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Software Development

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formatnative cut · 9:16 · 1:1 · 16:9 dims1080×1920 · 1080×1080 · 1920×1080 cadence5/day floor × 9 channels

Channels 9 destinations

TikTokInstagramLinkedInX/TwitterFacebookThreadsPinterestBlueskyYouTube

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5-distinct-social/day · 9:16 master → 1:1 / 16:9 cuts per channel

Channel-cuts this asset → 9 native captions (one master · per-platform aspect+copy)

Channel	Native caption
Tiktok	AI can write the code now, but someone still owns what it wrote. AI-assisted: write the TEST first, let the model code until it's green, ship small commits you can undo, and review every line. Owning the bug means owning the code. Method below.
Instagram	AI writes code. You still own it. Write the test first. Let AI code till green. Small, undoable commits. Review every line. #softwaredevelopment #coding #ai #engineering #temerarii
Linkedin	AI can write the code now, but somebody still has to own what it wrote. How we build with a model in the loop: write the test that proves the feature first, then let the model write code until the test goes green; ship in small commits you can read in one sitting so any bad change is easy to undo; and review every line, because owning the bug means owning the code. Takeaway: readable beats clever, and the engineer still answers for it.
X	AI writes the code. You still own it. Write the test first → let AI code till green → small undoable commits → review every line. Owning the bug means owning the code. temerarii.com
Facebook	AI can write the code now, but somebody still has to own what it wrote. Here's how we build with a model in the loop: write the test that proves the feature first, let the model write code until it goes green, ship in small commits you can undo, and review every line. Readable beats clever. Want the workflow? It's on the site.
Threads	AI writes the code, but you still own it. Write the test first, let the model code till green, ship small undoable commits, review every line. Owning the bug means owning the code.
Pinterest	AI-assisted software development: how to write tests first, let AI code to green, ship small reviewable commits, and own the code. Plain-language engineering workflow guide for developers using AI.
Bluesky	AI writes the code, but you still own it. Write the test first, let AI code till green, small undoable commits, review every line. Owning the bug means owning the code. temerarii.com
Youtube	Software Development With AI In The Loop (Without Losing The Plot) AI can write the code now, but somebody still has to own what it wrote. This walkthrough shows how we build: write the test that proves the feature first, let the model write code until the test goes green, ship in small commits you can read in one sitting, and review every line because owning the bug means owning the code. Readable beats clever. AI-assisted production. Give-it-away method from The Big T-M. Chapters: who owns the code · test first · green is proof · small commits · review the diff.

Composition layer × scene 9 scenes · this post's OWN storyboard (distinct per asset)

#	Layer (comp_id · still · tier)	Beat	Timecode	Motion	Logo	Audio	VO / on-screen / caption
1	still pending matches intent shared field signature-3d	open	0–5.9s	spatial-parallax	icon·color	♪ bed_in	AI can write the code now, but somebody still has to own what it wrote. on-screen: AI writes code, but who owns it
	expected on screen: white ground · box hero in the shared Signal Field · Faber leads · node-graph · spatial-parallax · icon·color logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual node-graphshape boxground whitetreatment colormotion spatial-parallaxpower summoninstrument summon→AI writes code, but who owns it
2	still pending matches intent shared field signature-3d	hook	5.9–12.9s	kinetic-build	icon·wireframe	♪ node_lock	Here is how The Big T-M builds software with a model in the loop without losing the plot. on-screen: How dev works with AI in the
	expected on screen: white ground · box hero in the shared Signal Field · Faber leads · mark · kinetic-build · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual markshape boxground whitetreatment wireframemotion kinetic-buildpower laser-lockinstrument laser-trace→How dev works with AI in the loop
3	still pending matches intent NumberedList template	teach	12.9–20.2s	kinetic-build	icon·wireframe	♪ node_lock	Write the test that proves the feature first, then let the model write code until the test goes green. on-screen: Write the test before the code
	expected on screen: white ground · a NumberedList panel over a dimmed Signal Field · Faber leads · node-graph · kinetic-build · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id NumberedListvisual node-graphshape boxground whitetreatment wireframemotion kinetic-buildpower morphinstrument morph+laser→Write the test before the codecurate items, nodes
4	still pending matches intent RankList template	proof	20.2–27.5s	receipts-count	icon·wireframe	♪ node_lock	The proof is the passing test: it does not care how clever the code looks, only that it works. on-screen: Green tests are the real proof
	expected on screen: white ground · a RankList panel over a dimmed Signal Field · Faber leads · receipts · receipts-count · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id RankListvisual receiptsshape boxground whitetreatment wireframemotion receipts-countpower receiptsinstrument spotlight→Green tests are the real proofcurate rows, statsLabels
5	still pending matches intent LogStream template	diff	27.5–33.0s	crossfade-8f	icon·wireframe	♪ node_lock	The old way shipped on a Friday and prayed nothing broke over the weekend. on-screen: Old way: ship it and pray
	expected on screen: white ground · a LogStream panel over a dimmed Signal Field · Faber leads · code · crossfade-8f · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id LogStreamvisual codeshape boxground whitetreatment wireframemotion crossfade-8fpower morphinstrument morph→Old way: ship it and praycurate codeLines, rows
6	still pending matches intent ChecklistCard template	teach	33.0–40.7s	kinetic-build	icon·wireframe	♪ node_lock	Now you ship in small pieces you can read in one sitting, so any bad change is easy to undo. on-screen: Small commits, easy to undo
	expected on screen: white ground · a ChecklistCard panel over a dimmed Signal Field · Faber leads · node-graph · kinetic-build · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id ChecklistCardvisual node-graphshape boxground whitetreatment wireframemotion kinetic-buildpower morphinstrument morph+laser→Small commits, easy to undocurate items, nodes
7	still pending matches intent StatScoreboard template	proof	40.7–46.6s	receipts-count	icon·wireframe	♪ node_lock	The receipt is maintenance: code a human can read beats code only the machine understood. on-screen: Readable beats clever
	expected on screen: white ground · a StatScoreboard panel over a dimmed Signal Field · Faber leads · receipts · receipts-count · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id StatScoreboardvisual receiptsshape boxground whitetreatment wireframemotion receipts-countpower receiptsinstrument spotlight→Readable beats clevercurate pillar, stats, statsLabels
8	still pending matches intent ProcessFlow template	step	46.6–52.1s	kinetic-build	icon·wireframe	♪ node_lock	Read every line the model wrote, because owning the bug means owning the code. on-screen: Review the diff like a hawk
	expected on screen: white ground · a ProcessFlow panel over a dimmed Signal Field · Faber leads · pipeline · kinetic-build · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id ProcessFlowvisual pipelineshape boxground whitetreatment wireframemotion kinetic-buildpower throwinstrument laser-trace→Review the diff like a hawkcurate stages, steps
9	still pending matches intent shared field signature-3d	resolve	52.1–57.1s	coalescence	icon·color	♪ bed_out	The model drafts fast, but the engineer still answers for it. on-screen: AI drafts, the engineer answers
	expected on screen: white ground · box hero in the shared Signal Field · Faber leads · coalescence · coalescence · icon·color logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual coalescenceshape boxground whitetreatment colormotion coalescencepower coalescenceinstrument coalescence→AI drafts, the engineer answers

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