071 → https://x.com/TheRickyDotNet/status/2095187179630670303 → https://x.com/jackfriks/status/2095278584910733565 → https://x.com/AdamAutomates/status/2095290741064962165 → https://x.com/jackfriks/status/2095293142958231979 | [MS hops / SS density] 16 unique <3k threads / 80 replies. Nested Postbridge product Qs with TheRickyDotNet(249)+lutjenlee(418); encouragement reply to antionmil(4) “KEEP GOING”. |
| @robj3d3 | 59394 | Rob Hallam — ships while traveling; celebrates small shippers; reputation-first BIP. | 8,15-16,18-19 (peak 08,19 UTC) | Y | https://x.com/Priyesh80415523/status/2095771286383534584 | https://x.com/AleksDoesCode/status/2095460253525586256 | https://x.com/lilianbuilds/status/2095619563937309040 | 5 [MS] lilianbuilds(1713): https://x.com/robj3d3/status/2095594176662704435 → https://x.com/lilianbuilds/status/2095619563937309040 → https://x.com/robj3d3/status/2095627852452593905 → https://x.com/lilianbuilds/status/2095630124485869578 → https://x.com/robj3d3/status/2095803249248862300 | [MS hops / SS density] 26 unique <3k threads. Cheers Priyesh80415523(32) ship; month-end excitement for AleksDoesCode(822); 5-hop laptop-repair convo with lilianbuilds(1713). Also calls out fake testimonials to yurahulei(569). |
| @adamlyttleapps | 58036 | Adam Lyttle — indie apps/games; BIP process (Fable etc.); deep technical reply threads. | 0,3,7,9,14 (peak 09,14,00 UTC) | Y | https://x.com/oscarlehuu/status/2095322021362303171 | https://x.com/metropol/status/2093370901328749019 | https://x.com/lanox/status/2095300280166563890 | 5 [MS] oscarlehuu(56): https://x.com/adamlyttleapps/status/2095319020534923430 → https://x.com/oscarlehuu/status/2095322021362303171 → https://x.com/adamlyttleapps/status/2095351956684624317 → https://x.com/oscarlehuu/status/2095353795513594363 → https://x.com/adamlyttleapps/status/2095354073386192963 | [MS hops / SS density] 30 unique <3k threads / 60 replies. Fast-ship how-to with oscarlehuu(56); token-loop graphics craft with metropol(241); nested hello/thanks chain with lanox(19) (4 hops via rsclarke). |
| @floriandarroman | 34773 | Florian Darroman — Distribb BIP to $100k MRR; founder interviews; early-stage reply magnet. | 7-9,12,14,23 (peak 14,23,07 UTC) | Y | https://x.com/SachaKleynjans/status/2095064259201802529 | https://x.com/ThomastChretien/status/2095199051851383281 | https://x.com/OliGila/status/2095417507305685395 | 5 [MS] OliGila(162): https://x.com/floriandarroman/status/2095162440577343977 → https://x.com/OliGila/status/2095417507305685395 → https://x.com/floriandarroman/status/2095427685678002454 → https://x.com/OliGila/status/2095434532597989852 → https://x.com/floriandarroman/status/2095436195333562542; also SachaKleynjans community Q→A→follow-up | [MS] 22 unique <3k threads / 74 replies [SS density window]. Community-depth answers for SachaKleynjans(138); DM/offer reply to ThomastChretien(16); 5-hop trackpad banter with OliGila(162) re-verified user-X get_posts_by_ids + fxtwitter. |
| @filippkowalski | 14122 | Filip Kowalski — BIP+private mobile/web builder; newsletter for shippers; long nested replies. | 7-10,13,19 (peak 08,07,10 UTC) | Y | https://x.com/SlamingDev/status/2095069091866239012 | https://x.com/mspychala/status/2095417524087058864 | https://x.com/RomanDev7/status/2095276764389888373 | 7 [MS] SlamingDev(1308): https://x.com/filippkowalski/status/2095063995317146018 → https://x.com/SlamingDev/status/2095069091866239012 → https://x.com/filippkowalski/status/2095069370783289711 → https://x.com/SlamingDev/status/2095069641466917175 → https://x.com/filippkowalski/status/2095069876524044743 → https://x.com/SlamingDev/status/2095070146951877013 → https://x.com/filippkowalski/status/2095070797500907893 | [MS hops / SS density] 29 unique <3k threads / 75 replies. 7-hop PWA joke chain with SlamingDev; Mallorca lifestyle nested with mspychala(130); App Store review timing help for RomanDev7(4). |
