Author Archives: pgfeldman

Phil 1.19.2023

GPT Agents

  • Updated the roadmap project, and I had a thought where we could train a model on a corpora that has all the periods replaced with probability markers (1%, 2%, 3%, 4%, 6%, 8%, 16%, 25%, 35%) to evaluate how well the model learned those patters as an indicator of overall learning. Maybe train on the complete works of Shakespeare, since that’s all in the public domain and easy to get. Compare finetuning a GPT-2 to training one up from scratch.

SBIRs

  • More on resilience in the Conclusions section. Show two network diagrams. One is a star model where the AI is the central node, with a human-on-the-loop and weapons on each ray. The other is more complex, with AI operators and models as the central nodes, connecting to weapons. Will need to write some generator code for Gephi – done!
  • 9:15 standup
  • 11:00 Artemis meeting
  • 11:30 CSC touchpoint

Book

  • So far nothing back about the permissions log! Or Disney, for that matter

Phil 1.18.2023

Things are starting to look very real!

GPT Agents

  • See if I can get the OAuth version of the CSE working – turns out there isn’t one – it’s all V1. However, Google now charges for every custom search over $100/day. Can get expensive very quickly
  • 4:00 Meeting

SBIRs

  • 10:00 Meeting with Aaron and Rukan
  • Cancelled Quantico meeting
  • Had a long discussion with Rukan about how to work with FOM and trajectory information
  • Work on Resilience/Robustness section referencing this: the-many-faces-of-resilience. I want to better describe resilience and robustness using network terms and show how war elephants, when used properly, were part of a resilient network including nodes for the elephant, the mahout, and the soldiers.
  • Compute-Optimal LLMs: This tool helps you find the optimal LLM given your compute budget. Alternatively, you can also use it to find the optimal compute budget for a planned model. The tool is highly based on the work of Kaplan et. al (2020), Hoffman et. al (2022), and most recently with new results on varying modalities, Aghajanyan et. al (2023). I do not make any claims about the accuracy of these predictions, but merely provide a tool to try to easily calculate what these predictions actually mean for your model.

Phil 1.17.2023

SBIRs

  • 9:00 Demos – need to put together slides and close tasks
  • 11:00 2022 Year End Review
  • 2:00 MDA Meeting
  • 3:30 Sprint planning

