# ![@zmughal Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::15570920.png) @zmughal Zaki

Zaki posts on X about ai, this is, data, book the most. They currently have [------] followers and [--] posts still getting attention that total [--] engagements in the last [--] hours.

### Engagements: [--] [#](/creator/twitter::15570920/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15570920/c:line/m:interactions.svg)

- [--] Week [--] -18%
- [--] Month [---] +4,120%
- [--] Months [---] +357%
- [--] Year [---] -7.30%

### Mentions: [--] [#](/creator/twitter::15570920/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15570920/c:line/m:posts_active.svg)


### Followers: [------] [#](/creator/twitter::15570920/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15570920/c:line/m:followers.svg)

- [--] Month [---] +0.42%
- [--] Months [---] +1.10%
- [--] Year [---] -9.90%

### CreatorRank: undefined [#](/creator/twitter::15570920/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::15570920/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[stocks](/list/stocks)  [cryptocurrencies](/list/cryptocurrencies)  [technology brands](/list/technology-brands)  [nfts](/list/nfts)  [travel destinations](/list/travel-destinations)  [countries](/list/countries)  [finance](/list/finance) 

**Social topic influence**
[ai](/topic/ai), [this is](/topic/this-is), [data](/topic/data), [book](/topic/book), [code](/topic/code), [science](/topic/science), [if you](/topic/if-you), [history](/topic/history), [theory](/topic/theory), [software](/topic/software)

**Top accounts mentioned or mentioned by**
[@provisionalidea](/creator/undefined) [@jxnlco](/creator/undefined) [@gregcoppola5d](/creator/undefined) [@didierlopes](/creator/undefined) [@jerryjliu0](/creator/undefined) [@secperkinsstan](/creator/undefined) [@felipe](/creator/undefined) [@socialquotient](/creator/undefined) [@benjdicken](/creator/undefined) [@imirzadeh](/creator/undefined) [@garymarcus](/creator/undefined) [@flowersslop](/creator/undefined) [@shinboson](/creator/undefined) [@rao2z](/creator/undefined) [@namedgraph](/creator/undefined) [@joedevon](/creator/undefined) [@bayesianboy](/creator/undefined) [@ashjaymohsin97](/creator/undefined) [@debasishg](/creator/undefined) [@iswcconf](/creator/undefined)

**Top assets mentioned**
[Bedrock (BR)](/topic/$br) [Voxels (voxels)](/topic/voxels)
### Top Social Posts
Top posts by engagements in the last [--] hours

"@provisionalidea Voxels Is this for segmentation of time series image data"  
[X Link](https://x.com/zmughal/status/1751267934729613698)  2024-01-27T15:36Z [---] followers, [---] engagements


"@provisionalidea I asked you about this when I was there Now that I moved away from Houston I realized that I had also moved away from the several electronics component stores there so I'm also trying to find equivalents anywhere I go. I saw that Toronto has several near the centre"  
[X Link](https://x.com/zmughal/status/1753964688591757748)  2024-02-04T02:12Z [---] followers, [--] engagements


"@jxnlco @gregcoppola5d @didier_lopes @jerryjliu0 Yeah there's a bit of confusion with the kinds of graph data and associated data modeling that are out there. Every time I see "knowledge graph" I have to check if they are using an ontology. Otherwise it's really useless for data integration across many datasets"  
[X Link](https://x.com/zmughal/status/1796429786996494603)  2024-05-31T06:33Z [---] followers, [---] engagements


"@gregcoppola5d @jxnlco @didier_lopes @jerryjliu0 Chemical and biological data for toxicology/chemical safety. A lot of work has already been done in creating semantic databases such as PubChem UniProt ChEBI Gene Ontology etc along with controlled vocabularies and ontologies for them"  
[X Link](https://x.com/zmughal/status/1796461332897939509)  2024-05-31T08:38Z [---] followers, [---] engagements


