# ![@jeffreyhuber Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::15728306.png) @jeffreyhuber Jeff Huber

Jeff Huber posts on X about ai, engineering, llm, in the the most. They currently have [-----] followers and [---] posts still getting attention that total [---] engagements in the last [--] hours.

### Engagements: [---] [#](/creator/twitter::15728306/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15728306/c:line/m:interactions.svg)

- [--] Week [------] +44%
- [--] Month [-------] -64%
- [--] Months [-------] -15%
- [--] Year [---------] +2,255%

### Mentions: [--] [#](/creator/twitter::15728306/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15728306/c:line/m:posts_active.svg)

- [--] Week [--] +8.70%
- [--] Month [--] +3.30%
- [--] Months [---] +107%
- [--] Year [---] +653%

### Followers: [-----] [#](/creator/twitter::15728306/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15728306/c:line/m:followers.svg)

- [--] Week [-----] +0.84%
- [--] Month [-----] +2.70%
- [--] Months [-----] +34%
- [--] Year [-----] +85%

### CreatorRank: [---------] [#](/creator/twitter::15728306/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15728306/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[social networks](/list/social-networks)  3.54% [technology brands](/list/technology-brands)  3.54% [finance](/list/finance)  1.77% [stocks](/list/stocks)  1.77% [gaming](/list/gaming)  0.88% [automotive brands](/list/automotive-brands)  0.88%

**Social topic influence**
[ai](/topic/ai) 11.5%, [engineering](/topic/engineering) 6.19%, [llm](/topic/llm) 5.31%, [in the](/topic/in-the) 4.42%, [jeff](/topic/jeff) #1946, [app](/topic/app) 3.54%, [search](/topic/search) 3.54%, [play](/topic/play) 2.65%, [code](/topic/code) 2.65%, [future](/topic/future) 2.65%

**Top accounts mentioned or mentioned by**
[@tnm](/creator/undefined) [@rsg](/creator/undefined) [@willdepue](/creator/undefined) [@kiwicopple](/creator/undefined) [@jxnlco](/creator/undefined) [@deedydas](/creator/undefined) [@aravsrinivas](/creator/undefined) [@tryramp](/creator/undefined) [@zainhoda](/creator/undefined) [@lateinteraction](/creator/undefined) [@hwchase17](/creator/undefined) [@brianlovin](/creator/undefined) [@joshkale](/creator/undefined) [@joesciarrino](/creator/undefined) [@tomaarsen](/creator/undefined) [@peonysnow](/creator/undefined) [@davidgomes](/creator/undefined) [@beffjezos](/creator/undefined) [@saimaddali](/creator/undefined) [@databricks](/creator/undefined)

**Top assets mentioned**
[Microsoft Corp. (MSFT)](/topic/microsoft) [Alphabet Inc Class A (GOOGL)](/topic/$googl)
### Top Social Posts
Top posts by engagements in the last [--] hours

"if agents today can write all the code you want - i will humbly suggest you arent thinking big enough"  
[X Link](https://x.com/jeffreyhuber/status/2022443543504261216)  2026-02-13T22:51Z [----] followers, [----] engagements


"# The Context Layer The impact of AI on how organizations work is just beginning. Today humans use LLMs by pasting in text and asking for feedback. Even by next year this will seem archaic and antiquated. AI is going to turbo-charge the productivity of information work. Skilled humans with AI at their beck and call will be 10-100x more productive than they are today. It's not even hard to imagine this- software that would have taken me many weeks or months to build can now be done in days. Next year - what takes days will take hours. SaaS as we have known it is dead. This is a great re-wiring"  
[X Link](https://x.com/jeffreyhuber/status/1998049127263764956)  2025-12-08T15:16Z [----] followers, 24.9K engagements


"you can feel the vibes - all the "big winner" companies in AI posting as if their life depended on it no one is safe"  
[X Link](https://x.com/jeffreyhuber/status/2010186128599724544)  2026-01-11T03:04Z [----] followers, 12.6K engagements


"having a shared slack with the Gemini team is awesome because they have such great vibes"  
[X Link](https://x.com/jeffreyhuber/status/2018439394437570916)  2026-02-02T21:40Z [----] followers, [----] engagements


"weekly installs pip install chromadb now over 10M a month and 100M all-time"  
[X Link](https://x.com/jeffreyhuber/status/2019446675509490164)  2026-02-05T16:23Z [----] followers, [----] engagements


