Copy the published post text
The Machine — build-in-public (demystifying data/AI)
copy ready · render pending
Output-policy spec format · dimensions (asset_specs.output_policy)
formatnative cut · 9:16 · 1:1 · 16:9
dims1080×1920 · 1080×1080 · 1920×1080
cadence5/day floor × 9 channels
Channels 9 destinations
TikTokInstagramLinkedInX/TwitterFacebookThreadsPinterestBlueskyYouTube
This post a distinct social asset — its own angle, storyboard, and cuts
social-W31-Tue-2
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 | Stop trusting AI answers blind. Make the model quote the EXACT source line for every claim, no citation, no answer. (AI-assisted) Run the same prompt twice; if it wobbles, doubt it. #AI #buildinpublic #datascience |
| Make it cite the line. No citation, no answer. Run it twice, compare. A witness, not a black box. #AI #buildinpublic #datascience #tech #temerarii | |
| A model answer with no check is a confident rumor in a lab coat. Build in public: make the model quote the exact source line behind every claim, no citation no answer, and run the same prompt twice to compare. An answer that wobbles is an answer to doubt. Make the machine show its work. | |
| X | A model answer with no check is a rumor in a lab coat. Make it cite the source line. Run it twice. Keep only the steady answer. temerarii.com |
| How to actually trust AI: make the model quote the exact source line for every claim, and run the same prompt twice to see if it wobbles. We build this in public, watch it prove itself or fail on the site. | |
| Threads | A model answer with no check is a confident rumor wearing a lab coat. Make it cite the exact source line. Run the same prompt twice and compare. Keep only the steady answer. Cross-examine the machine. |
| How to verify AI outputs: force the model to cite exact source lines, reject answers without citations, and run prompts twice to check for consistency. Trustworthy AI workflow that treats model outputs as evidence, not rumor. | |
| Bluesky | A model answer with no check is a rumor in a lab coat. Make it cite the source line. Run it twice. Keep only the steady answer. temerarii.com |
| Youtube | Demystifying AI: Make the Machine Cite Its Sources and Prove Itself A model answer with no check is a confident rumor in a lab coat. Force the model to quote the exact source line behind every claim, no citation no answer, and run the same prompt twice to catch wobble. Make the machine show its work like a math test. Built in public, free at temerarii.com |
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 | matches intent shared field signature-3d | open | 0–7.3s | spatial-parallax | icon·ember-fill | ♪ bed_in | Most teams treat the machine as a black box and just hope the answer that fell out is true. on-screen: AI as a black box |
expected on screen: black ground · box hero in the shared Signal Field · Faber leads · node-graph · spatial-parallax · icon·ember-fill logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual node-graphshape boxground blacktreatment ember-fillmotion spatial-parallaxpower summoninstrument summon→AI as a black box | |||||||
| 2 |  matches intent shared field signature-3d | hook | 7.3–13.6s | kinetic-build | icon·wireframe | ♪ node_lock | Dark truth: a model answer with no check is a confident rumor wearing a lab coat. on-screen: A model with no check is a |
expected on screen: black 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 blacktreatment wireframemotion kinetic-buildpower laser-lockinstrument laser-trace→A model with no check is a rumor | |||||||
| 3 |  matches intent NumberedList template | teach | 13.6–20.2s | kinetic-build | icon·wireframe | ♪ node_lock | So we build in public and make the model quote the exact source line behind every claim. on-screen: Make it cite the source line |
expected on screen: black 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 blacktreatment wireframemotion kinetic-buildpower morphinstrument morph+laser→Make it cite the source linecurate items, nodes | |||||||
| 4 |  matches intent ComparisonTable template | proof | 20.2–27.2s | receipts-count | icon·wireframe | ♪ node_lock | If it can't point to the line, we treat the answer as empty, not a maybe worth shipping. on-screen: No citation, no answer |
expected on screen: black ground · a ComparisonTable panel over a dimmed Signal Field · Faber leads · receipts · receipts-count · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id ComparisonTablevisual receiptsshape boxground blacktreatment wireframemotion receipts-countpower receiptsinstrument spotlight→No citation, no answercurate colA, colB, rows, statsLabels | |||||||
| 5 |  matches intent StackTrace template | diff | 27.2–34.2s | crossfade-8f | icon·wireframe | ♪ node_lock | Old way trusted the output. The honest way makes the output show its work like a math test. on-screen: Old: trust. Now: verify |
expected on screen: black ground · a StackTrace panel over a dimmed Signal Field · Faber leads · code · crossfade-8f · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id StackTracevisual codeshape boxground blacktreatment wireframemotion crossfade-8fpower morphinstrument morph→Old: trust. Now: verifycurate codeLines, errMsg, errType, fix, frames | |||||||
| 6 |  matches intent ChecklistCard template | teach | 34.2–40.800000000000004s | kinetic-build | icon·wireframe | ♪ node_lock | Run the same prompt twice and compare, because an answer that wobbles is an answer to doubt. on-screen: Run the same prompt twice |
expected on screen: black 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 blacktreatment wireframemotion kinetic-buildpower morphinstrument morph+laser→Run the same prompt twicecurate items, nodes | |||||||
| 7 |  matches intent KpiGrid template | proof | 40.8–48.099999999999994s | receipts-count | icon·wireframe | ♪ node_lock | We do this at The Big T-M out loud, so you can watch the machine prove itself or fail. on-screen: Show the work, in public |
expected on screen: black ground · a KpiGrid panel over a dimmed Signal Field · Faber leads · receipts · receipts-count · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id KpiGridvisual receiptsshape boxground blacktreatment wireframemotion receipts-countpower receiptsinstrument spotlight→Show the work, in publiccurate kpis, statsLabels | |||||||
| 8 |  matches intent PipelineMap template | step | 48.1–54.7s | kinetic-build | icon·wireframe | ♪ node_lock | Your move: force a citation, run it twice, compare the two, then keep only the steady answer. on-screen: Steps: cite, recheck, compare |
expected on screen: black ground · a PipelineMap panel over a dimmed Signal Field · Faber leads · pipeline · kinetic-build · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id PipelineMapvisual pipelineshape boxground blacktreatment wireframemotion kinetic-buildpower throwinstrument laser-trace→Steps: cite, recheck, comparecurate stages, steps | |||||||
| 9 |  matches intent shared field signature-3d | resolve | 54.7–61.0s | coalescence | icon·ember-fill | ♪ bed_out | Now the machine stops being a black box and starts being a witness you can cross-examine. on-screen: A machine that proves itself |
expected on screen: black ground · box hero in the shared Signal Field · Faber leads · coalescence · coalescence · icon·ember-fill logo · caption bottom-left spec (the prompt): comp_id shared Signal Fieldvisual coalescenceshape boxground blacktreatment ember-fillmotion coalescencepower coalescenceinstrument coalescence→A machine that proves itself | |||||||