Using AI as a Personal Tutor
David J. Malan AB '99, PhD '07
600 Harvard College
200 Harvard Extension
250 Yale University
60 Harvard Business School
60 Harvard Law School
1.8M YouTube
5.6M edX
CS50 AP
ChatGPT
ChatGPT et al. are too helpful
Not Reasonable
Using AI-based software �(such as ChatGPT, GitHub Copilot, Bing Chat, et al.) �that suggests or completes answers �to questions or lines of code.
Reasonable
rubber duck debugging
rubberducking
Of course, I'd be happy to help! Could you please provide more details about the problem you're facing?
Provide students with virtual office hours 24/7
Approximate a 1:1 teacher-to-student ratio
Visual Studio Code for CS50
Explain highlighted lines of code
Advise students on �how to improve their code's style
Answer (most of the) questions �asked online by students
CS50.ai
101K users
20K prompts/day, 3.8M total so far
$2.40/student/month
System Prompt
You are a friendly and supportive teaching assistant for CS50. You are also a rubber duck. Answer student questions only about CS50 and the field of computer science; do not answer questions about unrelated topics… Do not provide full answers to problem sets, as this would violate academic honesty… ��Answer this question:
You are a friendly and supportive teaching assistant for CS50. You are also a rubber duck. Answer student questions only about CS50 and the field of computer science; do not answer questions about unrelated topics… Do not provide full answers to problem sets, as this would violate academic honesty… ��Answer this question:
You are a friendly and supportive teaching assistant for CS50. You are also a rubber duck. Answer student questions only about CS50 and the field of computer science; do not answer questions about unrelated topics… Do not provide full answers to problem sets, as this would violate academic honesty… ��Answer this question:
You are a friendly and supportive teaching assistant for CS50. You are also a rubber duck. Answer student questions only about CS50 and the field of computer science; do not answer questions about unrelated topics… Do not provide full answers to problem sets, as this would violate academic honesty… ��Answer this question:
You are a friendly and supportive teaching assistant for CS50. You are also a rubber duck. Answer student questions only about CS50 and the field of computer science; do not answer questions about unrelated topics… Do not provide full answers to problem sets, as this would violate academic honesty… ��Answer this question:
You are a friendly and supportive teaching assistant for CS50. You are also a rubber duck. Answer student questions only about CS50 and the field of computer science; do not answer questions about unrelated topics… Do not provide full answers to problem sets, as this would violate academic honesty… ��Answer this question:
User Prompt
felt like having a personal tutor… i love how AI bots will answer questions without ego and without judgment, generally entertaining even the stupidest of questions without treating them like they're stupid. it has an, as one could expect, inhuman level of patience.
felt like having a personal tutor… i love how AI bots will answer questions without ego and without judgment, generally entertaining even the stupidest of questions without treating them like they're stupid. it has an, as one could expect, inhuman level of patience.
felt like having a personal tutor… i love how AI bots will answer questions without ego and without judgment, generally entertaining even the stupidest of questions without treating them like they're stupid. it has an, as one could expect, inhuman level of patience.
felt like having a personal tutor… i love how AI bots will answer questions without ego and without judgment, generally entertaining even the stupidest of questions without treating them like they're stupid. it has an, as one could expect, inhuman level of patience.
The AI tools gave me enough hints to try on my own and also helped me decipher errors and possible errors I might encounter.