"@tnm @zain_hoda i tell at least one person this every single day there are advantages to being old(ish) - weve seen this play before"  
[X Link](https://x.com/jeffreyhuber/status/2020298025256804471)  2026-02-08T00:45Z [----] followers, [--] engagements


"RLM is *primarily* about adding deterministic looping parallelization and recursion control flow to AI agents This ability is achieved by moving things out of LLM context and into code (eg python REPL)"  
[X Link](https://x.com/jeffreyhuber/status/2020524379180818478)  2026-02-08T15:45Z [----] followers, 19.6K engagements


"@lateinteraction @hwchase17 i got you guys https://x.com/jeffreyhuber/status/2020524379180818478 RLM is *primarily* about adding deterministic looping parallelization and recursion control flow to AI agents This ability is achieved by moving things out of LLM context and into code (eg python REPL) https://x.com/jeffreyhuber/status/2020524379180818478 RLM is *primarily* about adding deterministic looping parallelization and recursion control flow to AI agents This ability is achieved by moving things out of LLM context and into code (eg python REPL)"  
[X Link](https://x.com/jeffreyhuber/status/2020597177412985304)  2026-02-08T20:34Z [----] followers, [---] engagements


"@brian_lovin Chroma remains steadfast"  
[X Link](https://x.com/jeffreyhuber/status/2020900564473975015)  2026-02-09T16:40Z [----] followers, [---] engagements


"@rsg @JoshKale ah - global illumination only that makes sense"  
[X Link](https://x.com/jeffreyhuber/status/2021264357120680000)  2026-02-10T16:45Z [----] followers, [--] engagements


"@willdepue dont you work there"  
[X Link](https://x.com/jeffreyhuber/status/2021307473538195859)  2026-02-10T19:37Z [----] followers, [----] engagements


"@kiwicopple @JoeSciarrino love it when friends get together"  
[X Link](https://x.com/jeffreyhuber/status/2021642273487040595)  2026-02-11T17:47Z [----] followers, [----] engagements


"@tomaarsen @peony__snow static embedding models are very cool"  
[X Link](https://x.com/jeffreyhuber/status/2021719754764136525)  2026-02-11T22:55Z [----] followers, [--] engagements


"@davidgomes wait until after the rain how clear the air is - even more breathtaking"  
[X Link](https://x.com/jeffreyhuber/status/2021756660923118023)  2026-02-12T01:22Z [----] followers, [--] engagements


"@beffjezos RLM is RAG is this rage bait ive seen this exact rage bait on this timeline before"  
[X Link](https://x.com/jeffreyhuber/status/2020522236277317883)  2026-02-08T15:36Z [----] followers, [----] engagements


"@jxnlco for some reason i just heard counterstrike headshot echo through my head"  
[X Link](https://x.com/jeffreyhuber/status/2022746050226995536)  2026-02-14T18:53Z [----] followers, [---] engagements


"@saimaddali @databricks chromas architecture and economic model is very much inspired by databricks. grateful they paved the way"  
[X Link](https://x.com/jeffreyhuber/status/2022753432982163575)  2026-02-14T19:22Z [----] followers, [---] engagements


"Context engineering is a far better term than prompt engineering or RAG. It's helpful to think of it in [--] stages [--]. Gather - get all possible relevant information [--]. Glean - cull down only the information needed"  
[X Link](https://x.com/jeffreyhuber/status/1953481378269401198)  2025-08-07T15:40Z [----] followers, 43.9K engagements


"@chamath OSS BYOC is the way"  
[X Link](https://x.com/jeffreyhuber/status/2022028879117136101)  2026-02-12T19:23Z [----] followers, [----] engagements


"@tanayj use chroma in your RL training loop for search easily scales to 1000s of QPS"  
[X Link](https://x.com/jeffreyhuber/status/2021728494577996066)  2026-02-11T23:30Z [----] followers, [---] engagements


"as more of the economy moves to AI agents the importance of high availability data systems will increase dramatically"  
[X Link](https://x.com/jeffreyhuber/status/2023085254702174281)  2026-02-15T17:21Z [----] followers, [----] engagements


"@amasad note the date https://x.com/jeffreyhuber/status/1094796921854615552 The killer app for AR is desk based work enhancement for knowledge workers. But I haven't come across anyone working on this. https://x.com/jeffreyhuber/status/1094796921854615552 The killer app for AR is desk based work enhancement for knowledge workers. But I haven't come across anyone working on this"  
[X Link](https://x.com/jeffreyhuber/status/1580956819802841089)  2022-10-14T16:20Z [----] followers, [--] engagements