GPT-Agents

  • I think I’m going to start on the NarrativeExplorer. Started framing out the app on GitHub. Here’s what I think it needs, plus a new schema
  • Load – Loads an existing experiment
  • Model Selection – Various models of the GPT-3 or a local model
  • Prompt – “Once upon a time there was.” or potentially much longer, paragraph-sized so lots of room. Also UTF-8 to handle other languages
  • Parameters – number of tokens, etc.
  • Run – sends the prompt to the GPT and gets the text response. A checkbox indicates if there should be automatic embedding
  • Clear embeddings
  • Get Embeddings
  • Extend – uses the existing prompt and response as a prompt
  • Cluster – happens on line boundaries. There should be an editable regex for that. Same sort of PCA/T-SNE as embedding explorer, which means there needs to be parameter tweaking. Clustering will have to be re-run multiple times, though I hope the embedding step is run once. To avoid the complexity of the interactive plotting, I think I’ll just label the clusters (https://stackoverflow.com/questions/44998205/labeling-points-in-matplotlib-scatterplot)
  • Query – 1) Run cluster queries on the DB. Select the cluster ID and the number of responses. 2) Get the number of responses per cluster
  • Save – stores the text on a sentence-by sentence bases with clustering info
  • Generate Graph – runs through each narrative in an experiment to produce a directed graph of nodes. The output is all the narratives threaded together. Used as an input to Gephi
  • Looks like I got site-specific searches in date ranges working using the Google CSE! It returns more than say, just tweets. It also gets users, lists, etc. It’s a cruder tool than a tailored api call, but it should be great for any number of applications 🙂
info: {'title': 'Google Custom Search - Feldman', 'totalResults': '3', 'searchTerms': 'Feldman', 'count': 3, 'startIndex': 1, 'inputEncoding': 'utf8', 'outputEncoding': 'utf8', 'safe': 'off', 'cx': '814dff357c3d046aa', 'sort': 'date:r:20140815:20140931', 'siteSearch': "'twitter.com'"}
result: {'kind': 'customsearch#result', 'title': 'Lee Feldman (@socialname) / Twitter', 'htmlTitle': 'Lee <b>Feldman</b> (@socialname) / Twitter', 'link': 'https://twitter.com/socialname', 'displayLink': 'twitter.com', 'snippet': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each\xa0...', 'htmlSnippet': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each&nbsp;...', 'cacheId': 'ikO6smL2LU8J', 'formattedUrl': 'https://twitter.com/socialname', 'htmlFormattedUrl': 'https://twitter.com/socialname', 'pagemap': {'cse_thumbnail': [{'src': 'https://encrypted-tbn1.gstatic.com/images?q=tbn:ANd9GcQf5Fy-jP0AucDWFoXHgEe-hdNYkWXZRaHMEtZeX8-1Cbpix4XyimvI', 'width': '48', 'height': '48'}], 'imageobject': [{'contenturl': 'https://pbs.twimg.com/media/Eq5vt8SW4AE2x6y.png', 'width': '526', 'caption': 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Hello to you all . .', 'position': '2', 'datecreated': '2022-03-03T14:03:23.000Z', 'datepublished': '2022-03-03T14:03:23.000Z', 'url': 'https://twitter.com/socialname/status/1499384946405916677'}, {'identifier': '1484668397723992067', 'commentcount': '0', 'articlebody': '"Anybody have a tampon?" #patter #awkward #periods #leefeldman', 'position': '3', 'datecreated': '2022-01-21T23:25:04.000Z', 'datepublished': '2022-01-21T23:25:04.000Z', 'url': 'https://twitter.com/socialname/status/1484668397723992067'}, {'identifier': '1484668131805122565', 'commentcount': '1', 'articlebody': 'This next song is from my opera "Con Ed, Thank You for Your Years of Service." #conedison #opera #patter #leefeldman #awkward', 'position': '4', 'datecreated': '2022-01-21T23:24:01.000Z', 'datepublished': '2022-01-21T23:24:01.000Z', 'url': 'https://twitter.com/socialname/status/1484668131805122565'}, {'identifier': '1484667880826445825', 'commentcount': '0', 'articlebody': '"My family is on a new diet . . only venison." "Oh, dear." #patter #leefeldman #venison #diet #awkward', 'position': '5', 'datecreated': '2022-01-21T23:23:01.000Z', 'datepublished': '2022-01-21T23:23:01.000Z', 'url': 'https://twitter.com/socialname/status/1484667880826445825'}, {'identifier': '1484667602928644096', 'commentcount': '1', 'articlebody': '"How\'s everybody doing . . . financially?" #patter #leefeldman #Finance #awkward', 'position': '6', 'datecreated': '2022-01-21T23:21:54.000Z', 'datepublished': '2022-01-21T23:21:54.000Z', 'url': 'https://twitter.com/socialname/status/1484667602928644096'}, {'identifier': '1484667380529778689', 'commentcount': '0', 'articlebody': 'This next song is from my ballet "People Have Problems." #patter #awkward #leefeldman #ballet', 'position': '7', 'datecreated': '2022-01-21T23:21:01.000Z', 'datepublished': '2022-01-21T23:21:01.000Z', 'url': 'https://twitter.com/socialname/status/1484667380529778689'}, {'identifier': '1453643457034076161', 'commentcount': '0', 'articlebody': 'The movie is a story about guns, the actors play with guns, the filmmakers film the actors playing with guns, people pay money to watch actors shoot each other with guns while Americans kill...', 'position': '8', 'datecreated': '2021-10-28T08:43:02.000Z', 