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Subject: Inside Outlier: My dog taught me prompt engineering
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                        <img src=3D"http://cdn.mcauto-images-production.sen=
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                        <p><img src=3D"https://static.remotasks.com/upload/=
communication-center/2026-03-26/67e1d026125e2e3c0e491c89/io33-header.jpg"><=
/p><h2><span style=3D"background-color: transparent;">TL;DR:</span></h2><ul=
><li><span style=3D"background-color: transparent;">Six prompt engineering =
tips that will change your outputs =E2=80=94 </span><a href=3D"http://url94=
05.outlier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFH4X6MXy-2BLyV2xisEBgA=
hgw1F-2BzNy-2B-2FVoaDk26KolyHojpfTU2auHfVMHUK955-2BrLPVrAO2smmLhI1m71-2BohF=
aZmvIT-2B1wwe23jBRDtBZJMKjdregyC5VADftZM7zrVESELDaQht8uhiHGtnu49JLxIbstG4mj=
3lp8yiep5RKHF9SWe2Fz8thlJJ11U-2Fbj6NHJKOGb8WUqYrFT1LK2H5h3oIxw-2BAl400PxCFl=
3mpr9G65SMLrqY-2Bqn1yDHeu9WvzmVuw1UyaY7MNJyH82ELxS8dQ-3Dj-ME_qcYk9eQVqML4NY=
nR0JQgOekV7y1c-2FlNQzfzXKeq-2BksnXEJiy37wWKkq6iYEWTcBu2EZuXdjeLxlOZK1QhehmX=
iHZsM9aqg9D5G82ntrLkkf3VedfYzv283DpddPgmdEUE1ErNEMjz6eQY8cv4BsPxX73qiN62ITB=
aw3Wk-2Br815SxMWSmF-2Ffq1mXWdtmFnZEjdA8t4x7CFug9txLULL3Uqr6cFCMlNmAr5-2BXFg=
rCjcQ1nsDmJyH6YAak2aLHRbWnqSmNJEzddCz0f0ATDHLATLRxPjlbLPiw-2BC3X5CQLcnuWiMd=
5C0tGnRs5yB9anCun3odZ3Ddy6emwaD8mc7wUJNO-2F7LANvHd5OAkk0xIlzJ1wIQnyDxDPUHTT=
bBZqIWpTH" rel=3D"noopener noreferrer" target=3D"_blank" style=3D"backgroun=
d-color: transparent; color: rgb(17, 85, 204);">Take the free course</a></l=
i><li><span style=3D"background-color: transparent;">How to write support t=
ickets that get resolved without the back-and-forth</span></li><li><span st=
yle=3D"background-color: transparent;">How has your AI communication change=
d in the past year? </span><a href=3D"http://url9405.outlier.ai/ls/click?up=
n=3Du001.ekXzrh6HTgOsQrpQbkIFHwV8mLff5k-2Fe83Wj57jne3VXopEDixnHLJBS-2FmioQQ=
CxD9PV-2FFRZBu8yFbifhJyYqgvHrCg7jVKw4KTXCALDv3g1OORhBgPJwf0h5p5aNFHFU4USktm=
JFOfDpTBO1QVa9l3h4z2Xo47ZBbzTxcH8rLUEQE1aRLlczrMCbGw1xLeW9oe7lnTxexNVMWzXxt=
CjEZ0Po5MuYDmsCimq2-2B-2FwHQVjH7aWMbYwyJdDAR8EHyRaQJI7kpD5s7UlLFSwfqtR52sN2=
-2BwlvgWYuLnAUB917S6sdxrX-2B0Cl-2BxIScyhNc9GmlP-2FtJOtHC5PcaIjKcJjcsA-3D-3D=
PFIE_qcYk9eQVqML4NYnR0JQgOekV7y1c-2FlNQzfzXKeq-2BksnXEJiy37wWKkq6iYEWTcBu2E=
ZuXdjeLxlOZK1QhehmXuwBBUNJKpu8FpeHHepRM8WBy1nTkXGIXkkZDm5LmL1ElF-2BXXFJrSEW=
hGPxStCrtr6iVfpEkT6ggWR9yHyIUiUT5uJtTFVuuP-2FaaABwUJ5UNqyHGdtaKHZjrdhI89PA-=
2BNJIjJefwEpKP2noxABDjZQoM6vSmhB7FSEUUzZ3cLhZFSp-2BUjd30Ck39tuBbgHA16z9OWSW=
-2BHgkdZ4rI6bCwhf0ldtHo4CotI0JrAIaN-2F7aOUvKYe5V1wDGs-2B16-2FjQcbKT1F8dn-2F=
-2BOtGHVK2Aeu1kEySlkRhEZsVJMGoDbwyucR7" rel=3D"noopener noreferrer" target=
=3D"_blank" style=3D"background-color: transparent; color: rgb(17, 85, 204)=
;">Let=E2=80=99s discuss.</a></li></ul><p><span style=3D"background-color: =
transparent; color: rgb(0, 0, 0);">Hey, it's Eliana.</span></p><p><span sty=
le=3D"background-color: transparent; color: rgb(0, 0, 0);">Squiggles does t=