"A new web browser powered by a large model that redraws HTML to your preferences -- no ads high info density remove stupidity cyperpunk trending on artstation"  
[X Link](https://x.com/jeffreyhuber/status/1592238128731152384)  2022-11-14T19:28Z [----] followers, [---] engagements


"welcome Nell Genevieve Huber"  
[X Link](https://x.com/jeffreyhuber/status/1602884128168284160)  2022-12-14T04:32Z [----] followers, [---] engagements


"looking for a django dev to work on a high impact AI project - immediate start DM me if this goes well it will be on the front page of the internet for weeks"  
[X Link](https://x.com/jeffreyhuber/status/1604982718810374144)  2022-12-19T23:31Z [----] followers, 53.5K engagements


"chroma is hiring engineers DMs open come work with us to build the best vector database to ever exist hiring across the whole stack https://www.notion.so/careers-chroma-9d017c3007c7478ebd85bad854101497 https://www.notion.so/careers-chroma-9d017c3007c7478ebd85bad854101497"  
[X Link](https://x.com/jeffreyhuber/status/1638962876529659909)  2023-03-23T17:56Z [----] followers, 52.6K engagements


"replit + chroma https://blog.replit.com/chroma https://blog.replit.com/chroma"  
[X Link](https://x.com/jeffreyhuber/status/1643725885198209024)  2023-04-05T21:22Z [----] followers, [----] engagements


"I'm thrilled to announce Chroma's $18M seed round led by Quiet Capital We are excited to continue to invest deeply in the project and make it a ubiquitous open source standard https://www.trychroma.com/blog/seed https://www.trychroma.com/blog/seed"  
[X Link](https://x.com/jeffreyhuber/status/1643987813346742274)  2023-04-06T14:43Z [----] followers, 351K engagements


"chroma started in a turrell as it should be"  
[X Link](https://x.com/jeffreyhuber/status/1645989298477613056)  2023-04-12T03:16Z [----] followers, 15.5K engagements


"@TenreiroDaniel wait till he hears about SPaCGPT"  
[X Link](https://x.com/jeffreyhuber/status/1647384639584223232)  2023-04-15T23:41Z [----] followers, 14.5K engagements


"I gave a [--] minute talk at Bloomberg Beta on Tuesday for SF Tech Week and many people asked for the code. Nothing too crazy but is a gentle introduction to projecting clustering and creating ontologies for embeddings https://github.com/jeffchuber/chroma-demo https://github.com/jeffchuber/chroma-demo"  
[X Link](https://x.com/jeffreyhuber/status/1664776008539738112)  2023-06-02T23:28Z [----] followers, 14.9K engagements


".@karpathy 's software [---] is such a fun re-read in [----] the largest secular trend of our generation https://karpathy.medium.com/software-2-0-a64152b37c35 https://karpathy.medium.com/software-2-0-a64152b37c35"  
[X Link](https://x.com/jeffreyhuber/status/1666502381104947203)  2023-06-07T17:48Z [----] followers, [----] engagements


"Thiel in 2012"  
[X Link](https://x.com/jeffreyhuber/status/1691474951512203264)  2023-08-15T15:40Z [----] followers, 101.4K engagements


""we cant we dont know how""  
[X Link](https://x.com/jeffreyhuber/status/1709394221889675743)  2023-10-04T02:25Z [----] followers, [----] engagements


"@shauseth mans search for meaning"  
[X Link](https://x.com/jeffreyhuber/status/1710338670245413101)  2023-10-06T16:58Z [----] followers, [----] engagements


"@HarperSCarroll the way i describe it is: - Fine-tuning is teaching your system **how to think** - Retrieval is teaching your system **what to think**"  
[X Link](https://x.com/jeffreyhuber/status/1717684607385227575)  2023-10-26T23:28Z [----] followers, [----] engagements


"Up until this point I've led design at @trychroma but as we grow we need someone who is entirely obsessively focused on designing our brand product and our future design practice itself. my dms are open"  
[X Link](https://x.com/jeffreyhuber/status/1724501883715547369)  2023-11-14T18:57Z [----] followers, 32.5K engagements


"the biggest risk for e/acc is becoming the mimetic double of EA they are well on their way"  
[X Link](https://x.com/jeffreyhuber/status/1728805587280908499)  2023-11-26T15:59Z [----] followers, 12.7K engagements


"mistral 7B is the worse its ever going to get"  
[X Link](https://x.com/jeffreyhuber/status/1728860926915616823)  2023-11-26T19:39Z [----] followers, 39.5K engagements