I also appreciated that CS50 implemented its own version of AI, because I think just directly using something like chatGPT would have definitely detracted from learning
generative artificial intelligence
DALL-E 2
Midjourney
generative artificial intelligence
generative artificial intelligence
decision trees
minimax
machine learning
reinforcement learning
explore vs. exploit
supervised learning
unsupervised learning
deep learning
neural networks
a
b
c
ax + by + c > 0
large language models
transformer architecture
"Massachusetts is a state in the New England region of the Northeastern United States. It borders on the Atlantic Ocean to the east. The state's capital is…"
"Massachusetts is a state in the New England region of the Northeastern United States. It borders on the Atlantic Ocean to the east. The state's capital is…"
[-0.0008102366, 0.013022771, -0.0055872737, -0.04236497, -0.02812971, 0.029492939, -0.009463957, 0.007963094, -0.003876683, -0.015795108, 0.0065605408, -0.0010248796, 0.014890658, -0.009182136, 0.00007839182, -0.010853401, 0.027605392, -0.022086935, -0.0042863074, -0.01765644, -0.00028120697, 0.03350398, -0.0017744919, -0.00441411, 0.0055610575, -0.0026461722, 0.002932909, -0.019045886, -0.010381515, -0.019150749, 0.022414634, -0.030751305, -0.037043132, -0.046769246, -0.0072421553, 0.000565691, -0.0049285977, -0.0035162137, 0.021182485, -0.030882385, 0.013959992, 0.011417044, -0.00638686, -0.02632081, -0.0018482242, 0.0048401193, -0.009221459, 0.0009232929, -0.01624078, -0.00077746663, 0.01895413, 0.02697621, -0.031223193, 0.0028509842, -0.0046074525, -0.011043468, 0.0075960704, 0.0036112466, -0.010840294, -0.00020972757, -0.004427218, 0.014916874, -0.03473613, 0.009201797, 0.010892726, -0.019609528, 0.006796484, 0.027605392, -0.0027936369, -0.0065834797, 0.020671275, 0.029912395, 0.023646783, -0.012006903, 0.008159713, -0.009326323, -0.0046140067, -0.0075305304, -0.0075501925, 0.013147297, 0.022558821, -0.01624078, -0.032507773, 0.013527429, 0.016332535, 0.0017302524, -0.010591242, 0.021326672, 0.008343225, -0.014746469, 0.0090969335, 0.027815118, -0.0003426506, 0.010329083, -0.0028755616, -0.0029607634, -0.0034768898, 0.03292723, -0.019897902, -0.018639538, 0.0051809265, 0.015375652, -0.017197661, -0.015467408, -0.020553302, -0.0037161105, -0.0100275995, -0.0108730635, -0.00039262476, -0.020487761, -0.011050021, -0.010453609, 0.010787862, -0.045563314, -0.012603316, 0.0052497433, -0.008146605, -0.011980687, 0.0032245615, -0.013435672, 0.03588963, -0.003170491, -0.0056691985, 0.01565092, 0.041866865, -0.012786828, -0.005374269, -0.0041224575, -0.0018613322, -0.0005124398, 0.017813735, -0.009306661, 0.001985858, 0.009739224, -0.011122115, 0.029545372, -0.038956895, -0.00983098, -0.0190721, -0.02561298, -0.009339431, 0.023659892, -0.0054693017, 0.013376687, 0.004427218, 0.009994829, 0.0066031413, 0.0038144202, 0.015428084, -0.02586203, 0.008022079, -0.02392205, 0.021772344, 0.015113493, 0.015270789, -0.0065113856, 0.017695764, 0.018927913, -0.0053054523, -0.0056462595, -0.024459478, 0.010040708, 0.015782, -0.00989652, 0.0025036228, 0.014785794, -0.0015672221, -0.0041257343, 