'datepublished': '2021-10-28T08:43:02.000Z', 'url': 'https://twitter.com/socialname/status/1453643457034076161'}, {'identifier': '1445932140831690754', 'commentcount': '0', 'position': '9', 'datecreated': '2021-10-07T02:01:01.000Z', 'datepublished': '2021-10-07T02:01:01.000Z', 'url': 'https://twitter.com/socialname/status/1445932140831690754'}, {'identifier': '1443924931893415940', 'position': '10', 'datecreated': '2021-10-01T13:05:05.000Z', 'datepublished': '2021-10-01T13:05:05.000Z'}, {'identifier': '1443313381570719750', 'commentcount': '0', 'articlebody': 'Saturday w/ @socialname! . https://youtube.com/watch?v=Yr-DOwjs5Iw&ab_channel=LeeFeldman…', 'datecreated': '2021-09-29T20:35:00.000Z', 'isbasedon': 'https://twitter.com/RockwoodNYC/status/1441066576594317313', 'datepublished': '2021-09-29T20:35:00.000Z', 'url': 'https://twitter.com/RockwoodNYC/status/1443313381570719750'}, {'identifier': '1442188873438793732', 'position': '11', 'datecreated': '2021-09-26T18:06:36.000Z', 'datepublished': '2021-09-26T18:06:36.000Z'}, {'identifier': '1441066576594317313', 'commentcount': '0', 'articlebody': '#NewShow ⭐️ Lee Feldman (@socialname) 🎤 Stage (3) October 2, 2021 | 7PM TICKETS: https://seetickets.us/LeeFeldmanOct0221…', 'datecreated': '2021-09-23T15:47:00.000Z', 'datepublished': '2021-09-23T15:47:00.000Z', 'url': 'https://twitter.com/RockwoodNYC/status/1441066576594317313'}, {'identifier': '1436460302728667143', 'commentcount': '0', 'articlebody': 'LEE FELDMAN / Save the Date! - https://mailchi.mp/b0d83d5bf644/edge-keep-me-around-vinyl-release-website-8035173…', 'position': '12', 'datecreated': '2021-09-10T22:43:18.000Z', 'datepublished': '2021-09-10T22:43:18.000Z', 'url': 'https://twitter.com/socialname/status/1436460302728667143'}, {'identifier': '1424076841808277514', 'commentcount': '0', 'articlebody': 'Other people call themselves a singer-songwriter, but I prefer the term “dentist.” http://leefeldman.com', 'position': '13', 'datecreated': '2021-08-07T18:35:51.000Z', 'datepublished': '2021-08-07T18:35:51.000Z', 'url': 'https://twitter.com/socialname/status/1424076841808277514'}, {'identifier': '1410132480489922560', 'commentcount': '2', 'articlebody': '"Happy teeth, happy wallet . . "', 'position': '14', 'datecreated': '2021-06-30T07:05:57.000Z', 'datepublished': '2021-06-30T07:05:57.000Z', 'url': 'https://twitter.com/socialname/status/1410132480489922560'}, {'identifier': '1408177757876543494', 'commentcount': '1', 'articlebody': 'My attorney asked me why I would record a song that uses my social security number as part of the lyrics, so I used his instead. Now he won’t return my calls . .', 'position': '15', 'datecreated': '2021-06-24T21:38:34.000Z', 'datepublished': '2021-06-24T21:38:34.000Z', 'url': 'https://twitter.com/socialname/status/1408177757876543494'}, {'identifier': '1401631392115609600', 'commentcount': '0', 'articlebody': 'My childhood friend Josh Feldstein\'s mother, Ellie, once said "Josh, if you can get through life, you can get through anything."', 'position': '16', 'datecreated': '2021-06-06T20:05:39.000Z', 'datepublished': '2021-06-06T20:05:39.000Z', 'url': 'https://twitter.com/socialname/status/1401631392115609600'}, {'identifier': '1399479911740579845', 'commentcount': '0', 'articlebody': 'It Was a Terrible Thing https://fb.watch/5R45XZdK79/ via @FacebookWatch', 'position': '17', 'datecreated': '2021-05-31T21:36:26.000Z', 'datepublished': '2021-05-31T21:36:26.000Z', 'url': 'https://twitter.com/socialname/status/1399479911740579845'}, {'identifier': '1396943555785072640', 'commentcount': '0', 'articlebody': 'Fuck antisemitism #fuckantisemitism', 'position': '18', 'datecreated': '2021-05-24T21:37:52.000Z', 'datepublished': '2021-05-24T21:37:52.000Z', 'url': 'https://twitter.com/socialname/status/1396943555785072640'}, {'identifier': '1396808849596760066', 'commentcount': '0', 'articlebody': 'Happy 80th birthday, Bob Dylan . . . now stop making me think about you! #bobdylan80', 'position': '19', 'datecreated': '2021-05-24T12:42:35.000Z', 'datepublished': '2021-05-24T12:42:35.000Z', 'url': 'https://twitter.com/socialname/status/1396808849596760066'}, {'identifier': '1396275518413099011', 'commentcount': '0', 'articlebody': '"\'Cause if I fly I\'ll surely die, and I want to stay around . . " https://leefeldman.bandcamp.com/track/reluctant-cicada… @MargaretRenkl @eleanorlutz @jesusjiminez @scottdodd', 'position': '20', 'datecreated': '2021-05-23T01:23:19.000Z', 'datepublished': '2021-05-23T01:23:19.000Z', 'url': 'https://twitter.com/socialname/status/1396275518413099011'}, {'identifier': '1396267736288858114', 'commentcount': '0', 'articlebody': 'The cicadas are reluctant! https://leefeldman.bandcamp.com/track/reluctant-cicada… #relucantcicada @cjgiaimo #CicadaWatch2021 #cicadas2021 #CicadaBroodX #cicadapocalypse', 'position': '21', 'datecreated': '2021-05-23T00:52:24.000Z', 'datepublished': '2021-05-23T00:52:24.000Z', 'url': 'https://twitter.com/socialname/status/1396267736288858114'}, {'identifier': '1393954195909267457', 'commentcount': '0', 'articlebody': 'Working on slightly altered jazz standards. Today, “All the Things You Ate” . .', 'position': '22', 