"Chroma just crossed 1M downloads per month and is #1 in python #1 OSS in JS and now #1 in LangChain we have many exciting things planned for [----] come help us build it in SF - distributed systems - product engineering - design (visual and product) - developer relations https://www.notion.so/trychroma/careers-chroma-9d017c3007c7478ebd85bad854101497 https://twitter.com/LangChainAI/status/1737884196465782901/photo/3 https://www.notion.so/trychroma/careers-chroma-9d017c3007c7478ebd85bad854101497 https://twitter.com/LangChainAI/status/1737884196465782901/photo/3"  
[X Link](https://x.com/jeffreyhuber/status/1737888499385110838)  2023-12-21T17:31Z [----] followers, 34.9K engagements


"Microsoft wanted to make Google dance. but I think it's actually going to be Perplexity"  
[X Link](https://x.com/jeffreyhuber/status/1745234424873337339)  2024-01-11T00:01Z [----] followers, 917.1K engagements


"the plow and its consequences have been a disaster for subsistence farming WHO DID THIS https://t.co/9c0DhLGxn5 WHO DID THIS https://t.co/9c0DhLGxn5"  
[X Link](https://x.com/jeffreyhuber/status/1748433743050899679)  2024-01-19T19:54Z [----] followers, 62.1K engagements


"My talk on "Open Source in AI" is now up https://www.coss.community/cossc/ocs-2023-jeff-huber-chroma-4kg3 https://www.coss.community/cossc/ocs-2023-jeff-huber-chroma-4kg3"  
[X Link](https://x.com/jeffreyhuber/status/1755324229841752567)  2024-02-07T20:14Z [----] followers, [----] engagements


"@atroyn another day in the bit mines"  
[X Link](https://x.com/jeffreyhuber/status/1761866150919708974)  2024-02-25T21:29Z [----] followers, [----] engagements


"📸 spotted at chroma"  
[X Link](https://x.com/jeffreyhuber/status/1766161028939948139)  2024-03-08T17:56Z [----] followers, 10.2K engagements


"getting together some folks interested in systems engineering in SF - excited to learn more about pingcap alluxio and ray limited space for the 1st one link in replies (b/c algo) (very much inspired by @eatonphil)"  
[X Link](https://x.com/jeffreyhuber/status/1820928040978808899)  2024-08-06T21:00Z [----] followers, 20.1K engagements


"@ashleevance duo sells a different product than language learning they sell edutainment"  
[X Link](https://x.com/jeffreyhuber/status/1840130062382969056)  2024-09-28T20:42Z [----] followers, [----] engagements


"object-storage is the future of database durability chroma's engineering team has been heads down for [--] months to make this a reality for retrieval: vector metadata full-text search. fully open-source Apache [---] We're building a horizontally scalable cloud-native distributed system designed from the ground up to power retrieval for AI application workloads. Here's how. (Link in next post) https://t.co/pucn3M3WBa We're building a horizontally scalable cloud-native distributed system designed from the ground up to power retrieval for AI application workloads. Here's how. (Link in next post)"  
[X Link](https://x.com/jeffreyhuber/status/1843441606080508092)  2024-10-08T00:01Z [----] followers, 13.3K engagements


"interesting how many famous VC firms have privately terrible reputations what explains this"  
[X Link](https://x.com/jeffreyhuber/status/1845176525005652365)  2024-10-12T18:55Z [----] followers, 107.1K engagements


"@benkohlmann the real achiever here is his wife"  
[X Link](https://x.com/jeffreyhuber/status/1858314884154319272)  2024-11-18T01:02Z [----] followers, 11.5K engagements


"@zestular anduril allocation"  
[X Link](https://x.com/jeffreyhuber/status/1859810608251797781)  2024-11-22T04:06Z [----] followers, 13.2K engagements


"@rauchg such an easy tell for who cares about craft and who doesnt"  
[X Link](https://x.com/jeffreyhuber/status/1867282426172780837)  2024-12-12T18:56Z [----] followers, 13.6K engagements


"agents mean that for the first time - operating systems need to be natively multiplayer"  
[X Link](https://x.com/jeffreyhuber/status/1871262279788028259)  2024-12-23T18:31Z [----] followers, 45.1K engagements


"facebook paper was a great app"  
[X Link](https://x.com/jeffreyhuber/status/1880440082446111120)  2025-01-18T02:20Z [----] followers, 11.4K engagements