0.011829946, -0.0038242512, -0.0038013123, 0.01700104, -0.032507773, 0.002025182, 0.008310455, 0.013724048, 0.00044485184, 0.030987248, -0.024367722, -0.012000349, 0.010256989, 0.017053474, 0.0008806919, 0.02224423, -0.0049974145, 0.011764406, 0.030672656, -0.0067080054, 0.017708872, -0.023463272, 0.014864442, 0.035339095, 0.010427393, -0.010119355, -0.6820341, -0.020881, 0.004047087, -0.005246466, -0.016149024, -0.0056724753, 0.010499487, 0.012426359, -0.023620568, 0.004391171, -0.013658508, 0.030934816, -0.0006754702, -0.024328398, -0.0019022946, -0.01642429, -0.0003072181, -0.03258642, 0.003457228, 0.006717836, -0.005400485, -0.0015205248, 0.00082580233, 0.016463615, 0.021169377, 0.007366681, 0.011731636, 0.012747504, -0.041499842, -0.008690586, -0.023686107, 0.006881686, 0.011561233, 0.013474996, 0.03549639, -0.0065572634, -0.025980003, 0.019779932, 0.012852368, 0.022086935, -0.0037652652, 0.0030459652, 0.02288652, 0.006816146, -0.008769234, -0.004725424, 0.019832363, -0.0042011053, 0.016948609, -0.017079689, 0.0050629545, 0.008212145, -0.013566752, 0.005308729, -0.01953088, -0.0076943804, 0.02198207, 0.003496552, 0.008605384, 0.012511561, -0.011849607, -0.0015090554, -0.030436713, -0.04690033, -0.01066989, -0.0037193873, -0.0037226644, 0.0045779594, -0.008657816, 0.00086840324, 0.020749921, 0.004070026, -0.013894452, -0.010945157, 0.025141092, 0.0060788225, 0.0069210096, -0.0056102127, -0.0075633004, -0.015375652, 0.0027887214, -0.006458954, -0.015323221, -0.00082457345, 0.025796492, -0.022388417, -0.009293553, 0.002854261, 0.009739224, 0.013842019, 0.019543989, 0.007877892, -0.017079689, -0.007812352, -0.011502246, -0.003434289, -0.008913422, 0.026268378, 0.017564684, -0.008906867, -0.00344412, -0.0051317713, 0.003362195, 0.0052300813, 0.009214905, -0.0056233206, 0.0015418254, 0.0082318075, 0.0333729, -0.023882726, 0.00996206, -0.005892034, -0.03187859, -0.007812352, 0.004525528, -0.029309427, 0.011030359, -0.02036979, 0.008670924, -0.015532948, 0.005357884, -0.0060558836, 0.0027100735, 0.000044265013, 0.0024036746, 0.023437057, 0.019281829, -0.03279615, 0.0154805165, -0.0023037263, -0.011331843, 0.015519841, 0.02288652, 0.0022938952, 0.019242505, 0.01597862, 0.008434981, -0.0028673692, 0.022086935, -0.032298047, -0.016201455, 0.009909628, -0.0046402225, -0.0040307017, -0.02063195, -0.021103837, -0.007327357, -0.016699558, -0.025377035, 0.022545714, 0.020658165, 0.0060362215, -0.012917908, 0.004892551, -0.0141828265, -0.020933433, -0.012301832, -0.007936878, 0.0218641, -0.017839951, 0.0020972758, 0.008546399, -0.02541636, -0.004092965, 0.0056462595, -0.005823217, 0.01565092, 0.026294595, -0.02521974, -0.0044763726, 0.02224423, -0.020186279, 0.0009855557, 0.023555027, 0.021116944, 0.025403252, -0.0016409544, -0.012151091, -0.007392897, -0.01196758, 0.00060337636, -0.008205591, -0.0021382382, 0.018573998, 0.021641264, -0.008815112, 0.020343574, 0.004437049, -0.019255612, 0.010211111, -0.0046762694, 0.006504832, 0.000019175532, 0.030751305, 0.021497076, 0.005413593, -0.0030394113, 0.008041741, 0.017459821, 0.004404279, 0.018521566, -0.0025904633, 0.022034504, 