--mk3-af6bfaa80a7a4c70b503bf3b19fb3b01
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: quoted-printable

Hey Hippos,

There's a lot of argument going around about whether you should still read =
code.

I think it's a silly argument.

If you ship production software to paying customers, you have an obligation=
to
ship working, stable software. Whatever gets you there is yours to decide.

But if you work in a team, there's a harder problem sitting underneath it.

Pre-AI, reading pull requests was never only about catching bugs. It was ho=
w you
kept a mental model of the software you maintained. Design, complexity,
consistency, style: all of that can be codified. Write a skill. Have a diff=
erent
LLM review the output. Slap in some deterministic checks.

A shared mental model can't be codified.

Our brains need interaction to build one. And knowing how the system worked
three months ago used to count as stale. In the age of AI that's about a we=
ek.

So we moved the proxy higher.

Every pull request we open is now accompanied by an automatic animated
architecture and data flow diagram. Additions, deletions and changes are co=
lour
coded. The data flow animates, so you can see how the system moves. It rend=
ers
as an SVG and posts straight into the PR comment, with no scripts at all,
because GitHub rightly strips those out.

A 1000+ line change becomes something you can assimilate in seconds.

I wrote up how we built the custom renderer: the JSON contract the model fi=
lls
in, the baseline we store per PR, and how the renderer animates an SVG with=
out a
single line of JavaScript.

Here's the blog:
https://track.pstmrk.it/3ts/www.coldtea.ai%2Fblog%2Freducing-cognitive-load=
-ai-generated-prs/TTeI/b6nHAQ/AQ/72ae6e62-92a7-4c62-a6a0-042895a73b8b/1/9Vj=
ltXNA_i
https://track.pstmrk.it/3ts/www.coldtea.ai%2Fblog%2Freducing-cognitive-load=
-ai-generated-prs/TTeI/b6nHAQ/AQ/72ae6e62-92a7-4c62-a6a0-042895a73b8b/1/9Vj=
ltXNA_i







Cheers=F0=9F=A5=82,
Ohans E.

P.S.: The blog is 100% human-written (validated on Pangram)

P.P.S: I'm building Coldtea. An agentic development environment for the who=
le
software lifecycle, not just the build part. Try it and tell me where it fa=
lls
short. That helps me more than anything: coldtea.ai https://track.pstmrk.it=
/3t/coldtea.ai/TTeI/b6nHAQ/AQ/72ae6e62-92a7-4c62-a6a0-042895a73b8b/2/x5OIWf=
5IUJ










=C2=A9 2026. All rights reserved.
Unsubscribe: https://subscriptions.pstmrk.it/unsubscribe?m=3D1.jczDExBiIV1O=
3WxPbaRRMA.mlSnVwKc2iDDPZw_usSEpVLRQRRsODG7jcDMBQ8WkHuY78soUimx8-PRaIZWDLYg=
09XGjHe9GrVe8vqL5LSLX5ntPZHT9hsScum6Upi2Qhm-LjcUaWpW2e-DCIO4XmzduCN7FGSU42o=
aPXkb2EAY9ihKmg9gAS75WWjnc4sMHjdNUnNlU5ZuFdvKnjaIVnGH6j3JxV7jXYlKV-ocwR2PEw=
gLPv7mH_Dp6uGoGNVjIp3-l1eR8K_XpuDZ90MuXSycPt0owZiN-mToAdqvNPNPIxDbBKmVs9BEW=
rDERIjXbJ-Iec49BHRdLgOp5oUY0KwBjmhB2cHzV7LieuE0kh1FHcd1XEV0DsiPwhL2LeYAUfnM=
XYdnZ0VM5GfW8QmIbnoPxojmDMHehDTWPsMNpegIfD1N_tv8wsDIUpJvPrpt4SkeBGGDqLz6WIy=
gg4-Ii3ykZWC4ph05dU8i3JOTlAxqKQ