"godspeed anton ad astra on the occasion of my 37th birthday im announcing my departure from chroma. https://t.co/mSA1xXVbVd on the occasion of my 37th birthday im announcing my departure from chroma. https://t.co/mSA1xXVbVd"  
[X Link](https://x.com/jeffreyhuber/status/1885738375795408985)  2025-02-01T17:13Z [----] followers, [----] engagements


"i'm hiring a chief of staff to work directly with me at chroma 90% chance i find this person through X: the everything app please help me find this person"  
[X Link](https://x.com/jeffreyhuber/status/1887299336847171750)  2025-02-06T00:36Z [----] followers, 19.5K engagements


"happy birthday Chroma you turn [--] today. it's been watching you grow up. 30M downloads in [--] years is a lot cant wait to see what you do in year 3"  
[X Link](https://x.com/jeffreyhuber/status/1890529431887679901)  2025-02-14T22:31Z [----] followers, [----] engagements


"mildly interesting"  
[X Link](https://x.com/jeffreyhuber/status/1890861308628627627)  2025-02-15T20:30Z [----] followers, 2.3M engagements


"@WillManidis matthew mark luke and john"  
[X Link](https://x.com/jeffreyhuber/status/1899509679669285365)  2025-03-11T17:16Z [----] followers, [----] engagements


"@goodside keeps telling me it cant do images of people why"  
[X Link](https://x.com/jeffreyhuber/status/1900277474975768688)  2025-03-13T20:07Z [----] followers, 21.6K engagements


"@deedydas this is a hotel"  
[X Link](https://x.com/jeffreyhuber/status/1900764772095979908)  2025-03-15T04:23Z [----] followers, 18.3K engagements


"@auren legend was that he would walk from sea cliff to downtown - true"  
[X Link](https://x.com/jeffreyhuber/status/1902196295093112991)  2025-03-19T03:11Z [----] followers, [----] engagements


"@adcock_brett this still looks like Biden"  
[X Link](https://x.com/jeffreyhuber/status/1904577715312927207)  2025-03-25T16:54Z [----] followers, [----] engagements


"stop making "memory for AI" so complicated and drowning it in abstractions the basic primitives are: [--]. extractor: LLM that decides what is important to remember from an interaction [--]. writer: LLM that writes data so that it is recallable in the future that's it - [--] LLM calls"  
[X Link](https://x.com/jeffreyhuber/status/1912536156362928571)  2025-04-16T15:58Z [----] followers, 44.6K engagements


"AI Grant batch [--] is insane"  
[X Link](https://x.com/jeffreyhuber/status/1914708634845773986)  2025-04-22T15:51Z [----] followers, 196.8K engagements


"No soundcloud but Chroma is hiring a product designer https://careers.trychroma.com/roles/product-design https://careers.trychroma.com/roles/product-design"  
[X Link](https://x.com/jeffreyhuber/status/1914833109159436693)  2025-04-23T00:06Z [----] followers, 23.3K engagements


"if your desk looks like this - please reach out about this role No soundcloud but Chroma is hiring a product designer https://t.co/wxWafNFJHA No soundcloud but Chroma is hiring a product designer https://t.co/wxWafNFJHA"  
[X Link](https://x.com/jeffreyhuber/status/1914833353796411529)  2025-04-23T00:07Z [----] followers, 21.9K engagements


"my first company was an edtech company many years ago with AI - i believe education is finally ready to be re-imagined very happy to play a small part with Chroma supporting Opennote Ever been stuck on a concept at 2am wishing someone could just explain it clearly Introducing Video Vault: your searchable accessible library of concise video explanationsbuilt for learners of all kinds. From technical skills to deep theory the Vault helps you actually get https://t.co/PnPuhEc0fz Ever been stuck on a concept at 2am wishing someone could just explain it clearly Introducing Video Vault: your"  
[X Link](https://x.com/jeffreyhuber/status/1923455278248239324)  2025-05-16T19:07Z [----] followers, [----] engagements


"@JacobyBrandon these facades age SO poorly our communities are looking like communist housing blocks for no reason whatsoever"  
[X Link](https://x.com/jeffreyhuber/status/1924906601653453289)  2025-05-20T19:14Z [----] followers, [----] engagements


"10-20ms for warm vector queries with 95%+ recall now available in OSS in Chroma Distributed and fully-managed on Chroma Cloud Chroma engineer Sanket Kedia introduces two new vector indexing methods now live on Chroma Cloud: SPANN and SPFresh. https://t.co/YezesI50OA Chroma engineer Sanket Kedia introduces two new vector indexing methods now live on Chroma Cloud: SPANN and SPFresh. https://t.co/YezesI50OA"  
[X Link](https://x.com/jeffreyhuber/status/1925268904131403836)  2025-05-21T19:14Z [----] followers, [----] engagements