'datecreated': '2021-05-16T15:39:13.000Z', 'datepublished': '2021-05-16T15:39:13.000Z', 'url': 'https://twitter.com/socialname/status/1393954195909267457'}, {'identifier': '1382968363803148291', 'commentcount': '0', 'articlebody': 'I guess you could say I\'m a singer/songwriter, but I really prefer the term "dentist" . . . http://leefeldman.com', 'position': '23', 'datecreated': '2021-04-16T08:05:26.000Z', 'datepublished': '2021-04-16T08:05:26.000Z', 'url': 'https://twitter.com/socialname/status/1382968363803148291'}, {'identifier': '1382506160520101889', 'commentcount': '1', 'position': '24', 'datecreated': '2021-04-15T01:28:49.000Z', 'datepublished': '2021-04-15T01:28:49.000Z', 'url': 'https://twitter.com/socialname/status/1382506160520101889'}, {'identifier': '1375568476673351683', 'commentcount': '0', 'articlebody': 'Look what I found! STARBOY Eye (one look from my eye is the maximum . . ) collectible https://rarible.com/token/0xd07dc4262bcdbf85190c01c996b4c06a461d2430:385771:0x92a6406bdd9802b28749aeab93ca742a1...', 'position': '25', 'datecreated': '2021-03-26T22:00:56.000Z', 'datepublished': '2021-03-26T22:00:56.000Z', 'url': 'https://twitter.com/socialname/status/1375568476673351683'}, {'identifier': '1346136240664563713', 'commentcount': '2', 'articlebody': 'Which part of "Meow" don\'t you understand?', 'position': '26', 'datecreated': '2021-01-04T16:47:44.000Z', 'datepublished': '2021-01-04T16:47:44.000Z', 'url': 'https://twitter.com/socialname/status/1346136240664563713'}, {'identifier': '1338183208094097411', 'commentcount': '1', 'articlebody': 'Door-hanging for the DSA in Riverdale! @JefferyDinowitz #taxtherich #dsausa', 'position': '27', 'datecreated': '2020-12-13T18:05:13.000Z', 'datepublished': '2020-12-13T18:05:13.000Z', 'url': 'https://twitter.com/socialname/status/1338183208094097411'}, {'identifier': '1325837162844205056', 'commentcount': '2', 'articlebody': 'The Feldman (November, 2020) - https://mailchi.mp/c5ba89a524b1/the-feldman-november-2020…', 'position': '28', 'datecreated': '2020-11-09T16:26:27.000Z', 'datepublished': '2020-11-09T16:26:27.000Z', 'url': 'https://twitter.com/socialname/status/1325837162844205056'}, {'identifier': '1312178361049903104', 'commentcount': '0', 'articlebody': 'MANTIC Trio (Lee Feldman, Rob Price, Chris Moore) "Gangly" https://youtu.be/yuZHxn7WY7k via @YouTube', 'position': '29', 'datecreated': '2020-10-02T23:51:15.000Z', 'datepublished': '2020-10-02T23:51:15.000Z', 'url': 'https://twitter.com/socialname/status/1312178361049903104'}, {'identifier': '1311129736467415042', 'commentcount': '1', 'articlebody': 'Watch “Edge, The Story” on #Vimeo', 'position': '30', 'datecreated': '2020-09-30T02:24:23.000Z', 'datepublished': '2020-09-30T02:24:23.000Z', 'url': 'https://twitter.com/socialname/status/1311129736467415042'}, {'identifier': '1307845832012685318', 'commentcount': '0', 'articlebody': 'MANTIC Trio ad https://youtu.be/3htEbnEX0vQ via @YouTube', 'position': '31', 'datecreated': '2020-09-21T00:55:19.000Z', 'datepublished': '2020-09-21T00:55:19.000Z', 'url': 'https://twitter.com/socialname/status/1307845832012685318'}, {'identifier': '1306213933922086913', 'commentcount': '0', 'position': '32', 'datecreated': '2020-09-16T12:50:44.000Z', 'datepublished': '2020-09-16T12:50:44.000Z', 'url': 'https://twitter.com/socialname/status/1306213933922086913'}, {'identifier': '1299528850800627714', 'commentcount': '0', 'articlebody': "That's the way the world used to work . . .", 'position': '33', 'datecreated': '2020-08-29T02:06:36.000Z', 'datepublished': '2020-08-29T02:06:36.000Z', 'url': 'https://twitter.com/socialname/status/1299528850800627714'}, {'identifier': '1298023868347617285', 'commentcount': '1', 'articlebody': 'Dude. This is like Flipper meets Butthole Surfers meets Eno meets Psychic TV meets bizarre jazz shit I have no idea who. This is new breakthrough shit. Melodic, ambient dissonance. Discord...', 'position': '34', 'datecreated': '2020-08-24T22:26:20.000Z', 'datepublished': '2020-08-24T22:26:20.000Z', 'url': 'https://twitter.com/socialname/status/1298023868347617285'}, {'identifier': '1296919767400550401', 'commentcount': '0', 'articlebody': 'Mantic Trio https://open.spotify.com/artist/0tiRfdKuqyUrmniSosfYii?si=il9CTc9zSeCFpO3jTmkbzA… #NowPlaying', 'position': '35', 'datecreated': '2020-08-21T21:19:02.000Z', 'datepublished': '2020-08-21T21:19:02.000Z', 'url': 'https://twitter.com/socialname/status/1296919767400550401'}, {'identifier': '1287011341425942528', 'commentcount': '0', 'articlebody': 'Mantic Trio coming out next month, with Chris Moore, drums and Rob Price, guitar #experimentalmusic #improvisedmusic, #noiserock', 'position': '36', 'datecreated': '2020-07-25T13:06:29.000Z', 'datepublished': '2020-07-25T13:06:29.000Z', 'url': 'https://twitter.com/socialname/status/1287011341425942528'}, {'identifier': '1284272610768027649', 'commentcount': '0', 'articlebody': 'Fascism is here (Portland). National strike, anyone?', 'position': '37', 'datecreated': '2020-07-17T23:43:45.000Z', 'datepublished': '2020-07-17T23:43:45.000Z', 'url': 'https://twitter.com/socialname/status/1284272610768027649'}, {'identifier': '1283524349983588353', 