"@Social_Quotient @BenjDicken One fix: $ARGV0"  
[X Link](https://x.com/zmughal/status/1861162027307409774)  2024-11-25T21:36Z [---] followers, [---] engagements


"Regular languages were developed by Kleene to analyse McCulloch-Pitts artificial neural networks . https://www.rand.org/pubs/research_memoranda/RM704.html Once upon a time automata theory was considered AI (Minsky wrote a whole book on it) so arguably this is in fact AI. https://www.rand.org/pubs/research_memoranda/RM704.html Once upon a time automata theory was considered AI (Minsky wrote a whole book on it) so arguably this is in fact AI"  
[X Link](https://x.com/anyuser/status/1898361305691468236)  2025-03-08T13:12Z [---] followers, [----] engagements


"@i_mirzadeh @GaryMarcus @flowersslop @shinboson @rao2z Additionally the algorithms are O(N) space complexity. It may be challenging for working memory with chunking but it isn't impossible. Actually working with physical discs with the pegs as the external memory (also O(N)) is constant working memory for one procedural rule"  
[X Link](https://x.com/zmughal/status/1931805382290153859)  2025-06-08T20:07Z [---] followers, [--] engagements


"@namedgraph @jxnlco @joedevon One has to separate the data model from how it is stored (an implementation detail). Semantic graph DBs can be implemented on top of a relational DB. But the semantic model part is essential complexity in domains where there are many traversals with non-trivial predicates"  
[X Link](https://x.com/zmughal/status/1961132567731527936)  2025-08-28T18:23Z [---] followers, [--] engagements


"@provisionalidea @SecPerkinsStan I used to do competitive programming and we had teams of [--] sharing one computer. So we had to work out things on paper before typing or print out any code we were debugging on dot matrix printers"  
[X Link](https://x.com/zmughal/status/1989193238293463254)  2025-11-14T04:46Z [---] followers, [--] engagements


"@provisionalidea @SecPerkinsStan Funny enough I was kind of already doing things like that before because some of the first programming books I read were for computers I didn't own so I had to read and simulate code that I couldn't test myself"  
[X Link](https://x.com/zmughal/status/1989193652636365079)  2025-11-14T04:48Z [---] followers, [--] engagements


"@provisionalidea It's interesting to look at the Preston Curve (which has issues) to see places above the curve like Costa Rica"  
[X Link](https://x.com/zmughal/status/1994851779750891644)  2025-11-29T19:31Z [---] followers, [--] engagements


"@bayesianboy @ashjaymohsin97 Simplest test is to have an LLM fetch a document that defines terms in a specialised way then summarise / "deduce". Always catching the output use the terms incorrectly even though it should fit completely in context and is not "lost-in-the-middle""  
[X Link](https://x.com/zmughal/status/2008591807857471832)  2026-01-06T17:29Z [---] followers, [--] engagements


"@_Felipe git worktree add ./wt/$BR $BR And a fzf wrapper for switching. All my repos exist in a wrapper directory for that one repo"  
[X Link](https://x.com/zmughal/status/2020866458226466961)  2026-02-09T14:24Z [---] followers, [---] engagements


"@_Felipe git worktree remove $BR. If I want it to remain long-lived I just keep the branch. If there are untracked files in there that I want to keep I have a trick where I use rsync -R those to another "merge" directory above it all and then use GNU Stow"  
[X Link](https://x.com/zmughal/status/2020884540508508512)  2026-02-09T15:36Z [---] followers, [--] engagements


"Software engineering was always aspirational about the "engineering" part. But part of engineering (at least how I was taught) is that accountability is an inseparable part of the endeavour. And to do that you have to understand and maintain the system. We use to use the terms software developer and software engineer interchangeably. AI has changed this. Those that can build build build with AI those are the software developers. But those that can utilize AI only on a smaller scale are the actual engineers that build the real We use to use the terms software developer and software engineer"  
[X Link](https://x.com/anyuser/status/2011475085870186686)  2026-01-14T16:26Z [---] followers, [--] engagements