"@illyism @fedeandri mi amigo you can totally zip your chroma db i do it all the time"  
[X Link](https://x.com/jeffreyhuber/status/1930981159787438342)  2025-06-06T13:32Z [----] followers, [----] engagements


"@jxmnop yea LLMs wont be used for surveillance and ad targeting. 🤔🤔🤔"  
[X Link](https://x.com/jeffreyhuber/status/1935736535686734169)  2025-06-19T16:28Z [----] followers, [----] engagements


"@deedydas assuming all emails will be public is the only way to live"  
[X Link](https://x.com/jeffreyhuber/status/1937689236867792966)  2025-06-25T01:48Z [----] followers, [----] engagements


"@AravSrinivas i dont think either is great - i think you can do better"  
[X Link](https://x.com/jeffreyhuber/status/1937955013256761521)  2025-06-25T19:24Z [----] followers, 13.7K engagements


"@AravSrinivas i like the perplexity logo :)"  
[X Link](https://x.com/jeffreyhuber/status/1937955671871475975)  2025-06-25T19:26Z [----] followers, [----] engagements


"hosting an event in NYC on July [--] on context engineering thanks to @tryramp for hosting https://lu.ma/euwisvqp https://lu.ma/euwisvqp"  
[X Link](https://x.com/jeffreyhuber/status/1939746763604406417)  2025-06-30T18:04Z [----] followers, 22.1K engagements


"great to be back in new york excited about our sold-out context engineering event tomorrow night"  
[X Link](https://x.com/jeffreyhuber/status/1942012806183706701)  2025-07-07T00:08Z [----] followers, 11.9K engagements


"this event was a huge success [--]. we will be posting the videos tomorrow [--]. we will be bringing this to SF hosting an event in NYC on July [--] on context engineering thanks to @tryramp for hosting https://t.co/Go2YVcVCm4 hosting an event in NYC on July [--] on context engineering thanks to @tryramp for hosting https://t.co/Go2YVcVCm4"  
[X Link](https://x.com/jeffreyhuber/status/1943166943172923423)  2025-07-10T04:34Z [----] followers, [----] engagements


"every app builder i talk to knows intuitively that context window rot happens - now they have the proof this report will give developers better intuition over what works today and give model labs a northstar to improve the utility of models Introducing our latest technical report: Context Rot - How Increasing Input Tokens Impacts LLM Performance Our results reveal that models do not use their context uniformly. full report in replies https://t.co/9PINLM5Ltd Introducing our latest technical report: Context Rot - How Increasing Input Tokens Impacts LLM Performance Our results reveal that models"  
[X Link](https://x.com/jeffreyhuber/status/1944836200994627698)  2025-07-14T19:07Z [----] followers, 13.4K engagements


"i think about this a lot"  
[X Link](https://x.com/jeffreyhuber/status/1945522449719734605)  2025-07-16T16:34Z [----] followers, 217.2K engagements


""Never interrupt your opponent while he is in the middle of making a mistake." This is one of many reasons you won't see me or Chroma tweeting about our competitors"  
[X Link](https://x.com/jeffreyhuber/status/1945854337831371090)  2025-07-17T14:33Z [----] followers, [----] engagements


"great abstractions are incredibly hard but also incredibly valuable Patrick Collison: API Design Shapes Your Business Strategy "If I was to do everything at Stripe again the thing we could have done differently would be to have spent even more time on APIs and data models." https://t.co/VxIPmCp0l7 Patrick Collison: API Design Shapes Your Business Strategy "If I was to do everything at Stripe again the thing we could have done differently would be to have spent even more time on APIs and data models." https://t.co/VxIPmCp0l7"  
[X Link](https://x.com/jeffreyhuber/status/1947129200562913729)  2025-07-21T02:59Z [----] followers, [----] engagements


"@istvan_csanady at least it made us feel something"  
[X Link](https://x.com/jeffreyhuber/status/1948776667977318752)  2025-07-25T16:05Z [----] followers, [----] engagements


"Chroma has grown to [--] people - all engineers im hiring a head of operations- DM me role is in SF"  
[X Link](https://x.com/jeffreyhuber/status/1949977904672100420)  2025-07-28T23:38Z [----] followers, 18.6K engagements


