POSTS BY EMILY MULTIVECTOR
Canvassing, Ballot Cure Phonebanking, Ballot Chasing, Postcarding - In Philly, PA
November 4, 2024 at 3:25 AM
POSTS BY EMILY MULTIVECTOR
A few have asked to see more views of the Ent-F contest entry from 2011. So here you go a multivector mode and a ruff 3d render someone did. (I KNOW THERE IS A ENT-F IN CANON, this was my entrance in that contest). And I named the class the Lirpa class.
April 25, 2026 at 11:38 PM
A few have asked to see more views of the Ent-F contest entry from 2011. So here you go a multivector mode and a ruff 3d render someone did. (I KNOW THERE IS A ENT-F IN CANON, this was my entrance in that contest). And I named the class the Lirpa class.
And thwarted attempts at provoking violence with violence just prior. It was a multivector political attack. This was a hard won and well deserved victory. Congrats to Moldova!
September 28, 2025 at 11:36 PM
And thwarted attempts at provoking violence with violence just prior. It was a multivector political attack. This was a hard won and well deserved victory. Congrats to Moldova!
Omar's still on X unfortunately. And yeah everybody's sleeping on multivector BAD
why the hell aren’t more people using late interaction embedding models in agents? this is crazy
@lateinteraction.bsky.social are you here?
it’s crazy. since you can pick out just a few words from individual matches, the agent doesn’t need to intentionally search, so it’s like sidecar RAG
@lateinteraction.bsky.social are you here?
it’s crazy. since you can pick out just a few words from individual matches, the agent doesn’t need to intentionally search, so it’s like sidecar RAG
May 15, 2026 at 3:41 PM
Omar's still on X unfortunately. And yeah everybody's sleeping on multivector BAD
𝗦𝘁𝗮𝗿 𝗧𝗿𝗲𝗸 𝗖𝘂𝘀𝘁𝗼𝗺𝗶𝘇𝗮𝗯𝗹𝗲 𝗖𝗮𝗿𝗱 𝗚𝗮𝗺𝗲
𝘾𝙖𝙧𝙙 𝙉𝙖𝙢𝙚: 𝘜.𝘚.𝘚. 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴*
𝘾𝙖𝙧𝙙 𝙏𝙮𝙥𝙚: 𝘚𝘩𝘪𝘱
𝘼𝙛𝙛𝙞𝙡𝙞𝙖𝙩𝙞𝙤𝙣: 𝘙𝘰𝘮𝘶𝘭𝘢𝘯/𝘍𝘦𝘥𝘦𝘳𝘢𝘵𝘪𝘰𝘯
𝙍𝙤𝙡𝙚: 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴 𝘊𝘭𝘢𝘴𝘴
𝗬𝗼𝘂 𝗰𝗮𝗻 𝘀𝘁𝗶𝗹𝗹 𝗽𝗹𝗮𝘆 𝗳𝗼𝗿 𝗳𝗿𝗲𝗲!
Learn more at trekcc.org
January 3, 2026 at 9:00 PM
𝗦𝘁𝗮𝗿 𝗧𝗿𝗲𝗸 𝗖𝘂𝘀𝘁𝗼𝗺𝗶𝘇𝗮𝗯𝗹𝗲 𝗖𝗮𝗿𝗱 𝗚𝗮𝗺𝗲
𝘾𝙖𝙧𝙙 𝙉𝙖𝙢𝙚: 𝘜.𝘚.𝘚. 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴*
𝘾𝙖𝙧𝙙 𝙏𝙮𝙥𝙚: 𝘚𝘩𝘪𝘱
𝘼𝙛𝙛𝙞𝙡𝙞𝙖𝙩𝙞𝙤𝙣: 𝘙𝘰𝘮𝘶𝘭𝘢𝘯/𝘍𝘦𝘥𝘦𝘳𝘢𝘵𝘪𝘰𝘯
𝙍𝙤𝙡𝙚: 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴 𝘊𝘭𝘢𝘴𝘴
𝗬𝗼𝘂 𝗰𝗮𝗻 𝘀𝘁𝗶𝗹𝗹 𝗽𝗹𝗮𝘆 𝗳𝗼𝗿 𝗳𝗿𝗲𝗲!