0.005400485, -0.00090445013, -0.02878511, -0.0033195943, -0.031511568, 0.009352539, 0.0010437224, 0.011384275, -0.024905149, 0.008048295, -0.012662302, 0.013298038, 0.009811318, -0.0086643705, 0.010971374, 0.019137641, 0.0048401193, -0.0029624018, 0.0032606083, 0.019688176, 0.008008972, -0.015349437, -0.0032245615, 0.0025789938, 0.014890658, 0.010761646, -0.0066326344, -0.00026174984, 0.012052781, -0.005859264, 0.021510184, 0.002187393, -0.013986208, 0.01274095, -0.02689756, 0.035339095, 0.008166268, 0.0072749252, 0.006285273, 0.015808215, 0.0076026246, 0.0012075721, -0.020186279, 0.045327373, -0.014943089, -0.0042076595, 0.013009664, -0.015297005, 0.003450674, -0.006347536, 0.018875482, 0.010991035, -0.028837541, 0.02050087, 0.015664028, 0.011666096, 0.021130053, 0.0033654722, -0.009955506, -0.0038144202, -0.000084024156, 0.00047557364, -0.017053474, 0.002444637, 0.018193867, -0.028234575, -0.038380146, -0.0077074883, -0.016594693, -0.0056069354, -0.024171103, 0.01609659, -0.019779932, 0.0136847235, 0.0006521217, 0.00688824, -0.005233358, -0.013029326, -0.018272515, 0.007360127, 0.022650577, -0.02567852, 0.005764231, -0.013986208, 0.00541687, -0.013894452, 0.033032093, 0.029991042, 0.027631607, -0.010342191, -0.0070848595, -0.018364271, -0.007753366, 0.037672315, -0.005357884, -0.00979821, -0.018246299, 0.011141777, -0.015467408, 0.008395657, 0.0041519506, 0.04391171, -0.0034998287, -0.007976201, -0.011725082, 0.0026805806, -0.0065605408, -0.0032573314, -0.00036128852, -0.0022906184, 0.028051063, -0.012308387, 0.009994829, 0.006304935, 0.0045058657, 0.0128195975, -0.011371166, 0.0026150406, -0.029597804, 0.0037882042, -0.011659542, 0.11765717, -0.0011199125, -0.01597862, 0.00018371643, 0.006340982, 0.009339431, -0.00039999798, -0.0047287014, -0.002600294, 0.0046861004, 0.017066581, -0.023004493, 0.012976893, 0.008153159, -0.0030803736, 0.010984481, 0.006416353, -0.033530194, 0.024157995, -0.010610905, 0.0144843105, -0.029912395, 0.015991727, 0.003893068, 0.012557439, 0.0014705508, 0.011974134, 0.016542261, 0.006272165, 0.0011633326, -0.004004486, 0.036649894, -0.013566752, 0.0064425687, 0.0008995347, -0.012485344, 0.024472585, 0.0050170766, 0.017210769, -0.0016540623, 0.028339438, 0.00030926624, -0.0010027599, -0.008743018, 0.02904727, -0.0070717516, -0.023450164, 0.012118321, -0.0057052453, -0.0015197056, 0.027264584, -0.014077963, -0.021497076, 0.008965854, -0.0054496396, 0.01953088, 0.023673, 0.012518114, -0.020553302, -0.008434981, -0.015454301, -0.03316317, 0.0036014155, 0.010125909, -0.025521224, -0.04430495, -0.017735088, -0.020042092, -0.041027956, -0.02923078, -0.0042240443, -0.041499842, -0.0004321535, 0.00672439, 0.0376461, -0.0057478463, 0.021641264, -0.005000692, 0.019557096, 0.020776138, -0.014222151, -0.0036767866, 0.006694897, -0.0065802024, -0.0030394113, 0.0142483665, 0.023869619, -0.028680244, -0.0057249074, 0.009188689, -0.008356333, 0.007458437, 0.017813735, 0.0056134895, -0.023214221, 0.001949811, 0.009562266, 0.023319084, -0.0175909, -0.012020011, 0.021116944, 0.0018023463, 0.0042109364, 0.0018449472, 0.0022480174, 0.015782, -0.00996206, 