'commentcount': '0', 'position': '38', 'datecreated': '2020-07-15T22:10:26.000Z', 'datepublished': '2020-07-15T22:10:26.000Z', 'url': 'https://twitter.com/socialname/status/1283524349983588353'}, {'identifier': '1281770776199335937', 'commentcount': '0', 'articlebody': '“What should one do with one’s life? More money is not the answer — it only postpones answering the question.” Giorgos Kallis (Degrowth)', 'position': '39', 'datecreated': '2020-07-11T02:02:21.000Z', 'datepublished': '2020-07-11T02:02:21.000Z', 'url': 'https://twitter.com/socialname/status/1281770776199335937'}, {'identifier': '1280658620934492160', 'commentcount': '0', 'articlebody': '"Life isn\'t everything." - Mike Nichols', 'position': '40', 'datecreated': '2020-07-08T00:23:03.000Z', 'datepublished': '2020-07-08T00:23:03.000Z', 'url': 'https://twitter.com/socialname/status/1280658620934492160'}]}}
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'https://twitter.com/eyemartyfeldman/status/723561867226931201'}, {'identifier': '721081866158080000', 'commentcount': '0', 'articlebody': 'Eric on Marty http://theofficialmartyfeldman.com/main/news/eric-on-marty/…', 'position': '12', 'datecreated': '2016-04-15T21:04:48.000Z', 'datepublished': '2016-04-15T21:04:48.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/721081866158080000'}, {'identifier': '718584000307015680', 'commentcount': '0', 'articlebody': 'Martin and Feldman http://theofficialmartyfeldman.com/main/news/martin-and-feldman/…', 'position': '13', 'datecreated': '2016-04-08T23:39:10.000Z', 'datepublished': '2016-04-08T23:39:10.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/718584000307015680'}, {'identifier': '716012001634291712', 'commentcount': '0', 'articlebody': 'London 1970 http://theofficialmartyfeldman.com/main/news/london-1970/…', 'position': '14', 'datecreated': '2016-04-01T21:18:58.000Z', 'datepublished': '2016-04-01T21:18:58.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/716012001634291712'}, {'identifier': '713875334370697216', 'commentcount': '0', 'articlebody': 'Sex with a Smile http://theofficialmartyfeldman.com/main/news/sex-with-a-smile/…', 'position': '15', 'datecreated': '2016-03-26T23:48:37.000Z', 'datepublished': '2016-03-26T23:48:37.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/713875334370697216'}, {'identifier': '710945594424975360', 'commentcount': '0', 'articlebody': 'Friday’s with Marty http://theofficialmartyfeldman.com/main/news/fridays-with-marty/…', 'position': '16', 'datecreated': '2016-03-18T21:46:53.000Z', 'datepublished': '2016-03-18T21:46:53.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/710945594424975360'}, {'identifier': '708426539038146560', 'commentcount': '0', 'articlebody': 'Lauretta http://theofficialmartyfeldman.com/main/news/lauretta/…', 'position': '17', 'datecreated': '2016-03-11T22:57:03.000Z', 'datepublished': '2016-03-11T22:57:03.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/708426539038146560'}, {'identifier': '705902375811166209', 'commentcount': '0', 'articlebody': 'Marty TV Shows http://theofficialmartyfeldman.com/main/news/marty-tv-shows/…', 'position': '18', 'datecreated': '2016-03-04T23:46:56.000Z', 'datepublished': '2016-03-04T23:46:56.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/705902375811166209'}, {'identifier': '703305633735450625', 'commentcount': '1', 'articlebody': 'Marty Documentary http://theofficialmartyfeldman.com/main/news/marty-documentary/…', 'position': '19', 'datecreated': '2016-02-26T19:48:24.000Z', 'datepublished': '2016-02-26T19:48:24.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/703305633735450625'}, {'identifier': '700840082476027905', 'commentcount': '1', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 3" to @Vimeo:', 'position': '20', 'datecreated': '2016-02-20T00:31:11.000Z', 'datepublished': '2016-02-20T00:31:11.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700840082476027905'}, {'identifier': '700840080555032577', 'commentcount': '1', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 1" to @Vimeo:', 'position': '21', 'datecreated': '2016-02-20T00:31:10.000Z', 'datepublished': '2016-02-20T00:31:10.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700840080555032577'}, {'identifier': '700839770944106496', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 2" to @Vimeo:', 'position': '22', 'datecreated': '2016-02-20T00:29:57.000Z', 'datepublished': '2016-02-20T00:29:57.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839770944106496'}, {'identifier': '700839766930169856', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 4" to @Vimeo:', 'position': '23', 'datecreated': '2016-02-20T00:29:56.000Z', 'datepublished': '2016-02-20T00:29:56.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839766930169856'}, {'identifier': '700839753160269824', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 3" to @Vimeo:', 'position': '24', 'datecreated': '2016-02-20T00:29:52.000Z', 'datepublished': '2016-02-20T00:29:52.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839753160269824'}, {'identifier': '700839643957301248', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Amok part 1" to @Vimeo:', 'position': '25', 'datecreated': '2016-02-20T00:29:26.000Z', 'datepublished': '2016-02-20T00:29:26.