Learn more at trekcc.org
𝗦𝘁𝗮𝗿 𝗧𝗿𝗲𝗸 𝗖𝘂𝘀𝘁𝗼𝗺𝗶𝘇𝗮𝗯𝗹𝗲 𝗖𝗮𝗿𝗱 𝗚𝗮𝗺𝗲
𝘾𝙖𝙧𝙙 𝙉𝙖𝙢𝙚: 𝘜.𝘚.𝘚. 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴 *𝘝𝘗
𝘾𝙖𝙧𝙙 𝙏𝙮𝙥𝙚: 𝘚𝘩𝘪𝘱
𝘼𝙛𝙛𝙞𝙡𝙞𝙖𝙩𝙞𝙤𝙣: 𝘙𝘰𝘮𝘶𝘭𝘢𝘯/𝘍𝘦𝘥𝘦𝘳𝘢𝘵𝘪𝘰𝘯
𝙍𝙤𝙡𝙚: 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴 𝘊𝘭𝘢𝘴𝘴
𝗬𝗼𝘂 𝗰𝗮𝗻 𝘀𝘁𝗶𝗹𝗹 𝗽𝗹𝗮𝘆 𝗳𝗼𝗿 𝗳𝗿𝗲𝗲!
Learn more at trekcc.org
August 2, 2026 at 3:00 AM
𝗦𝘁𝗮𝗿 𝗧𝗿𝗲𝗸 𝗖𝘂𝘀𝘁𝗼𝗺𝗶𝘇𝗮𝗯𝗹𝗲 𝗖𝗮𝗿𝗱 𝗚𝗮𝗺𝗲
𝘾𝙖𝙧𝙙 𝙉𝙖𝙢𝙚: 𝘜.𝘚.𝘚. 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴 *𝘝𝘗
𝘾𝙖𝙧𝙙 𝙏𝙮𝙥𝙚: 𝘚𝘩𝘪𝘱
𝘼𝙛𝙛𝙞𝙡𝙞𝙖𝙩𝙞𝙤𝙣: 𝘙𝘰𝘮𝘶𝘭𝘢𝘯/𝘍𝘦𝘥𝘦𝘳𝘢𝘵𝘪𝘰𝘯
𝙍𝙤𝙡𝙚: 𝘗𝘳𝘰𝘮𝘦𝘵𝘩𝘦𝘶𝘴 𝘊𝘭𝘢𝘴𝘴
𝗬𝗼𝘂 𝗰𝗮𝗻 𝘀𝘁𝗶𝗹𝗹 𝗽𝗹𝗮𝘆 𝗳𝗼𝗿 𝗳𝗿𝗲𝗲!
Learn more at trekcc.org
I can imagine the Lower Deckers fanboying/fangirling over of the warp nacelles and multivector assault mode. (different ship in the image below but the same idea). 😉
December 6, 2025 at 1:22 PM
I can imagine the Lower Deckers fanboying/fangirling over of the warp nacelles and multivector assault mode. (different ship in the image below but the same idea). 😉
It’s hard to imagine any ground invasion scenario succeeding without a million men and a multivector approach, and would Azerbaijan really oblige?
July 21, 2026 at 2:07 AM
It’s hard to imagine any ground invasion scenario succeeding without a million men and a multivector approach, and would Azerbaijan really oblige?
31. Yes, we see Prometheus’ multivector assault mode! How does this ability help give the Prometheus an advantage over their adversaries? Are there any downsides to the Prometheus when they use this mode?
#TrekBookClub #StarTrekFireWithFire
#TrekBookClub #StarTrekFireWithFire
December 7, 2025 at 7:45 PM
31. Yes, we see Prometheus’ multivector assault mode! How does this ability help give the Prometheus an advantage over their adversaries? Are there any downsides to the Prometheus when they use this mode?
#TrekBookClub #StarTrekFireWithFire
#TrekBookClub #StarTrekFireWithFire
Hot take: it's actually just all the countries that like to "multivector"
Trump's "Board of Peace": Belarus, Morocco, Vietnam, Kazakhstan, Hungary, Armenia, Egypt, Kosovo, Pakistan, Paraguay, Albania, Uzbekistan, Bahrain, Qatar, Indonesia.
The US’s new sphere of influence.
The US’s new sphere of influence.
January 22, 2026 at 4:53 PM
Hot take: it's actually just all the countries that like to "multivector"
“Kazakhstan needs to realize that the continued success of its hedging-centric approach is predicated on Russia behaving as a status quo power. This seems like a bad assumption to make.” Charles Sullivan
Between a Hawk and a Buzzard: Kazakhstan’s Choices on Russia
Kazakhstan might want to consider adjusting its multivector doctrine to buttress its sovereignty in an era of great uncertainty.
buff.ly
April 4, 2025 at 9:30 PM
“Kazakhstan needs to realize that the continued success of its hedging-centric approach is predicated on Russia behaving as a status quo power. This seems like a bad assumption to make.” Charles Sullivan
multivector attack mode !