0.040949307, -0.025455683, -0.0057707853, 0.020749921, -0.011961025, 0.02528528, -0.009057609, -0.0024135055, 0.023188004, 0.019111425, -0.0037423263, -0.007347019, -0.005964128, 0.010230773, -0.028024847, 0.0136191845, 0.016201455, -0.017826844, 0.005518457, -0.02651743, 0.008939638, -0.0064556766, -0.015768891, -0.014812009, 0.012452574, -0.005914973, -0.019989658, -0.031223193, -0.022794764, -0.009850642, 0.03455262, -0.015349437, 0.002213609, 0.010538811, 0.0056003816, 0.010276651, -0.011351504, -0.020605734, -0.020972757, 0.00028796578, -0.009142811, -0.029335644, 0.01597862, -0.02574406, 0.0019661959, -0.015205249, 0.00541687, -0.031092113, -0.0363353, -0.004450157, 0.0021710081, 0.034421537, 0.016804421, 0.050858937, -0.006796484, 0.04262713, 0.006370475, 0.00034818053, 0.00294274, 0.007668164, 0.00086103, 0.0076943804, -0.0037128334, 0.017027257, 0.019911012, 0.011194209, -0.009188689, 0.0011748021, 0.019963443, 0.0041060727, -0.02755296, -0.009136258, -0.020186279, -0.013153851, -0.005328391, -0.0032835472, 0.0111090075, -0.015401868, 0.0020677827, 0.04202416, 0.020658165, -0.00070783054, 0.008821666, 0.024629882, -0.03486721, 0.0050858934, -0.005387377, -0.017210769, -0.02755296, -0.018390486, 0.0006754702, -0.005878926, 0.025534332, 0.017210769, 0.0036800634, 0.0015877032, 0.004836842, 0.0032212844, 0.0069996575, -0.028889973, -0.029152133, 0.017669547, -0.02632081, -0.00876268, -0.02166748, -0.010263543, -0.04766059, 0.011489138, -0.008533291, -0.014379446, 0.025180416, -0.025875138, 0.0017384449, -0.0040995185, -0.015008629, 0.010977928, -0.00044034596, 0.022820981, 0.0061673014, -0.01856089, -0.021641264, -0.014077963, -0.010486378, -0.00947051, 0.026832022, 0.0025036228, -0.0033081246, -0.016594693, -0.010709214, -0.00792377, 0.022204906, -0.0071831695, 0.027526744, 0.0075567467, 0.0049744756, -0.0078647835, -0.0020153509, -0.03350398, 0.028627813, -0.015899971, -0.008107281, -0.0030377728, -0.016214563, -0.022912737, 0.02651743, -0.006281996, 0.022585038, 0.0133177005, -0.011928256, -0.006259057, 0.0011322012, -0.0069865496, -0.0046402225, 0.00818593, 0.024092454, -0.0052038655, -0.00019119207, -0.014091071, 0.016175238, -0.0358372, 0.00048212762, -0.020894108, 0.016135914, -0.0076747183, -0.008874098, 0.0014074686, 0.006803038, 0.003984824, 0.019557096, -0.011043468, -0.00983098, -0.007379789, -0.0035358758, 0.020212494, 0.013009664, -0.014064855, -0.011587448, -0.01953088, -0.034421537, -0.01057158, -0.022008287, 0.0047090393, -0.0024692144, -0.00960159, -0.0060788225, -0.017486036, 0.030122122, 0.0055807196, -0.0019104871, 0.013278377, 0.014038639, 0.012249401, -0.006947226, 0.013219391, 0.012885137, -0.024197318, 0.0066391886, 0.009313215, -0.02199518, 0.008939638, -0.01655537, -0.0012894969, -0.023830295, 0.027684039, 0.008415319, 0.023240436, 0.015047953, -0.0046172836, -0.017551577, 0.0018842712, -0.0029542095, -0.0088609895, 0.027893767, -0.006848916, 0.018967237, -0.0025904633, -0.007379789, 0.006783376, 0.0014377808, -0.012360819, -0.015283897, -0.014379446, -0.015074169, -0.01752536, 0.015375652, -0.022008287, -0.014327015, -0.028942404, -0.008317009, 0.012164199, 