his thing where he ignores you unless you're extremely specific.</span></p>=
<p><span style=3D"background-color: transparent; color: rgb(0, 0, 0);">"Com=
e here" =E2=80=94 nothing.</span></p><p><span style=3D"background-color: tr=
ansparent; color: rgb(0, 0, 0);">"Come here please" =E2=80=94 still nothing=
.</span></p><p><span style=3D"background-color: transparent; color: rgb(0, =
0, 0);">"Come here please so I can give you a treat" =E2=80=94 immediate co=
mpliance.</span></p><p><span style=3D"background-color: transparent; color:=
 rgb(0, 0, 0);">It's not because he suddenly understands me better, it's be=
cause he's conditioned. Certain words map to certain outcomes, and he's lea=
rned which ones matter.</span></p><p><span style=3D"background-color: trans=
parent; color: rgb(0, 0, 0);">That's basically what's happening when you pr=
ompt a model.</span></p><p><span style=3D"background-color: transparent; co=
lor: rgb(0, 0, 0);">It's not reading your mind. It's not filling in your in=
tent. It's responding to patterns it's seen before, and your job is to hit =
the pattern that gets you what you want.</span></p><p><span style=3D"backgr=
ound-color: transparent; color: rgb(0, 0, 0);">Vague prompt =E2=86=92 gener=
ic output.</span></p><p><span style=3D"background-color: transparent; color=
: rgb(0, 0, 0);">Specific prompt =E2=86=92 higher chance you trigger the ri=
ght pattern.</span></p><p><span style=3D"background-color: transparent; col=
or: rgb(0, 0, 0);">Same underlying system. Different species.</span></p><p>=
<span style=3D"background-color: transparent; color: black; font-size: 1.5e=
m; font-weight: inherit;">Prompt Engineering Tips &amp; Tricks</span></p><p=
><span style=3D"background-color: transparent; color: rgb(0, 0, 0);">Whethe=
r you're prompting an AI or training your dog, the principles are the same:=
 clear inputs lead to better outputs. Here are some of the best tips we've =
picked up:</span></p><ol><li><strong style=3D"background-color: transparent=
;">Lead with the outcome, not the task.</strong><span style=3D"background-c=
olor: transparent;"> Don't just say what you want done =E2=80=94 say what a=
 great result looks like. "Write a summary" is weak. "Write a 3-sentence su=
mmary a 10-year-old could understand" is strong.</span></li><li><strong sty=
le=3D"background-color: transparent;">Give it a role.</strong><span style=
=3D"background-color: transparent;"> Starting your prompt with something li=
ke "You are an expert in X" helps set the tone and context. It focuses the =
response.</span></li><li><strong style=3D"background-color: transparent;">U=
se examples.</strong><span style=3D"background-color: transparent;"> Show, =
don't just tell. If you want output in a certain style or format, give an e=
xample of what that looks like. One good example is worth ten sentences of =
explanation.</span></li><li><strong style=3D"background-color: transparent;=
">Be explicit about format.</strong><span style=3D"background-color: transp=
arent;"> Want bullet points? A numbered list? A table? Say so.</span></li><=