November 6, 2025 at 7:31 PM
multivector attack mode !
Massive DDOS attack.
Distributed
Denial
Of
Service
Here’s how it works: You hijack a million computers and get them all to connect to the same site at the same time. Like having ten people key their VHF radio on the same frequency at the same time, everyone transmits, nobody hears anything.
Distributed
Denial
Of
Service
Here’s how it works: You hijack a million computers and get them all to connect to the same site at the same time. Like having ten people key their VHF radio on the same frequency at the same time, everyone transmits, nobody hears anything.
Cloudflare: World Record 7.3Tbps DDoS Attack Hits Mystery Target
Cloudflare says the attack is what it termed a 'multivector DDoS attack,' but said that 99.996% of the malicious attack traffic was executed via what is known as 'UDP floods.'
www.pcmag.com
June 22, 2025 at 8:59 PM
Massive DDOS attack.
Distributed
Denial
Of
Service
Here’s how it works: You hijack a million computers and get them all to connect to the same site at the same time. Like having ten people key their VHF radio on the same frequency at the same time, everyone transmits, nobody hears anything.
Distributed
Denial
Of
Service
Here’s how it works: You hijack a million computers and get them all to connect to the same site at the same time. Like having ten people key their VHF radio on the same frequency at the same time, everyone transmits, nobody hears anything.
i’m using qdrant which has very good multivector support, and i think they have a SaaS offering as well
May 15, 2026 at 5:12 PM
i’m using qdrant which has very good multivector support, and i think they have a SaaS offering as well
12/16 In Ukraine, the "structural elements of world war" converge. Russia has suffered 900,000 casualties while receiving support from China, North Korea and Iran in what Hill calls a "system-changing conflict with multivector loads of countries involved."
#SystemicWar
#SystemicWar
May 10, 2025 at 6:11 AM
12/16 In Ukraine, the "structural elements of world war" converge. Russia has suffered 900,000 casualties while receiving support from China, North Korea and Iran in what Hill calls a "system-changing conflict with multivector loads of countries involved."
#SystemicWar
#SystemicWar
Fast #VectorStore, #VectorSearch, #Clustering saved #NumPy arrays into files.
For #MultiVector and #LateInteraction
#OpenSource MIT lic
#RAG #SemanticSearch #AI #Embeddings
github.com/TusKANNy/tac...
For #MultiVector and #LateInteraction
#OpenSource MIT lic
#RAG #SemanticSearch #AI #Embeddings
github.com/TusKANNy/tac...
GitHub - TusKANNy/tachiom: Official repository of TACHIOM.
Official repository of TACHIOM. Contribute to TusKANNy/tachiom development by creating an account on GitHub.
github.com
June 17, 2026 at 12:43 PM
Fast #VectorStore, #VectorSearch, #Clustering saved #NumPy arrays into files.
For #MultiVector and #LateInteraction
#OpenSource MIT lic
#RAG #SemanticSearch #AI #Embeddings
github.com/TusKANNy/tac...
For #MultiVector and #LateInteraction
#OpenSource MIT lic
#RAG #SemanticSearch #AI #Embeddings
github.com/TusKANNy/tac...
house of cards and the work laptop are fighting. going back to sqlite. I will build a separate vector db service in the future to plug in for multivector embeddings. Twinning together with agent is too much hassle for slightly better semantic search.
Made the switch, `pkill crow-`-ed, nuked the old rust binaries, and now I'm reconstructing the house of cards of services that are now my agent, which feels more like kubectl every day.
Don't need to switch to ACP 2.0 to move to a persistent service model.
August 11, 2026 at 6:08 PM
house of cards and the work laptop are fighting. going back to sqlite. I will build a separate vector db service in the future to plug in for multivector embeddings. Twinning together with agent is too much hassle for slightly better semantic search.
Between a Hawk and a Buzzard: Kazakhstan’s Choices on Russia | "Kazakhstan might want to consider adjusting its multivector doctrine to buttress its sovereignty in an era of great uncertainty." Charles Sullivan
Between a Hawk and a Buzzard: Kazakhstan’s Choices on Russia
Kazakhstan might want to consider adjusting its multivector doctrine to buttress its sovereignty in an era of great uncertainty.
cepa.org
April 1, 2025 at 2:56 PM
Between a Hawk and a Buzzard: Kazakhstan’s Choices on Russia | "Kazakhstan might want to consider adjusting its multivector doctrine to buttress its sovereignty in an era of great uncertainty." Charles Sullivan
some vector DBs support multi-vectors, but it’s still uncommon:
Qdrant — qdrant.tech/documentatio...