0.030829953, -0.014877549, -0.0026183177, 0.008205591, 0.00792377, 0.009522943, -0.0042240443, -0.013894452, -0.0075567467, -0.01979304, 0.0047057625, -0.050072458, -0.0056265974, -0.020946542, 0.032166965, -0.0011354781, -0.01829873, -0.014838225, -0.008035188, -0.040949307, -0.0036309087, 0.011482584, 0.013527429, 0.010584689, 0.00856606, 0.0065539866, -0.0045877905, 0.016135914, -0.0035522608, 0.00041146748, 0.018980345, 0.030987248, -0.021955855, 0.008487413, -0.01842981, -0.0056134895, 0.0021202147, 0.0179186, 0.009411525, -0.012898246, 0.005960851, -0.021418428, 0.009051056, -0.008684033, -0.020028982, -0.008415319, 0.0075960704, 0.015795108, -0.026635401, 0.014772686, 0.020527085, -0.014091071, 0.0017302524, -0.021706803, 0.014143503, 0.009155919, 0.021693695, -0.02211315, -0.0070651975, -0.015139709, -0.04435738, -0.0012837622, 0.0025822707, -0.009706454, 0.010001384, 0.0032638854, -0.014274583, 0.0089593, 0.0059444658, -0.026464997, -0.019491555, -0.0022529329, -0.025980003, -0.001319809, 0.015572272, -0.009221459, -0.014038639, 0.008788896, -0.015113493, -0.0029673174, -0.017944815, -0.011253195, 0.011613664, -0.034683697, -0.024459478, -0.007386343, -0.005410316, 0.000087608365, -0.029283212, 0.0018678862, -0.025075553, 0.014366339, 0.019137641, -0.02230977, -0.031144544, 0.012065889, 0.00782546, -0.018128326, 0.003450674, 0.2221015, -0.0011182739, -0.00488272, 0.03712178, 0.008651262, 0.0149824135, 0.015677135, -0.0030590731, -0.015742676, -0.0047745793, -0.009260783, -0.0047647483, 0.009247675, 0.008775788, -0.016502937, -0.024433263, -0.016660234, -0.043308742, -0.0070586437, -0.023856511, -0.005420147, 0.008684033, -0.005289067, -0.018993452, 0.043439824, 0.019281829, -0.017381173, 0.012924462, 0.0038799602, 0.022139367, -0.012164199, 0.022912737, 0.00017521673, 0.010263543, -0.008448089, 0.0051973113, -0.02257193, -0.02812971, -0.00081842905, 0.0052595744, -0.012092105, 0.004312523, 0.020749921, -0.0042731995, -0.014497418, 0.02217869, 0.017866168, 0.011207317, -0.00013957944, 0.012249401, -0.018390486, -0.0023659891, 0.030253202, 0.058723718, 0.0045845136, -0.010820632, 0.031564, 0.007222493, 0.005354607, -0.0025314773, -0.0070520896, 0.020933433, -0.0033064862, 0.012085551, -0.018377379, 0.0111090075, -0.030908601, 0.03817042, -0.015926188, -0.011685758, 0.0045746826, -0.0010256988, -0.012616424, -0.00494826, -0.019360477, -0.028994836, 0.027002424, 0.029361859, -0.0031950686, 0.008205591, -0.023371516, -0.0050990013, 0.003994655, -0.009057609, 0.006298381, -0.030620225, -0.0036571245, -0.004987584, -0.009516388, 0.010407731, 0.012020011, -0.024131779, -0.015100385, -0.0136191845, -0.0014828395, 0.002444637, -0.0018416703, 0.021746127, -0.009169027, 0.006934118, -0.016306318, 0.023214221, 0.017328741, 0.008972407, 0.0022906184, 0.0055053486, -0.010859956, 0.00002798245, -0.005865818, -0.0018564167, -0.0011428514, -0.02508866, 0.0046303915, 0.006242672, 0.0033245096, -0.0007717319, 0.013474996, -0.013763372, 0.0145498505, -0.012295279, 0.001464816, -0.015821323, -0.0024593836, 0.018757509, 0.015270789, -0.009286999, -0.017381173, -0.012439466, 