
| Channel | Native caption |
|---|---|
| Tiktok | Automation that doesn't break the second a button moves: give the AI real named tools with TYPED inputs so it can't pass garbage. (AI-assisted) Log every tool call so you read the story, not the ashes. #automation #AI #nocode |
| Named tools. Typed inputs. Logged calls. It adapts instead of dying. #automation #AI #agents #buildinpublic #temerarii | |
| Why most automations break: they are one brittle path. The durable approach: give a model real tools, each with a typed input schema so it can't pass garbage and pretend it worked, and log every tool call with its inputs. The agent adapts when the world shifts, and you keep a full audit trail. | |
| X | Automation that doesn't snap: give the model named tools with typed inputs, log every call. It adapts instead of dying at the first redesigned button. temerarii.com |
| Build automation that adapts: give the AI real named tools with typed inputs so it can't pass garbage, and log every call so you can debug from the story, not the ashes. Full method free on the site. | |
| Threads | An automation with no log is a ghost you can't catch when it haunts you. Give the model named tools with typed inputs, log every call. It bends when the world shifts instead of snapping at the first moved button. |
| AI automation architecture: give models named tools with typed input schemas, log every tool call for auditing, and let the agent adapt to change. Resilient automation that survives website redesigns and breaking changes. | |
| Bluesky | Automation that doesn't snap: named tools, typed inputs, logged calls. The agent adapts instead of dying at the first moved button. temerarii.com |
| Youtube | AI Automation That Adapts: Named Tools, Typed Inputs, Logged Calls Most automations break because they are one brittle path. Give a model real tools, each with a typed input schema so it can't pass garbage, and log every tool call. The agent bends when the world shifts and you keep a full audit trail. AI-assisted, free method at temerarii.com |
| # | Layer (comp_id · still · tier) | Beat | Timecode | Motion | Logo | Audio | VO / on-screen / caption |
|---|---|---|---|---|---|---|---|
| 1 | ![]() matches intent shared field signature-3d | open | 0–6.3s | spatial-parallax | icon·ember-fill | ♪ bed_in | Automation used to mean a brittle script that broke the moment a website changed a button. on-screen: Automation meant brittle scripts |
expected on screen: white 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 whitetreatment ember-fillmotion spatial-parallaxpower summoninstrument summon→Automation meant brittle scripts | |||||||
| 2 | ![]() matches intent shared field signature-3d | hook | 6.3–12.899999999999999s | kinetic-build | icon·wireframe | ♪ node_lock | Dark truth: an automation with no log is a ghost you can't catch when it haunts you. on-screen: A flow with no log is a |
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→A flow with no log is a ghost | |||||||
| 3 | ![]() matches intent NumberedList template | teach | 12.9–20.6s | kinetic-build | icon·wireframe | ♪ node_lock | So we do it now by handing a model real tools, each with a name and a strict input shape. on-screen: Give the model real tools |
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→Give the model real toolscurate items, nodes | |||||||
| 4 | ![]() matches intent ComparisonTable template | proof | 20.6–27.200000000000003s | receipts-count | icon·wireframe | ♪ node_lock | Define the inputs as a typed schema, so the model can't pass garbage and pretend it worked. on-screen: Typed inputs stop the chaos |
expected on screen: white 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 whitetreatment wireframemotion receipts-countpower receiptsinstrument spotlight→Typed inputs stop the chaoscurate colA, colB, rows, statsLabels | |||||||
| 5 | ![]() matches intent DiffCard template | diff | 27.2–34.2s | crossfade-8f | icon·wireframe | ♪ node_lock | Old way was one fixed path. Now the model picks the tool and adapts when the world shifts. on-screen: Old: script. Now: a worker |
expected on screen: white ground · a DiffCard panel over a dimmed Signal Field · Faber leads · code · crossfade-8f · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id DiffCardvisual codeshape boxground whitetreatment wireframemotion crossfade-8fpower morphinstrument morph→Old: script. Now: a workercurate codeLines, lines | |||||||
| 6 | ![]() matches intent ChecklistCard template | teach | 34.2–41.2s | kinetic-build | icon·wireframe | ♪ node_lock | Log every tool call with its inputs, so when it breaks you read the story, not the ashes. on-screen: Log every tool call |
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→Log every tool callcurate items, nodes | |||||||
| 7 | ![]() matches intent KpiGrid template | proof | 41.2–48.2s | receipts-count | icon·wireframe | ♪ node_lock | We build this at The Big T-M, and the agent bends without snapping, with a full paper trail. on-screen: It adapts, you can audit |
expected on screen: white 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 whitetreatment wireframemotion receipts-countpower receiptsinstrument spotlight→It adapts, you can auditcurate kpis, statsLabels | |||||||
| 8 | ![]() matches intent NodeGraphCard template | step | 48.2–54.5s | kinetic-build | icon·wireframe | ♪ node_lock | Your move: name the tools, type the inputs, log every call, then let the model drive. on-screen: Steps: tools, types, logs |
expected on screen: white ground · a NodeGraphCard panel over a dimmed Signal Field · Faber leads · pipeline · kinetic-build · icon·wireframe logo · caption bottom-left spec (the prompt): comp_id NodeGraphCardvisual pipelineshape boxground whitetreatment wireframemotion kinetic-buildpower throwinstrument laser-trace→Steps: tools, types, logscurate hub, nodes, stages, steps | |||||||
| 9 | ![]() matches intent shared field signature-3d | resolve | 54.5–60.0s | coalescence | icon·ember-fill | ♪ bed_out | Now your automation adapts to change instead of dying at the first redesigned button. on-screen: Automation that bends |
expected on screen: white 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 whitetreatment ember-fillmotion coalescencepower coalescenceinstrument coalescence→Automation that bends | |||||||