"We use to use the terms software developer and software engineer interchangeably. AI has changed this. Those that can build build build with AI those are the software developers. But those that can utilize AI only on a smaller scale are the actual engineers that build the real backbone of software. This is the cutoff of AI right now. It can write code for software developers but not good code yet for software engineers"  
[X Link](https://x.com/anyuser/status/2011272589864325494)  2026-01-14T03:02Z 17K followers, 16.6K engagements


"📢 NIH BioArt Source a free science and biomedical art resource library offers an array of high-quality illustrations vectors & brushes free to use & download. See the full catalog of free science and #biomedical illustrations: #FreeResource https://bioart.niaid.nih.gov/ https://bioart.niaid.nih.gov/"  
[X Link](https://x.com/anyuser/status/1902411982072115311)  2025-03-19T17:28Z 67.7K followers, 67.3K engagements


"Regular languages were developed by Kleene to analyse McCulloch-Pitts artificial neural networks . https://www.rand.org/pubs/research_memoranda/RM704.html Once upon a time automata theory was considered AI (Minsky wrote a whole book on it) so arguably this is in fact AI. https://www.rand.org/pubs/research_memoranda/RM704.html Once upon a time automata theory was considered AI (Minsky wrote a whole book on it) so arguably this is in fact AI"  
[X Link](https://x.com/anyuser/status/1898361305691468236)  2025-03-08T13:12Z [---] followers, [----] engagements


"Once upon a time automata theory was considered AI (Minsky wrote a whole book on it) so arguably this is in fact AI"  
[X Link](https://x.com/anyuser/status/1898357566079422579)  2025-03-08T12:58Z 32.1K followers, [----] engagements


"I use my wiki in a similar way Vim plus a bunch of lightweight markup to take notes and create diagrams for a variety of subjects. reflecting on [---] pages of janeway immunology is my favorite field of biology https://t.co/0eh92s4Zwb reflecting on [---] pages of janeway immunology is my favorite field of biology https://t.co/0eh92s4Zwb"  
[X Link](https://x.com/anyuser/status/1888831438767673651)  2025-02-10T06:04Z [---] followers, [---] engagements


"reflecting on [---] pages of janeway immunology is my favorite field of biology"  
[X Link](https://x.com/anyuser/status/1888328506230345766)  2025-02-08T20:46Z [----] followers, 28.9K engagements


"Our JSS article is out And now I get to focus on marginaleffects 1.0.0. Stay tuned. https://www.jstatsoft.org/article/view/v111i09 https://www.jstatsoft.org/article/view/v111i09"  
[X Link](https://x.com/anyuser/status/1863357511211819064)  2024-12-01T23:00Z [----] followers, 46.7K engagements


"New blog: Structured Editing and Incremental Parsing"  
[X Link](https://x.com/anyuser/status/1861749265422332032)  2024-11-27T12:29Z [----] followers, 19.1K engagements


"Finally got a chance to use this After editing the code to remove the part where it sends all buffers it still works well if you edit the prompt to tell it to use the shell to ls find and cat files (and sometimes has git grep tool use). #vim Claude knows how to use vim And. you can do anything from vim. Embedding Claude in vim means you get a fully agentic AI pair programmer in [----] LoC. Unlike CLIs you can review Claude's changes and keep the chat history. A few examples of https://t.co/TCB4VnBX7q 1/6 https://t.co/7wnbBDPYEq Claude knows how to use vim And. you can do anything from vim."  
[X Link](https://x.com/anyuser/status/1861924194088370548)  2024-11-28T00:04Z [---] followers, [---] engagements


"Claude knows how to use vim And. you can do anything from vim. Embedding Claude in vim means you get a fully agentic AI pair programmer in [----] LoC. Unlike CLIs you can review Claude's changes and keep the chat history. A few examples of 1/6 https://github.com/pasky/claude.vim https://github.com/pasky/claude.vim"  
[X Link](https://x.com/anyuser/status/1812938682808344827)  2024-07-15T19:53Z [----] followers, [----] engagements