li><strong style=3D"background-color: transparent;">Iterate, don't restart.=
</strong><span style=3D"background-color: transparent;"> If you don't love =
the first response, don't scrap everything. Add a follow-up: "Make it short=
er," "Make the tone more casual," or "Focus only on X." Prompting is a conv=
ersation.</span></li><li><strong style=3D"background-color: transparent;">E=
liminate ambiguity.</strong><span style=3D"background-color: transparent;">=
 Read your prompt back to yourself. If it could mean two different things, =
the AI will probably produce the wrong one. Rewrite until there's only one =
possible interpretation.</span></li></ol><p><span style=3D"background-color=
: transparent; color: rgb(0, 0, 0);">Want to go deeper? Our Prompt Engineer=
ing Course breaks all of this down step by step =E2=80=94 with real example=
s, exercises, and frameworks you can use immediately.</span></p><p><strong =
style=3D"background-color: transparent; color: rgb(0, 0, 0);">=F0=9F=91=89 =
</strong><a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekXzrh6HT=
gOsQrpQbkIFH4X6MXy-2BLyV2xisEBgAhgw1F-2BzNy-2B-2FVoaDk26KolyHojpfTU2auHfVMH=
UK955-2BrLPVrAO2smmLhI1m71-2BohFaZmvIT-2B1wwe23jBRDtBZJMKjdregyC5VADftZM7zr=
VESELDaQht8uhiHGtnu49JLxIbstG4mj3lp8yiep5RKHF9SnXNsUOOPsTJp4fIDReNyANpRhaYM=
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lyUExgv1fgwnFOsahTvuaoW-2FFWbMXgqiXb0Z9vYxtzH1m" rel=3D"noopener noreferrer=
" target=3D"_blank" style=3D"background-color: transparent; color: rgb(17, =
85, 204);"><strong>Check out the free course here</strong></a></p><h2><span=
 style=3D"background-color: transparent;">Writing Support tickets that get =
resolved fast</span></h2><p><span style=3D"background-color: transparent; c=
olor: rgb(0, 0, 0);">When something goes wrong on Outlier, a clear ticket i=
s the fastest path to a fix. The more we can act on without asking follow-u=
p questions, the sooner your issue gets resolved.</span></p><p><span style=
=3D"background-color: transparent; color: rgb(0, 0, 0);">Start with the bas=
ics: your account email, task ID or project name, and what happened. Missin=
g basic info almost always triggers a follow-up from us, which can add a fu=
ll day to your wait before we can even start looking into the issue.</span>=
</p><p><span style=3D"background-color: transparent; color: rgb(0, 0, 0);">=
Then be specific. "My submission wasn't approved" gives us almost nothing t=
o work with. "I submitted task #12345 on April 28 and it's been in review f=
or 48 hours" gives us everything we need.</span></p><p><span style=3D"backg=
round-color: transparent; color: rgb(0, 0, 0);">If something looked wrong o=
n screen, attach a screenshot rather than describing it. If you already tri=
ed refreshing or clearing your cache, mention it so we don't retrace your s=
teps.</span></p><p><span style=3D"background-color: transparent; color: rgb=
(0, 0, 0);">If you have two separate problems, open two separate tickets. I=
t keeps things from getting tangled and makes sure nothing gets missed.</sp=