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700839643957301248'}, {'identifier': '700823289241817088', 'commentcount': '0', 'articlebody': 'eyE Muppeteer! http://theofficialmartyfeldman.com/main/news/eye-muppeteer/…', 'position': '26', 'datecreated': '2016-02-19T23:24:27.000Z', 'datepublished': '2016-02-19T23:24:27.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/700823289241817088'}, {'identifier': '698284766257262592', 'commentcount': '0', 'articlebody': 'The Bed Sitting Room http://theofficialmartyfeldman.com/main/news/the-bed-sitting-room/…', 'position': '27', 'datecreated': '2016-02-12T23:17:16.000Z', 'datepublished': '2016-02-12T23:17:16.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/698284766257262592'}, {'identifier': '695713561524379648', 'commentcount': '0', 'articlebody': 'Marty and the Cartoonist http://theofficialmartyfeldman.com/main/news/marty-and-the-cartoonist/…', 'position': '28', 'datecreated': '2016-02-05T21:00:13.000Z', 'datepublished': '2016-02-05T21:00:13.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/695713561524379648'}, {'identifier': '693184533512892416', 'position': '29', 'datecreated': '2016-01-29T21:30:46.000Z', 'datepublished': '2016-01-29T21:30:46.000Z'}, {'identifier': '691608740605337600', 'commentcount': '0', 'articlebody': "Was asked if I'm a Marty Feldman fan - one of my favourite sketches https://youtu.be/_epStsDeIdc via @YouTube", 'datecreated': '2016-01-25T13:09:07.000Z', 'datepublished': '2016-01-25T13:09:07.000Z', 'url': 'https://twitter.com/jamiesont/status/691608740605337600'}, {'identifier': '693178221026631681', 'commentcount': '1', 'articlebody': '‘Four, left, I mean right, FUCK!’ http://theofficialmartyfeldman.com/main/news/four-left-i-mean-right-fuck/…', 'position': '30', 'datecreated': '2016-01-29T21:05:41.000Z', 'datepublished': '2016-01-29T21:05:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/693178221026631681'}, {'identifier': '691377515164602369', 'commentcount': '1', 'articlebody': 'Hilarious outtakes with Madeline Kahn and Marty Feldman in "Young Frankenstein" (1974)', 'position': '31', 'datecreated': '2016-01-24T21:50:19.000Z', 'datepublished': '2016-01-24T21:50:19.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691377515164602369'}, {'identifier': '691376941421580289', 'commentcount': '0', 'articlebody': 'Young Frankenstein: Working with Marty Feldman http://flip.it/p8irA @MelBrooks', 'position': '32', 'datecreated': '2016-01-24T21:48:02.000Z', 'datepublished': '2016-01-24T21:48:02.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691376941421580289'}, {'identifier': '691376056398274560', 'commentcount': '0', 'articlebody': 'RT: @bnokj', 'position': '33', 'datecreated': '2016-01-24T21:44:31.000Z', 'datepublished': '2016-01-24T21:44:31.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691376056398274560'}, {'identifier': '691375633289474048', 'commentcount': '3', 'position': '34', 'datecreated': '2016-01-24T21:42:50.000Z', 'datepublished': '2016-01-24T21:42:50.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691375633289474048'}, {'identifier': '691375338203418624', 'commentcount': '0', 'articlebody': 'RT @peterhayes123: Marty Feldman: much missed.', 'position': '35', 'datecreated': '2016-01-24T21:41:40.000Z', 'datepublished': '2016-01-24T21:41:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691375338203418624'}, {'identifier': '691373918850945024', 'commentcount': '0', 'articlebody': 'RT @bnokj: This Marty Feldman poem was too good not to share. Really enjoying his autobiography. A sweet, funny man.', 'position': '36', 'datecreated': '2016-01-24T21:36:02.000Z', 'datepublished': '2016-01-24T21:36:02.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/691373918850945024'}, {'identifier': '690974706132983809', 'commentcount': '0', 'articlebody': 'Marty Meets Tom http://theofficialmartyfeldman.com/main/news/marty-meets-tom/…', 'position': '37', 'datecreated': '2016-01-23T19:09:42.000Z', 'datepublished': '2016-01-23T19:09:42.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690974706132983809'}, {'identifier': '690694860903469057', 'commentcount': '0', 'articlebody': 'I just uploaded "Marty Feldman - Vatican Rag - Tom Lehrer" to @Vimeo:', 'position': '38', 'datecreated': '2016-01-23T00:37:41.000Z', 'datepublished': '2016-01-23T00:37:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694860903469057'}, {'identifier': '690694855853522944', 'commentcount': '0', 'articlebody': 'I just uploaded "A Speight of Marty Back Together Again part 1" to @Vimeo:', 'position': '39', 'datecreated': '2016-01-23T00:37:40.000Z', 'datepublished': '2016-01-23T00:37:40.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694855853522944'}, {'identifier': '690694607471038464', 'commentcount': '3', 'articlebody': 'I just uploaded "Marty Feldman - National Brotherhood Week - Tom Lehrer" to @Vimeo:', 'position': '40', 'datecreated': '2016-01-23T00:36:41.000Z', 'datepublished': '2016-01-23T00:36:41.000Z', 'url': 'https://twitter.com/eyemartyfeldman/status/690694607471038464'}]}}

