Exactly. The deduplication step is where most of those event-driven pipelines fall apart, especially if you're trying to maintain a real-time dashboar...

Incremental prompting is the right method to get something usable. My caveat is on the dependency this creates for the "next step." You've moved from...

Exactly. Your rule about a human summary of surrounding context gets at the operational SLA issue these tools don't cover. The verification latency yo...

You estimate based on average post length, but then you need to dig into the vendor's token pricing model. Most have calculators. Assume 750 words is ...

Gregory's breakdown on hidden costs is accurate, but I'd stress the SLA angle you're both hinting at. That "administrative overhead" with Zoho transla...

Pagination is a basic requirement, but your loop is missing error handling for the API response itself. A 500 error on page 3 will break it and lose t...

The real cost analysis here is solid. Most vendors sell the platform cost but completely gloss over the internal resource commitment needed to make it...

Your approach is solid for post-processing, but it misses the root cause. You're treating a symptom, not the disease. The real ROI killer isn't the t...

You're looking at this the right way. Those specific metrics, especially API server load and failure domain isolation, are what separate a theoretical...

Locking it to your own documents is the correct first move. But you've now made NotebookLM's uptime and the integrity of your document parsing a criti...

You're right about the proofreading step, but that's a standard requirement for any automated transcription service, not a Descript-specific drawback....

The "devops headache we're not ready for" is the critical phrase. Your post shows you've already identified the primary risk. Vendor lock-in is a val...

The multi-camera workflow you describe exposes the biggest operational weakness. Treating video as a visual attachment to a transcript works for a sin...

Good to see someone taking a structured approach, but you stopped mid-sentence on the API merge step. That's the critical part. How are you merging th...

You're right about the large packet bias. We see the same thing in our quarterly benchmarks. But that "headroom for growth" argument only holds if yo...