"i love driving by marin county civic center on [---] (designed by frank lloyd wright [--] years ago) can you imagine how banal this building would be if it was built in 2025"  
[X Link](https://x.com/jeffreyhuber/status/1951806868340564240)  2025-08-03T00:46Z [----] followers, [----] engagements


"scooters didnt work ghost kitchens didnt work nfts didnt work"  
[X Link](https://x.com/jeffreyhuber/status/1951835646638932193)  2025-08-03T02:40Z [----] followers, 173.9K engagements


"it has come to my attention that one VC in particular is a through-line here"  
[X Link](https://x.com/jeffreyhuber/status/1951844644888961307)  2025-08-03T03:16Z [----] followers, 13.3K engagements


"@doodlestein its always extremely obvious from the photos - has the same vibe as AI slop"  
[X Link](https://x.com/jeffreyhuber/status/1951872623782072800)  2025-08-03T05:07Z [----] followers, [----] engagements


"what is the best LLM (and prompt) for getting high-quality critical feedback on ideas the sycophancy is driving me nuts"  
[X Link](https://x.com/jeffreyhuber/status/1953164961599152592)  2025-08-06T18:43Z [----] followers, 619.7K engagements


"multiple replies suggest trying gpt2 era models these are "low-RLHF-background weights" https://en.wikipedia.org/wiki/Low-background_steel https://en.wikipedia.org/wiki/Low-background_steel"  
[X Link](https://x.com/jeffreyhuber/status/1953170479843569976)  2025-08-06T19:05Z [----] followers, 29.6K engagements


"@fabianstelzer ideally it would be a system prompt so i dont have to type it out each time"  
[X Link](https://x.com/jeffreyhuber/status/1953170704431759524)  2025-08-06T19:05Z [----] followers, 20.6K engagements


"@ZoharAtkins suspicion confirmed ✅"  
[X Link](https://x.com/jeffreyhuber/status/1953177572021551505)  2025-08-06T19:33Z [----] followers, 14.2K engagements


"@simonw good rec - weirdly intuitive that would work"  
[X Link](https://x.com/jeffreyhuber/status/1953184487992639815)  2025-08-06T20:00Z [----] followers, 29.8K engagements


"im in my 30s i have [--] 10/10 build civilization (tech) and culture (people)"  
[X Link](https://x.com/jeffreyhuber/status/1956086129050181947)  2025-08-14T20:10Z [----] followers, 13.4K engagements


"@james406 james "QuickCall" hawkins"  
[X Link](https://x.com/jeffreyhuber/status/1956388908322971739)  2025-08-15T16:13Z [----] followers, 15K engagements


"Hello Chroma Cloud Introducing Chroma Cloud: an open-source serverless search database that is fast cost-effective scalable and reliable. https://t.co/V47pMCkHAE Introducing Chroma Cloud: an open-source serverless search database that is fast cost-effective scalable and reliable. https://t.co/V47pMCkHAE"  
[X Link](https://x.com/jeffreyhuber/status/1957523648648188021)  2025-08-18T19:23Z [----] followers, 20K engagements


"@arafatkatze @cline GREP is still RAG thank you for your attention in this matter"  
[X Link](https://x.com/jeffreyhuber/status/1957967486588186697)  2025-08-20T00:46Z [----] followers, [----] engagements


"Finder (on mac) is absolute garbage"  
[X Link](https://x.com/jeffreyhuber/status/1964785829169311934)  2025-09-07T20:20Z [----] followers, [----] engagements


"snippet from an essay im working on We are living through the great forgetting. The institutions that once embodied transcendent purpose now serve only their own perpetuation. The horizon of civilization has contracted to the quarterly earnings call. We mistake movement for progress iteration for transformation"  
[X Link](https://x.com/jeffreyhuber/status/1967995606271730023)  2025-09-16T16:54Z [----] followers, 41.5K engagements


"@aditabrm ive also gotten emails back like this - and while i respect it - i also dont"  
[X Link](https://x.com/jeffreyhuber/status/1968112471186739427)  2025-09-17T00:39Z [----] followers, 12.6K engagements


"new essay from me a play on founder as victim founder as God (Thiel) https://jeffhuber.substack.com/p/founder-as-prophet-founder-as-priest https://jeffhuber.substack.com/p/founder-as-prophet-founder-as-priest"  
[X Link](https://x.com/jeffreyhuber/status/1969117088527581499)  2025-09-19T19:11Z [----] followers, 93.7K engagements