"RT @debasishg: A nugget of history . invariants pre-conditions and post-conditions were first introduced by Bertrand Meyer in his prose o"  
[X Link](https://x.com/anyuser/status/1860720670897832139)  2024-11-24T16:22Z [---] followers, [--] engagements


"A nugget of history . invariants pre-conditions and post-conditions were first introduced by Bertrand Meyer in his prose on Programming by Contract in Eiffel - https://www.cs.unc.edu/stotts/COMP723-s13/contract.html Coding is so much easier when you think in terms of invariants One good actionable way of doing this is adding assertions in your code And this is why strong type systems are effective you can encode and enforce invariants within types https://t.co/kke8HCJj4a https://www.cs.unc.edu/stotts/COMP723-s13/contract.html Coding is so much easier when you think in terms of invariants One"  
[X Link](https://x.com/anyuser/status/1860572720133492879)  2024-11-24T06:34Z 12.8K followers, [----] engagements


"Coding is so much easier when you think in terms of invariants One good actionable way of doing this is adding assertions in your code And this is why strong type systems are effective you can encode and enforce invariants within types"  
[X Link](https://x.com/anyuser/status/1860569506692890675)  2024-11-24T06:21Z 26.6K followers, 299.2K engagements


"I'm at @iswc_conf #ISWC2024 in Baltimore. @insilica1 is presenting BioBricks-OKG a knowledge graph for chemical safety as part of the NSF OKN Symposium. Get in touch if you're interested"  
[X Link](https://x.com/anyuser/status/1856412805039067569)  2024-11-12T19:04Z [---] followers, [---] engagements


"And then you move your cursor around. #TeX Tonight at https://t.co/9FgBS6kDy2 https://t.co/BLLCO4GLtz Tonight at https://t.co/9FgBS6kDy2 https://t.co/BLLCO4GLtz"  
[X Link](https://x.com/anyuser/status/1852119065470402817)  2024-10-31T22:42Z [---] followers, [---] engagements


"Tonight at http://CTAN.org http://CTAN.org"  
[X Link](https://x.com/anyuser/status/1852025560379085001)  2024-10-31T16:31Z [----] followers, [---] engagements


"Our book Model-Based Clustering Classification and Density Estimation Using mclust in R w @luca_scr Chris Fraley & @tbmurphy is now available free at You can also get a paper copy at https://www.routledge.com/Model-Based-Clustering-Classification-and-Density-Estimation-Using-mclust/Scrucca-Fraley-Murphy-Adrian-E/p/book/9781032234953 https://mclust-org.github.io/mclust-book/ https://www.routledge.com/Model-Based-Clustering-Classification-and-Density-Estimation-Using-mclust/Scrucca-Fraley-Murphy-Adrian-E/p/book/9781032234953 https://mclust-org.github.io/mclust-book/"  
[X Link](https://x.com/anyuser/status/1839489722479169694)  2024-09-27T02:18Z [----] followers, 12.4K engagements


"NIH finally allocates funding for improving and maintaining software. - R03 budget $300k over [--] yrs - Due 12/4/24; 6/4/25 - RFA-OD-24-010 - Building Sustainable Software Tools for Open Science https://grants.nih.gov/grants/guide/rfa-files/RFA-OD-24-010.html https://grants.nih.gov/grants/guide/rfa-files/RFA-OD-24-010.html"  
[X Link](https://x.com/anyuser/status/1834599195824492562)  2024-09-13T14:25Z [----] followers, 38.1K engagements