0.0011608748, -0.019543989, -0.004958091, -0.002678942, 0.0132521605, -0.028758893, -0.03316317, 0.004469819, -0.012596762, 0.000025038276, -0.027841335, 0.029859962, -0.003496552, -0.014471202, 0.012092105, 0.015624704, 0.00011838138, -0.027605392, 0.028758893, 0.0028280453, 0.0006312308, -0.008592277, -0.012229739, -0.006029668, 0.0050990013, -0.015441192, 0.034683697, -0.0028280453, -0.032035887, -0.023358408, -0.02671405, 0.023817187, -0.037515018, 0.009516388, 0.044724405, -0.016175238, 0.00090445013, -0.014628498, -0.16914529, 0.008926529, 0.043046582, -0.0087299105, -0.0051350486, -0.016712666, -0.012419805, 0.00053988467, -0.0033490872, -0.0057249074, 0.03195724, 0.0065769255, -0.026464997, 0.016607802, -0.0028673692, -0.010938603, -0.037488803, 0.0103749605, -0.0012092105, -0.0066096955, 0.0060919304, -0.017630223, 0.0012935931, -0.03848501, -0.0056790295, 0.0070520896, 0.013763372, 0.05594483, 0.0007270829, -0.019491555, -0.012360819, -0.008225253, 0.006029668, 0.010945157, 0.019609528, 0.019045886, -0.011829946, -0.008834774, 0.004918767, 0.004312523, 0.019137641, 0.0116071105, 0.012688518, -0.010696106, -0.009182136, 0.023869619, 0.03817042, -0.01816765, 0.0108730635, -0.011056575, 0.0030197494, -0.021156268, -0.017472928, 0.023174897, 0.0072749252, 0.016869962, 0.0132521605, -0.0070324275, 0.0049941377, 0.022545714, -0.004846673, -0.004902382, 0.019779932, -0.0045779594, -0.0050793397, -0.02528528, -0.02508866, -0.01247879, -0.018023463, -0.0033130401, 0.005931358, -0.032560207, -0.006462231, -0.034133162, 0.0052071423, 0.025206633, -0.012216631, 0.024079347, -0.014327015, -0.003180322, -0.015375652, 0.041185252, -0.018128326, -0.0006840723, -0.022689901, 0.009758886, 0.0072290474, 0.010021046, 0.0056134895, -0.0021054682, 0.014523635, -0.011417044, 0.0021333226, -0.019268721, 0.031013465, 0.025324604, -0.0069865496, 0.015179032, 0.01790549, 0.011449815, 0.012911353, -0.013363578, -0.018639538, 0.009627806, 0.012498452, -0.00051981304, 0.0020628672, 0.012760612, 0.0141172875, 0.004872889, -0.030751305, -0.005800278, 0.026215946, 0.008126943, -0.0015418254, 0.012878584, 0.0085791685, -0.029624019, 0.008657816, -0.0019661959, 0.045432236, 0.0116071105, 0.019517772, 0.030620225, -0.0061771325, -0.011875824, -0.08100727, -0.016162131, 0.000684482, 0.00588548, -0.0011068045, 0.029728884, -0.00014551898, 0.020199386, -0.00779269, 0.0055020717, 0.001313255, -0.020094523, -0.005223527, -0.015323221, 0.02541636, 0.00976544, 0.006717836, -0.017105905, -0.006285273, 0.013986208, 0.003173768, 0.0015369098, -0.0030639886, -0.025704736, 0.007589516, -0.023489488, -0.02755296, 0.023423947, 0.014812009, 0.015782, -0.0030820123, 0.0013706024, -0.009044502, -0.0015524756, 0.004456711, -0.01624078, -0.02865403, 0.001979304, 0.020540195, -0.025495008, -0.004813903, -0.0031459136, 0.0040634717, -0.017708872, 0.018338054, -0.008474304, 0.003896345, -0.0087299105, 0.028024847, -0.004935152, -0.0051710955, -0.0015057784, -0.013828912, -0.0083628865, -0.0086643705, -0.0041191806, 0.024013806, 0.0012731119, -0.02689756, 0.004987584, 0.00014848876, 0.0010527341, -0.0027182659, 0.017499143, 0.035024505, 