"which one of you did this"  
[X Link](https://x.com/jeffreyhuber/status/1969831312300413313)  2025-09-21T18:29Z [----] followers, 57.4K engagements


"im so tired of the 30-page ai-slop brain-rot around RAG here - i solved it for you. this simple graphic tells you everything you need to know. I wrote [--] months ago that RAG might be dead. That was after an aha moment with Geminis 1M context window - running 200+ page docs through it and being impressed with the accuracy. But I didnt have skin in the game. @nicbstme does. He just published an excellent piece: "The https://t.co/Q9fIhL6vcE I wrote [--] months ago that RAG might be dead. That was after an aha moment with Geminis 1M context window - running 200+ page docs through it and being"  
[X Link](https://x.com/jeffreyhuber/status/1974512124518174837)  2025-10-04T16:29Z [----] followers, 125.6K engagements


"thank you @tamarawinter and @dwarkesh_sp 🫶🏻"  
[X Link](https://x.com/jeffreyhuber/status/1976016784173183167)  2025-10-08T20:08Z [----] followers, [----] engagements


"@IterIntellectus hes making a joke that he would never spend that little on a car - tbh pretty funny"  
[X Link](https://x.com/jeffreyhuber/status/1976704972780949977)  2025-10-10T17:42Z [----] followers, 12.7K engagements


"the next great limiter in AI is great search today's AI feels smart enough for most tasks of up to a few minutes in duration and when it can't get the job done it's often because it lacks sufficient background context for even a very capable human to succeed today's AI feels smart enough for most tasks of up to a few minutes in duration and when it can't get the job done it's often because it lacks sufficient background context for even a very capable human to succeed"  
[X Link](https://x.com/jeffreyhuber/status/1977433763085980112)  2025-10-12T17:58Z [----] followers, 28.2K engagements


"may [----] https://arxiv.org/abs/2305.16291 The thing that is exciting *to me* about @AnthropicAI's "agent skills" announcement is that it provides a step toward continual learning. - Rather than continuously updating model weights agents interacting with the world can continuously add new skills. - Compute spent on https://t.co/6XSDlF887H https://arxiv.org/abs/2305.16291 The thing that is exciting *to me* about @AnthropicAI's "agent skills" announcement is that it provides a step toward continual learning. - Rather than continuously updating model weights agents interacting with the world can"  
[X Link](https://x.com/jeffreyhuber/status/1979314789764730917)  2025-10-17T22:33Z [----] followers, 15.5K engagements


"context is king"  
[X Link](https://x.com/jeffreyhuber/status/1982831083839430974)  2025-10-27T15:25Z [----] followers, [----] engagements


"agent performance = LLM + prompt + tools (like retrieval) + agent harness the agent harness is the the most underrated right now"  
[X Link](https://x.com/jeffreyhuber/status/1985792261637235102)  2025-11-04T19:32Z [----] followers, 14.8K engagements


"finally someone did the empirical work on embeddings in code retrieval Requiring fewer iterations for users to arrive at a correct solution. I'm curious to see the data on speed improvements @stefan_heule Semantic search improves our agent's accuracy across all frontier models especially in large codebases where grep alone falls short. Learn more about our results and how we trained an embedding model for retrieving code. https://t.co/qL8np1sf8n Semantic search improves our agent's accuracy across all frontier models especially in large codebases where grep alone falls short. Learn more about"  
[X Link](https://x.com/jeffreyhuber/status/1986130982827925546)  2025-11-05T17:58Z [----] followers, 36.9K engagements


"am i taking crazy pills does no one realize how pricing works its extremely common to - price low to get distribution - win the market - raise prices to the profit maximizing price uber did this a decade ago. ad infinitum R.I.P Uber. Tesla Robotaxi is over [--] times cheaper than UberX in Austin TX (without factoring in tips). https://t.co/j3bHNau7ry R.I.P Uber. Tesla Robotaxi is over [--] times cheaper than UberX in Austin TX (without factoring in tips). https://t.co/j3bHNau7ry"  
[X Link](https://x.com/jeffreyhuber/status/1986576730778444085)  2025-11-06T23:29Z [----] followers, 38.1K engagements


"@jxnlco screenshot or it didn t happen"  
[X Link](https://x.com/jeffreyhuber/status/1986928716283527459)  2025-11-07T22:48Z [----] followers, 11.7K engagements


"Is this San Francisco"  
[X Link](https://x.com/jeffreyhuber/status/689121248144658434)  2016-01-18T16:24Z [----] followers, [---] engagements

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