Pinecone might, I thought ChromaDB did, but I can’t find it
Qdrant — qdrant.tech/documentatio...
Pinecone might, I thought ChromaDB did, but I can’t find it
How to Use Multivector Representations with Qdrant Effectively - Qdrant
Qdrant is an Open-Source Vector Database and Vector Search Engine written in Rust. It provides fast and scalable vector similarity search service with convenient API.
qdrant.tech
September 19, 2025 at 11:15 AM
some vector DBs support multi-vectors, but it’s still uncommon:
Qdrant — qdrant.tech/documentatio...
Pinecone might, I thought ChromaDB did, but I can’t find it
Qdrant — qdrant.tech/documentatio...
Pinecone might, I thought ChromaDB did, but I can’t find it
More people would use it if weaviate, pinecone, etc supported it but it's harder to scale than approx nearest neighbors. Qdrant advertises a hybrid approach that uses approx NN to filter candidates then full multivector match on candidates.
May 15, 2026 at 3:44 PM
More people would use it if weaviate, pinecone, etc supported it but it's harder to scale than approx nearest neighbors. Qdrant advertises a hybrid approach that uses approx NN to filter candidates then full multivector match on candidates.
Efficient Multivector Retrieval with Token-Aware Clustering and Hierarchical Indexing
Presents a multivector retrieval system that uses token-aware clustering to allocate centroids based on token frequency and semantic variance.
📝 arxiv.org/abs/2604.28142
👨🏽💻 github.com/TusKANNy/tac...
Presents a multivector retrieval system that uses token-aware clustering to allocate centroids based on token frequency and semantic variance.
📝 arxiv.org/abs/2604.28142
👨🏽💻 github.com/TusKANNy/tac...
Efficient Multivector Retrieval with Token-Aware Clustering and Hierarchical Indexing
Multivector retrieval models achieve state-of-the-art effectiveness through fine-grained token-level representations, but their deployment incurs substantial computational and memory costs. Current so...
arxiv.org
May 1, 2026 at 3:00 AM
Efficient Multivector Retrieval with Token-Aware Clustering and Hierarchical Indexing
Presents a multivector retrieval system that uses token-aware clustering to allocate centroids based on token frequency and semantic variance.
📝 arxiv.org/abs/2604.28142
👨🏽💻 github.com/TusKANNy/tac...
Presents a multivector retrieval system that uses token-aware clustering to allocate centroids based on token frequency and semantic variance.
📝 arxiv.org/abs/2604.28142
👨🏽💻 github.com/TusKANNy/tac...
"Astana is shifting from broad multivector diplomacy to a more focused, strategic neutrality that prioritizes regional development and calibrated relations with Russia, the PRC, and the West."
Multivector diplomacy has served Kazakhstan well.
jamestown.org/program/kaza...
Multivector diplomacy has served Kazakhstan well.
jamestown.org/program/kaza...
Kazakhstan Reinforces Multivector Foreign Policy
Executive Summary: Kazakhstan has awarded Rosatom the contract to build its first nuclear power plant, signaling continued collaboration with Russia while simultaneously exploring future partnerships ...
jamestown.org
July 10, 2025 at 12:37 AM
"Astana is shifting from broad multivector diplomacy to a more focused, strategic neutrality that prioritizes regional development and calibrated relations with Russia, the PRC, and the West."
Multivector diplomacy has served Kazakhstan well.
jamestown.org/program/kaza...
Multivector diplomacy has served Kazakhstan well.
jamestown.org/program/kaza...
Next week we will discuss this and more at the REKA conference of Clingendael.
Georgia’s so-called multivector foreign policy was set in motion to derail its long held western aspirations while (publicly) keeping Russia at bay, offering non-Russian foreign alternatives to the Georgian population.
Georgia’s so-called multivector foreign policy was set in motion to derail its long held western aspirations while (publicly) keeping Russia at bay, offering non-Russian foreign alternatives to the Georgian population.
August 31, 2025 at 11:17 AM
Next week we will discuss this and more at the REKA conference of Clingendael.
Georgia’s so-called multivector foreign policy was set in motion to derail its long held western aspirations while (publicly) keeping Russia at bay, offering non-Russian foreign alternatives to the Georgian population.
Georgia’s so-called multivector foreign policy was set in motion to derail its long held western aspirations while (publicly) keeping Russia at bay, offering non-Russian foreign alternatives to the Georgian population.