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Social Campaign — AI Engineering — organic brand test

Validate view velocity for Valter's agentic-engineering brand; scale-or-kill at 72h (runbook). · started 2026-07-16 · regenerated 2026-07-16 14:39

Platforms

TikTok
@valter_silva_au
8
of 8 live · 76 views · 1 likes
YouTube Shorts
(TBD)
0
of 8 live · 0 views · 0 likes
Instagram Reels
(TBD)
0
of 8 live · 0 views · 0 likes
LinkedIn
(TBD)
0
of 8 live · 0 views · 0 likes

<100 avg views/clip @72h = kill · 100-1000 = iterate hooks · >=1000 or a 10k breakout = scale

Pipeline

8produced
8posted
4with views

Cross-post coverage

SeriesTikTokYouTube ShortsInstagram ReelsLinkedIn
AI Engineering — how I actually build with AI (8-part)8/8———

Each cell = clips live on that platform. Gaps = cross-post opportunities.

AI Engineering — how I actually build with AI (8-part)

8posts
76total views
9.5avg / clip
27best
measuring (needs 72h)
Part 1 — The promise — used AI daily for 2.5 years
I've used AI every single day for 2.5 years. Here's how I actually engineer with it — Part 1/8. Not prompt tips. The system. Follow for all 8 parts.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 22 views · 1 likes
missing-hashtagsstray-Body-label
Part 2 — Compounding tokens
Treat your tokens like compounding investments. Part 2/8 — too much noise, too much data. Here's the mindset shift most people miss.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 24 views · 0 likes
Part 3 — AI is ML for everyone — ingest everything
AI today is machine learning for everyone. Ingest everything, kill the noise. Part 3/8 — all your accounts, all your data into one clean context.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 27 views · 0 likes
duplicate-hashtags
Part 4 — Keep your context ALIVE
Your AI context should be alive — not a static prompt. Part 4/8 — it should track what you browse, read and email: Jira, Confluence, Outlook, all of it.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 3 views · 0 likes
Part 5 — Feed your AI every 15 minutes — omnictx
Build a browser extension that feeds your AI every 15 minutes. Part 5/8 — stop re-explaining yourself to the model. Automate the context pull. This is why I built omnictx.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 0 views · 0 likes
Part 6 — The agentic shift
Enterprise tools are about to get fluid and agentic. Part 6/8 — we're in the infrastructure phase, and here's what changes for how you build.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 0 views · 0 likes
Part 7 — Jira should hold the whole brain
Your ticket system should hold the entire brain: tickets, program knowledge, stakeholders, timelines. Part 7/8 — it doesn't yet, so I'm building it.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 0 views · 0 likes
Part 8 — Why your AI bill is so high
Why your company's AI bill is out of control — and the fix. Part 8/8 — giving everyone chat is fine; your engineering pipeline needs a different model. That's the series — follow for more.
TikTok · liveYouTube Shorts ⬜Instagram Reels ⬜LinkedIn ⬜
TikTok: 0 views · 0 likes

Needs attention

How this works

Single source of truth: tools/clip/content.json. Edit it (by hand or via the /content skill), then run python reports/content.py to rebuild this page. Add a metrics snapshot each time you check numbers; verdicts follow the runbook (tools/clip/CONTENT-SYSTEM.md).