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</div>
<table align=3D"left" width=3D"100%" border=3D"0" cellpadding=3D"0" cel=
lspacing=3D"0" role=3D"presentation" style=3D"max-width: 600px; min-width: =
300px; min-height: 20px; background-color: #FFFFFF; border-radius: 10px; pa=
dding: 10px; width: 100%; margin-right: auto; font-family: "Arial&quot=
;, sans-serif;">
<tbody style=3D"font-family: "Arial", sans-serif;">
<tr style=3D"width: 100%; font-family: "Arial", sans-seri=
f;">
<td style=3D"font-family: "Arial", sans-serif;">
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">Hey Hippos, <=
/p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">There's a lot=
of argument going around about whether you should still read code.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">I think it's =
a silly argument.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">If you ship p=
roduction software to paying customers, you have an obligation to ship work=
ing, stable software. Whatever gets you there is yours to decide.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">But if you wo=
rk in a team, there's a harder problem sitting underneath it.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">Pre-AI, readi=
ng pull requests was never only about catching bugs. It was how you kept a =
mental model of the software you maintained. Design, complexity, consistenc=
y, style: all of that can be codified. Write a skill. Have a different LLM =
review the output. Slap in some deterministic checks.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">A shared ment=
al model can't be codified.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">Our brains ne=
ed interaction to build one. And knowing how the system worked three months=
ago used to count as stale. In the age of AI that's about a week.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">So we moved t=
he proxy higher.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;"><b style=3D"f=
ont-family: "Arial", sans-serif;">Every pull request we open is n=
ow accompanied by an automatic animated architecture and data flow diagram.=
</b> Additions, deletions and changes are colour coded. The data flow anima=
tes, so you can see how the system moves. It renders as an SVG and posts st=
raight into the PR comment, with no scripts at all, because GitHub rightly =
strips those out.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">A 1000+ line =
change becomes something you can assimilate in seconds.</p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;"><b style=3D"f=
ont-family: "Arial", sans-serif;">I wrote up how we built the cus=
tom renderer: the JSON contract the model fills in, the baseline we store p=
er PR, and how the renderer animates an SVG without a single line of JavaSc=
ript.</b></p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; max-width: 600px; font-family: "Arial", sans-ser=
if;">Here's the blog: <a href=3D"https://track.pstmrk.it/3s/www.coldtea.ai%=
2Fblog%2Freducing-cognitive-load-ai-generated-prs/TTeI/b6nHAQ/AQ/72ae6e62-9=
2a7-4c62-a6a0-042895a73b8b/1/9VjltXNA_i" rel=3D"noopener noreferrer nofollo=
w" style=3D"color: #067DF7; text-decoration: none; word-wrap: break-word; f=
ont-family: "Arial", sans-serif;" target=3D"_blank">https://www.c=
oldtea.ai/blog/reducing-cognitive-load-ai-generated-prs</a></p>
<p style=3D"font-size: 14px; line-height: 24px; margin: 16px 0;=
font-family: "Arial", sans-serif;"><br style=3D"font-family: &qu=
ot;Arial", sans-serif;"></p>
<p style=3D"font-size: 14px; line-height: 24px; margin: 16px 0;=
font-family: "Arial", sans-serif;"><br style=3D"font-family: &qu=
ot;Arial", sans-serif;"></p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;">Cheers=F0=9F=A5=
=82,<br style=3D"font-family: "Arial", sans-serif;"><i style=3D"f=
ont-family: "Arial", sans-serif;">Ohans E. </i></p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; font-family: "Arial", sans-serif;"><b style=3D"f=
ont-family: "Arial", sans-serif;"><i style=3D"font-family: "=
Arial", sans-serif;">P.S</i></b><i style=3D"font-family: "Arial&q=
uot;, sans-serif;">.: The blog is 100% human-written (validated on Pangram)=
</i></p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: left; -webkit-font-smoothing: antialiased; -moz-osx-font-smoot=
hing: grayscale; max-width: 600px; font-family: "Arial", sans-ser=
if;"><b style=3D"font-family: "Arial", sans-serif;">P.P.S</b>: I'=
m building Coldtea. An agentic development environment for the whole softwa=
re lifecycle, not just the build part. Try it and tell me where it falls sh=
ort. That helps me more than anything: <a href=3D"https://track.pstmrk.it/3=
/coldtea.ai/TTeI/b6nHAQ/AQ/72ae6e62-92a7-4c62-a6a0-042895a73b8b/2/x5OIWf5IU=
J" rel=3D"noopener noreferrer nofollow" style=3D"color: #067DF7; text-decor=
ation: none; word-wrap: break-word; font-family: "Arial", sans-se=
rif;" target=3D"_blank">coldtea.ai</a> </p>
<p style=3D"font-size: 14px; line-height: 24px; margin: 16px 0;=
font-family: "Arial", sans-serif;"><br style=3D"font-family: &qu=
ot;Arial", sans-serif;"></p>
<p style=3D"font-size: 14px; line-height: 24px; margin: 16px 0;=
font-family: "Arial", sans-serif;"><br style=3D"font-family: &qu=
ot;Arial", sans-serif;"></p>
<p style=3D"font-size: 14px; line-height: 24px; margin: 16px 0;=
font-family: "Arial", sans-serif;"><br style=3D"font-family: &qu=
ot;Arial", sans-serif;"></p>
<p style=3D"font-size: 15px; line-height: 24px; margin: 16px 0;=
text-align: center; -webkit-font-smoothing: antialiased; -moz-osx-font-smo=
othing: grayscale; font-family: "Arial", sans-serif;"><span style=
=3D"color: #A8AAAF; font-size: 13px; font-family: "Arial", sans-s=
erif;">=C2=A9 2026. All rights reserved. </span></p>
</td>
</tr>
</tbody>
</table>
=20

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