"Each Postgres server can host multiple databases but be careful An important note is all databases on the same server share the Write-Ahead Log (WAL). This means if you perform a point-in-time recovery or rollback it must be done for all databases on the server. So you cannot selectively restore a single database. If one database becomes corrupted and requires a rollback you'll need to restore all other databases on that server to the same point. This can be especially problematic when separate (micro-) services manage different databases. Therefore if you have multiple loosely coupled"  
[X Link](https://x.com/anyuser/status/1826314526431871476)  2024-08-21T17:44Z [----] followers, 25.9K engagements


"RT @kmjablonka: If you want to extract data using LLMs you should check out our review 📝 arXiv 💻 hands-on online https://arxiv.org/abs/2407.16867 https://arxiv.org/abs/2407.16867"  
[X Link](https://x.com/anyuser/status/1817072618970689977)  2024-07-27T05:40Z [---] followers, [--] engagements


"If you want to extract data using LLMs you should check out our review 📝 arXiv 💻 hands-on online book https://matextract.pub/ https://arxiv.org/abs/2407.16867 1/8 📊 Materials science has a wealth of untapped data in papers but lacks curated datasets for #ML and innovative materials design. https://t.co/jqhu7y6Gdr https://matextract.pub/ https://arxiv.org/abs/2407.16867 1/8 📊 Materials science has a wealth of untapped data in papers but lacks curated datasets for #ML and innovative materials design. https://t.co/jqhu7y6Gdr"  
[X Link](https://x.com/anyuser/status/1816490998198841518)  2024-07-25T15:09Z [----] followers, 12.5K engagements


"1/8 📊 Materials science has a wealth of untapped data in papers but lacks curated datasets for #ML and innovative materials design"  
[X Link](https://x.com/anyuser/status/1816473608606343650)  2024-07-25T14:00Z [---] followers, [----] engagements


"Last year 7% of the Protein Data Bank (PDB) structures came from this facility in England. Their X-ray crystallography throughput is near the top of the global leaderboard and it's only accelerating. I was fortunate to take a tour of Diamond and now you can too"  
[X Link](https://x.com/anyuser/status/1816570356645183728)  2024-07-25T20:24Z [----] followers, 50.2K engagements


"Pretty cool analysis of the cultural evolution of filled pasta Gotta try them all. https://link.springer.com/article/10.1007/s44187-024-00136-1 https://link.springer.com/article/10.1007/s44187-024-00136-1"  
[X Link](https://x.com/anyuser/status/1816182122220286259)  2024-07-24T18:42Z [----] followers, 199.8K engagements


"📣 We are excited to share the video recordings from this year's #CSVCONF sessions. From inspiring keynotes to innovative #opendata #opensource and #datajournalism projects (and more). 📽🔗Check them out on: https://www.youtube.com/playlistlist=PLg5zZXwt2ZW5U6Utku1MXiOdf6SWRJe1G https://www.youtube.com/playlistlist=PLg5zZXwt2ZW5U6Utku1MXiOdf6SWRJe1G"  
[X Link](https://x.com/anyuser/status/1815759626857582982)  2024-07-23T14:43Z [----] followers, [----] engagements


"Upcoming OpenAlex webinar on Thursday July 18: using openalexR to work with OpenAlex data in the R programming language with special guest presenter Trang Le (@trangdata) Learn more and register: https://openalex.org/webinars https://openalex.org/webinars"  
[X Link](https://x.com/anyuser/status/1811507864692801960)  2024-07-11T21:08Z [----] followers, [----] engagements


"Today is the day Data Management in Large-Scale Education Research is officially out in stores and online @CRCPress The open access version will remain freely available as well here https://datamgmtinedresearch.com/ https://www.routledge.com/Data-Management-in-Large-Scale-Education-Research/Lewis/p/book/9781032622798 https://datamgmtinedresearch.com/ https://www.routledge.com/Data-Management-in-Large-Scale-Education-Research/Lewis/p/book/9781032622798"  
[X Link](https://x.com/anyuser/status/1810653816628633849)  2024-07-09T12:34Z [----] followers, 29.9K engagements

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