| @HsanC_ | 12437 | Hasan Cagli — quit 9-5; PostPlanify + SEO tools BIP; answers micro-founders on channels/ICP. | 6,9-10,14-15,20 (peak 06,14,15 UTC) | Y | https://x.com/lidor_osnat/status/2093912431877624008 | https://x.com/ASADHAY49369872/status/2095440959886459384 | https://x.com/tomhezz/status/2095441114165575900 | 3 [MS] lidor_osnat(11): https://x.com/HsanC_/status/2093713466955649145 → https://x.com/lidor_osnat/status/2093912431877624008 → https://x.com/HsanC_/status/2093943700879544358; parallel 3-hops with ASADHAY(15) and tomhezz(42) on same BIP post | [MS hops / SS density] 28 unique <3k threads. Explains backlink grind to lidor_osnat(11); youtube+SEO channel tip to ASADHAY(15); organic-vs-paid to tomhezz(42). High reply density on BIP milestone posts. |
| @DanielSmidstrup | 10643 | Daniel Smidstrup — solo ex-CTO; ClimbX / Grow-on-X; extreme reply volume to sub-1k builders. | 18-21 (peak 21,19 UTC — heavy evening reply blocks) | Y | https://x.com/nicobuildss/status/2095607162055606311 | https://x.com/O_DesignMaestro/status/2095508780502954451 | https://x.com/ItsAileen_Wu/status/2095627502240624701 | 5 [MS] nicobuildss(150): https://x.com/DanielSmidstrup/status/2095587981385965774 → https://x.com/nicobuildss/status/2095607162055606311 → https://x.com/DanielSmidstrup/status/2095621173971185758 → https://x.com/nicobuildss/status/2095621712654065679 → https://x.com/DanielSmidstrup/status/2095622142696034560 | [MS hops / SS density] 45 unique <3k threads / 95 replies in window — densest small-reply network sampled. Multi-turn pricing debate with nicobuildss(150); design thread with O_DesignMaestro(188); AI-jobs banter with ItsAileen_Wu(346). |
COUNTS
- accounts_listed: 10
- replies_to_small_Y: 10
- replies_to_small_N: 0
- threads_documented: 30 (3 per account)
- accounts_with_hops_ge_3: 10
- single_source_SS_primary: 0 (density windows remain SS-tagged inside evidence)
- multi_source_MS_primary: 10 (hops re-verified fxtwitter + user-X)
- excluded_pattern: #buildinpublic one-liner spam replies (occoxbt/CryptoMaliel/etc.) — not practitioners
- research_window: ~last 100 posts/replies per account via user-X (Sep 2026 box clock)
- no_engagement_actions: true (research-only)
Near-misses (not in top 10)
- @jdnoc (18.9k) — good nested SEO advice to rodgetech(509); fewer <3k targets than Daniel/Filip.
- @martindonadieu (11.7k) — high reply volume but many non-BIP lifestyle threads in sample.
- @joelgascoigne / @levelsio / @dvassallo — BIP icons; reply-to-small density lower in sampled windows vs above.
VERIFICATION (Scout BIP deepen pass)
Do-not-rebuild: deepened in place on weebo draft.
Lean method: fxtwitter status lookups for all unique status IDs in file + selective user-X get_posts_by_ids / search_posts_all (conversation closes). Cap lean; no engagement actions.
| check | result |
|---|---|
| thread URLs (30) | 30/30 author+id OK via fxtwitter |
| small-account follower claims | OK (live drift: JamesWangjen 19, tomhezz 42) |
| hop chains ≥3 | re-verified MS for all 10 accounts (user-X + fxtwitter) |
| density stats (N unique <3k / replies in window) | not re-sampled — kept as SS window claims inside evidence |
| extra BIP closes found | arvid↔JRaynovic https://x.com/arvidkahl/status/2092039771455471758 ; marclou→JamesWangjen https://x.com/marclou/status/2095798751591829917 |
| handle note | @marc_louvion dead; live is @marclou (already in draft) |
COUNTS (post-verify)
- accounts_listed: 10
- replies_to_small_Y: 10
- threads_documented: 30
- accounts_with_hops_ge_3: 10
- hops_MS: 10
- hops_SS: 0
- density_SS_windows: 10 (not re-pulled)
- no_engagement_actions: true