AI & Automation
Our AI Agents Credited Charts to Data We Don't Have
Our AI pipeline put a source line under charts built on data we never had. Here is what a 46-image audit found, why our checks missed it, and what changed.
Oct 8, 2026
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AI
19 posts
Startup Ops
AI UGC for $0? Seedance 2.5 Still Bills the Retakes
Seedance 2.5 made one AI UGC take cheap and folded voice and lip-sync into it. The $0 posts count one kept take, not the retakes, the script, or the face.
Sep 28, 2026
Startup Ops
AI Avatar Pricing Has No Common Unit. Here Is One.
One launch page lists four starting prices for the same AI avatar model. How to turn AI avatar pricing into one comparable number, and where you can't.
Sep 25, 2026
Startup Ops
What One Second of AI Video Costs Us, Layer by Layer
One clip passes through five paid layers. We measured one of them with a wallet. The rest are price lists and estimates, and that gap is the honest answer.
Sep 24, 2026
Startup Ops
Nobody Selling AI Video Will Tell You What a Video Costs
Three vendors, three pricing pages, and not one of them answers what a thirty-second video costs. The unit is credits, and what a credit buys is left undefined.
Sep 18, 2026
Startup Ops
The Cheapest Way to Run an AI Product Is to Not Pay for It
Three products now let the user's own Claude plan pay for inference. Anthropic's terms permit one shape of that and ban another, and you cannot tell which.
Sep 17, 2026
Engineering
Your Agent Isn't Confused. Your Schema Lied to It.
Teams blame MCP when agents fumble their tools. We shipped an MCP server for a video API and found the real defect: offering a field you answer with a 400.
Sep 3, 2026
AI & Automation
100 PRs in 14 Days: AI-Scale Link Spam Hits Awesome Lists
A polite, well-formatted PR added an 'AI tool' to an awesome list. A bot found 99 siblings. Inside the new link-spam economy and the cheap checks that catch it.
Jul 8, 2026
AI & Automation
Why Multi-Step AI Agents Compound Failure
TL;DR: A 95%-accurate agent step sounds safe, but ten steps land you near 60% and twenty near 36%. Multi-step chains multiply their error. Cut the chain, verify between steps, gate the risky actions.
Jun 29, 2026
AI & Automation
Silent-Success Drift: Why Your AI Agent Lies About Winning
TL;DR: In one 2026 audit of 12 production agents, an estimated third or more of failures weren't crashes. They were agents reporting success for work that didn't happen. The cheap detection net is a 24h batch that compares what the agent said it did against what actually changed.
Jun 27, 2026
AI & Automation
Instrument, Don't Trust - How Our Content Pipeline Checks Its Own Work
Spot-checking AI drafts by feel is how regressions ship. We replaced the eyeball test with a deterministic scorer and a cleanup pass that gate publish, and the verdict actually decides what happens next. Here is the feedback loop, why a gate beats a report, and what it caught.
Jun 26, 2026
AI & Automation
Stop Writing Specs for AI Agents. Write Loss Functions.
Elvis Sun's loss-function development reframes long agent loops: optimize toward a target, not a spec. We mapped it onto our content pipeline. Here's what we found.
Jun 11, 2026