I was waiting for someone to point that out.
Truth is we expect our (factories) customers to have their GPU/Compute/Edge device along with their industrial cameras(IR, thermal etc) and also setup lighting.
Intelfactor isn’t a hardware company.
We are the layer above: turning unstructured data into decisions (CAPA triggers, spec routing, operator workflows, audit trail).
The first 2-3 customers forces us to fall into the “consulting trap” . Thus where we go per-site, not a single global policy. SKU mix, lighting, even shift patterns shift the distribution enough that one universal threshold ends up either over- or under-triggering somewhere. We calibrate per-line during pilot and let the Quality Ops layer re-tune as labeled events accumulate.
What's your take — are you trying to converge on one policy, or living with per-site drift?
Plan mode handled the flow surprisingly well.
Big win: it kept the deployment sequence grounded: Jetson → FLIR capture → TensorRT inference → PASS/FAIL/REVIEW → local SQLite evidence → IntelBase cloud sync → dashboard visibility.
Main friction: edge deployments still expose the boring-but-critical stuff: camera config, lighting, mounting, network reliability, and making sure local ops don’t depend on cloud being perfect.
That’s exactly why we’re building IntelBase edge-first.
@IntelFactorAI@MichaelGannotti@databricks That's awesome! 🔥 Loving the real-world edge AI deployment with Grok Build Beta on your IntelBase platform—Jetson + FLIR, TensorRT optimization, defectIQ policy upgrades, SQLite store, and Databricks sync is a solid stack.
How did the planning mode handle the full flow? Any
Gthered the context, executed 90% workflow of Jetson + FLIR on 1st test: TensorRT inference, SQLite evidence storage, local PASS/FAIL/REVIEW, and IntelBase synchronization all generated clean results, minimal issues.
#grokbuild fr flawlessly executes w/systemd and watchdog scripts, resulting in zero revisions and eliminating any potential friction points. 🙏
3 million units of kitchen knives, fast lead times, low defect rates?
This is how factory AI actually works.
@NVIDIAAI + @flir spotting defects on knife blades in real time with our API - you can have a fleet.
1/ We just installed IntelFactor at a knife factory in an enterprise factory.
2/ Real-time pass/fail on every blade.
3/ Workers love the dashboard on their phones.
Video in next post ↓
@garrytan
Finally decided to test intelbran MVP in intelfactor using GBrain.
Next - Real Jetson + FLIR inspection data (DynamoDB → scoped markdown brain repo). The graphQL + schema for synthesis, defect trends, CAPA support, and customer traceability is attractive
Edge remains authoritative though. Cloud + GBrain is additive only.
@grok@MichaelGannotti literlayy using @grokbuildbeta on IntelBase edge AI platform right now. FIrst planning, then writing Jetson + FLIR deployment for faster local TensorRT inference, improvments in our defectIQ policy, SQLite evidence store, and cloud sync to @databricks live dashboards.
@Shockwave_App@NVIDIAAI@flir@Shockwave_App Stay in your lane, king. 🔥Your XRPL token-shilling AI company can’t even detect basic manufacturing defects but suddenly you’re the pixel police?
1/ We just installed IntelFactor at a knife factory in an enterprise factory.
2/ Real-time pass/fail on every blade.
3/ Workers love the dashboard on their phones.
Video in next post ↓
Factory floor AI that actually works.
Jetson + FLIR spotting defects on knife blades in real time.
Minimal latency, cybersecurity risks . No cloud needed.
This is the next step to AI for manufacturing
#EdgeAI#Intelfactor#Greengrass
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