Phil 1.16.2023

Lost Robert, my cousin. Trying to figure out what happened.

ChatGPT is not all you need. A State of the Art Review of large Generative AI models

  • During the last two years there has been a plethora of large generative models such as ChatGPT or Stable Diffusion that have been published. Concretely, these models are able to perform tasks such as being a general question and answering system or automatically creating artistic images that are revolutionizing several sectors. Consequently, the implications that these generative models have in the industry and society are enormous, as several job positions may be transformed. For example, Generative AI is capable of transforming effectively and creatively texts to images, like the DALLE-2 model; text to 3D images, like the Dreamfusion model; images to text, like the Flamingo model; texts to video, like the Phenaki model; texts to audio, like the AudioLM model; texts to other texts, like ChatGPT; texts to code, like the Codex model; texts to scientific texts, like the Galactica model or even create algorithms like AlphaTensor. This work consists on an attempt to describe in a concise way the main models are sectors that are affected by generative AI and to provide a taxonomy of the main generative models published recently.

Book

  • Send in copyright and chapter spreadsheets – done

GPT Agents

  • Update PyPi since no changes for a while – done! This was very handy. Glad I left it for myself

Phil 1.15.2023

Tracr: Compiled Transformers as a Laboratory for Interpretability

  • Interpretability research aims to build tools for understanding machine learning (ML) models. However, such tools are inherently hard to evaluate because we do not have ground truth information about how ML models actually work. In this work, we propose to build transformer models manually as a testbed for interpretability research. We introduce Tracr, a “compiler” for translating human-readable programs into weights of a transformer model. Tracr takes code written in RASP, a domain-specific language (Weiss et al. 2021), and translates it into weights for a standard, decoder-only, GPT-like transformer architecture. We use Tracr to create a range of ground truth transformers that implement programs including computing token frequencies, sorting, and Dyck-n parenthesis checking, among others. To enable the broader research community to explore and use compiled models, we provide an open-source implementation of Tracr at this https URL.

Phil 1.13.2023

Brian is coming over this evening to do Bossomatic things

Chores!

GPT-Agents

SBIRs

Phil 1.12.2023

Dinner at 6:00, talk at 7:00

GPT Agents

SBIRs

  • 9:15 standup
  • Finish first pass of editing – done
  • Talk to Rukan about loss function. Everything looks really good, enough for a paper that shows binary encoding trains faster and is more accurate than one-hot. We also discussed ways of indicating confidence.
  • Register for GSAW and get tix, hotel – done!

Phil 1.11.2023

Mastering Diverse Domains through World Models

  • General intelligence requires solving tasks across many domains. Current reinforcement learning algorithms carry this potential but are held back by the resources and knowledge required to tune them for new tasks. We present DreamerV3, a general and scalable algorithm based on world models that outperforms previous approaches across a wide range of domains with fixed hyperparameters. These domains include continuous and discrete actions, visual and low-dimensional inputs, 2D and 3D worlds, different data budgets, reward frequencies, and reward scales. We observe favorable scaling properties of DreamerV3, with larger models directly translating to higher data-efficiency and final performance. Applied out of the box, DreamerV3 is the first algorithm to collect diamonds in Minecraft from scratch without human data or curricula, a long-standing challenge in artificial intelligence. Our general algorithm makes reinforcement learning broadly applicable and allows scaling to hard decision making problems.

Book

  • Still no word back from Disney. If I don’t get anything back by the 15th, I’ll put in Fair Use for cultural criticism and see what happens

GPT Agents

SBIRs

  • MORS rewrite
  • Beyond Single-Mindedness: A Figure-Ground Reversal for the Cognitive Sciences
    • A fundamental fact about human minds is that they are never truly alone: all minds are steeped in situated interaction. That social interaction matters is recognized by any experimentalist who seeks to exclude its influence by studying individuals in isolation. On this view, interaction complicates cognition. Here, we explore the more radical stance that interaction co-constitutes cognition: that we benefit from looking beyond single minds toward cognition as a process involving interacting minds. All around the cognitive sciences, there are approaches that put interaction center stage. Their diverse and pluralistic origins may obscure the fact that collectively, they harbor insights and methods that can respecify foundational assumptions and fuel novel interdisciplinary work. What might the cognitive sciences gain from stronger interactional foundations? This represents, we believe, one of the key questions for the future. Writing as a transdisciplinary collective assembled from across the classic cognitive science hexagon and beyond, we highlight the opportunity for a figure-ground reversal that puts interaction at the heart of cognition. The interactive stance is a way of seeing that deserves to be a key part of the conceptual toolkit of cognitive scientists.
  • Register for GSAW and get tix, hotel

Phil 1.10.2023

Space is a latent sequence: Structured sequence learning as a unified theory of representation in the hippocampus

  • Fascinating and puzzling phenomena, such as landmark vector cells, splitter cells, and event-specific representations to name a few, are regularly discovered in the hippocampus. Without a unifying principle that can explain these divergent observations, each experiment seemingly discovers a new anomaly or coding type. Here, we provide a unifying principle that the mental representation of space is an emergent property of latent higher-order sequence learning. Treating space as a sequence resolves myriad phenomena, and suggests that the place-field mapping methodology where sequential neuron responses are interpreted in spatial and Euclidean terms might itself be a source of anomalies. Our model, called Clone-structured Causal Graph (CSCG), uses a specific higher-order graph scaffolding to learn latent representations by mapping sensory inputs to unique contexts. Learning to compress sequential and episodic experiences using CSCGs result in the emergence of cognitive maps – mental representations of spatial and conceptual relationships in an environment that are suited for planning, introspection, consolidation, and abstraction. We demonstrate that over a dozen different hippocampal phenomena, ranging from those reported in classic experiments to the most recent ones, are succinctly and mechanistically explained by our model.