an></p><h2><span style=3D"background-color: transparent;">What you've been =
learning</span></h2><p><strong style=3D"background-color: transparent; colo=
r: rgb(0, 0, 0);">Nomvelo</strong><span style=3D"background-color: transpar=
ent; color: rgb(0, 0, 0);"> is working on communicating under pressure =E2=
=80=94 in her words: "Saying what I mean clearly, staying calm, and not ove=
rthinking every word after I've said it. It sounds simple, but it's surpris=
ingly hard." (It is. It might also be the most transferable skill anyone ca=
n build.)</span></p><p><strong>Raiyan Ali</strong> is learning programming =
and problem-solving =E2=80=94 building on the AI analysis skills he develop=
ed at Outlier.</p><p><strong style=3D"background-color: transparent; color:=
 rgb(0, 0, 0);">=EC=A1=B0=EC=9C=A4=EC=A0=95</strong><span style=3D"backgrou=
nd-color: transparent; color: rgb(0, 0, 0);"> is studying for her professio=
nal organizer certification. She loves the feeling of a clean, organized sp=
ace, and she wants to give that to other people. Plans to freelance once sh=
e passes. Her last line: "I want to do good for myself and have a positive =
influence on my neighbors." I just love that!</span></p><h2><span style=3D"=
background-color: transparent; color: rgb(0, 0, 0);">Hit reply</span></h2><=
p><strong style=3D"background-color: transparent; color: rgb(0, 0, 0);">How=
 do you talk to AI differently than you did a year ago?</strong></p><p><spa=
n style=3D"background-color: transparent; color: rgb(0, 0, 0);">My answer: =
a year ago I described what I wanted. Now I explain why I want it, what I'm=
 going to do with it, and what I've already tried. The first response is al=
most never the best one. Reply here, </span><span style=3D"background-color=
: transparent;">or post your answer in </span><a href=3D"http://url9405.out=
lier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFHwV8mLff5k-2Fe83Wj57jne3VXo=
pEDixnHLJBS-2FmioQQCxD9PV-2FFRZBu8yFbifhJyYqgvHrCg7jVKw4KTXCALDv3g1OORhBgPJ=
wf0h5p5aNFHFU4USktmJFOfDpTBO1QVa9l3h4z2Xo47ZBbzTxcH8rLUEQE1aRLlczrMCbGw1xLe=
W9oe7lnTxexNVMWzXxtCjEbR28yHxBqiRflxSeAR7-2B1kW8cDHU-2FBTOKUEZxDLrcC4u-2Ba5=
a9F1NXLQrlFMzJHzTgiWnb35HPYtaOZkX5clqsruEiawcjFCZGZuvxv7armnkqwSXmqgiamR-2B=
3sEZnstow-3D-3DwFQ__qcYk9eQVqML4NYnR0JQgOekV7y1c-2FlNQzfzXKeq-2BksnXEJiy37w=
WKkq6iYEWTcBu2EZuXdjeLxlOZK1QhehmXhCIHW44h-2F6ycRvs3qKYRU2-2BgwWta-2FBe3mFT=
IkhO376to1YQbCKEW-2FA5-2FoEME9slHaCt5-2BO3EBU1DexzNpQpMKODm9gGGSC2gXPDkpvFE=
osnQTFKmrBru1g7QS63zgHbutAR4eeqdW07uv7MJO-2F2JjQxccd1yoyuihxY-2B89Yf2Cr-2Fe=
9S-2B79b6q8XZkr0tODQKhXNmHsiLiXliqgR553YET9Kl2hhNsqB49g9MHxSKRx6BtnQa0IM5mN=
4FIxMqSBR7MfkioN2oFH-2B-2F6ZqGndrGOLKXXHQYNDlhBJ-2FBtM5zbN-2B" rel=3D"noope=
ner noreferrer" target=3D"_blank" style=3D"background-color: transparent;">=
Outlier Community.&nbsp;</a></p><p><span style=3D"background-color: transpa=
rent;">Time to walk my favorite prompt engineer,</span></p><p><span style=
=3D"background-color: transparent;">Eliana</span></p>
                    </div>
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