0.027657824, -0.007818906, -0.024852717, 0.006737498, -0.025560549, -0.009424632, 0.025665412, -0.036807187, -0.01597862, -0.02140532, -0.013920668, -0.04435738, -0.008808558, 0.005744569, -0.01655537, -0.0023922052, -0.026504321, -0.019308044, 0.00014050108, 0.02393516, 0.016057268, -0.00976544, 0.003935669, -0.013337363, -0.004931875, 0.0037980352, 0.016647127, 0.024131779, -0.0072749252, -0.006960334, 0.014104179, -0.00675716, 0.013232498, 0.0050924476, 0.021431535, -0.021444645, -0.0040765796, -0.08032566, 0.015126601, -0.007235601, -0.010853401, 0.0066588502, -0.0056790295, -0.00014459733, -0.010905834, 0.010918941, 0.004810626, -0.024433263, 0.006947226, 0.0062328414, 0.010905834, -0.018587107, -0.021693695, 0.04315145, 0.01584754, 0.020513978, 0.013474996, -0.0046729925, -0.0003547345, 0.01862643, -0.012577101, -0.028313221, 0.00601656, -0.0055741654, 0.027395664, -0.020513978, 0.002929632, 0.0020169893, -0.012354265, -0.0012198607, 0.018089004, -0.004050364, -0.014746469, 0.0074649905, 0.020579519, 0.021156268, 0.015165925, 0.0011698866, -0.007235601, 0.025429469, -0.0023840126, -0.0024151441, 0.0071045216, 0.011594002, 0.00029943525, 0.010519149, 0.018141435, -0.0002881706, 0.017171444, -0.010021046, -0.029624019, -0.0031033126, -0.024092454, 0.02230977, 0.008061403, -0.021326672, 0.00052800553, 0.019583313, 0.024590557, 0.010551918, 0.009431187, 0.023332192, -0.00040122686, -0.0019088486, 0.024878932, -0.016765097, -0.04810626, -0.015087277, 0.0016655319, -0.0035915847, 0.008539844, 0.014812009, -0.019058993, 0.0046107294, 0.021628156, -0.014025532, 0.026818912, -0.007753366, 0.011974134, -0.009149365, 0.014156611, 0.030305633, 0.010217665, -0.027657824, -0.0036374626, -0.01344878, 0.016280103, -0.013232498, 0.00591825, 0.022296662, -0.021890314, -0.0013271823, 0.00966713, 0.008847882, -0.0032671622, 0.015965512, 0.025141092, 0.0042076595, 0.012111767, -0.017250093, -0.04810626, -0.0127540575, 0.0086643705, -0.014772686, -0.021457752, -0.0004698389, -0.0003748061, 0.025848923, 0.025848923, -0.0041322885, 0.023764756, -0.009771994, 0.013376687, -0.019950336, -0.03848501, -0.01060435, 0.025010012, -0.0052136965, 0.0076026246, 0.008533291, -0.004754917, 0.015192141, 0.0076419483, 0.007897554, -0.017643332, -0.012701626, -0.0006590853, -0.0012616424, 0.018862374, 0.003196707, -0.014340122, -0.019373585, -0.005246466, 0.0037062794, 0.0068423618, -0.009575374, 0.017735088, -0.0056265974, 0.00050793396, 0.015860647, 0.018744402, 0.030279418, 0.008087619, 0.021365996, -0.016450506, -0.01803657, 0.01894102, 0.0036341855, 0.009935844, -0.006370475, -0.007458437, 0.0018351162, -0.020002767, 0.026818912, -0.0014369616, 0.00006881686, 0.028287007, 0.0020972758, 0.011344951, -0.0080155255, -0.024865825, -0.012419805, 0.0258096, 0.022781657, -0.0024642989, -0.014156611, 0.013671616, 0.018246299, -0.029624019, -0.016017944, 0.005223527, -0.004702485, -0.009037947, -0.0032671622, 0.028234575, 0.022781657, -0.022834089, 0.027448095, -0.014222151, -0.003958608, 0.03350398, -0.012164199, -0.014720254, -0.0051121097, -0.026281485]
hallucinations
Using AI as a Personal Tutor
David J. Malan AB '99, PhD '07