The Association of Professional Futurists is a global community of futurists advancing professional foresight. Our credentialed members help their clients and employers anticipate and influence the future.

GPT Agents

SBIRs

  • 9:15 – 9:30 Standup
  • 1:00 – 1:30 biweekly meeting
  • 2:00 – 3:00 Weekly status report
  • 3:00 – 5:00 MORS Journal meeting with Aaron

Phil 1.8.2023

GLM-130B is an open bilingual (English & Chinese) bidirectional dense model with 130 billion parameters, pre-trained using the algorithm of General Language Model (GLM). It is designed to support inference tasks with the 130B parameters on a single A100 (40G * 8) or V100 (32G * 8) server. With INT4 quantization, the hardware requirements can further be reduced to a single server with 4 * RTX 3090 (24G) with almost no performance degradation. As of July 3rd, 2022, GLM-130B has been trained on over 400 billion text tokens (200B each for Chinese and English)

Phil 1.5.2023

In this video, we will learn how to use the Cohere Embed API endpoint to generate language embeddings using a large language model (LLM) and then index those embeddings in the Pinecone vector database for fast and scalable vector search. Cohere is an AI company that allows us to use state-of-the-art large language models (LLMs) in NLP. The Cohere Embed endpoint we use in this video gives us access to models similar to other popular LLMs like OpenAI’s GPT 3, particularly their recent offerings via OpenAI Embeddings like the text-embedding-ada-002 model. Pinecone is a vector database company allowing us to use state-of-the-art vector search through millions or even billions of data points.

GPT Agents

SBIRs

  • 9:15 standup
  • Submit request for GSAW – started
  • Package up code for Rukan – done
  • Floated the idea of a GPT brownbag

Book

  • Updated my financial paperwork

Phil 1.4.2022

Roadmap for Researchers on Priorities Related to Information Integrity Research and Development

  • We in the Federal Government developed this Roadmap through sustained discussion across Federal agencies and through numerous consultations with academic researchers, commercial entities, international partners, those adversely affected by corrupted information, former government employees across the political spectrum, and others seeking to address information integrity challenges.

GPT Takes the Bar Exam

  • Nearly all jurisdictions in the United States require a professional license exam, commonly referred to as “the Bar Exam,” as a precondition for law practice. To even sit for the exam, most jurisdictions require that an applicant completes at least seven years of post-secondary education, including three years at an accredited law school. In addition, most test-takers also undergo weeks to months of further, exam-specific preparation. Despite this significant investment of time and capital, approximately one in five test-takers still score under the rate required to pass the exam on their first try. In the face of a complex task that requires such depth of knowledge, what, then, should we expect of the state of the art in “AI?” In this research, we document our experimental evaluation of the performance of OpenAI’s `text-davinci-003` model, often-referred to as GPT-3.5, on the multistate multiple choice (MBE) section of the exam. While we find no benefit in fine-tuning over GPT-3.5’s zero-shot performance at the scale of our training data, we do find that hyperparameter optimization and prompt engineering positively impacted GPT-3.5’s zero-shot performance. For best prompt and parameters, GPT-3.5 achieves a headline correct rate of 50.3% on a complete NCBE MBE practice exam, significantly in excess of the 25% baseline guessing rate, and performs at a passing rate for both Evidence and Torts. GPT-3.5’s ranking of responses is also highly-correlated with correctness; its top two and top three choices are correct 71% and 88% of the time, respectively, indicating very strong non-entailment performance. While our ability to interpret these results is limited by nascent scientific understanding of LLMs and the proprietary nature of GPT, we believe that these results strongly suggest that an LLM will pass the MBE component of the Bar Exam in the near future.

From the ICML Call for papers:

SBIRs

  • Meeting with Aaron? Most of the day, actually
  • Meeting with Rukan? Comment and zip up code with example spreadsheets by Thursday

GPT-Agents

  • Roll in Shimei’s changes – done
  • 4:00 Meeting. A lot of discussion about students cheating with the GPT. For foreign students in particular, the pressures to succeed and get an advanced degree seem to outweigh the penalties of plagiarism, much less using LLMs to write text. It’s a point that should be added to the essay.

Phil 1.2.23

Idly looking forward to 2.3.23

Tasks

  • Add zero-day exploit example – done
  • Finish application – add “Neural Narrative Mapping”
  • Work on Shimei’s suggestions

Book

  • Chapter asset form?
  • Fix payment form