onPanda Cuts Annotation Time by Correcting the First Bad Token
onPanda is an open-source annotation interface that lets a human replace the first wrong token in a model response, then…
Arjun Sethi Editorial profile
EyesTech editorial profile covering inference economics. Articles distinguish source reporting, analysis and documented tests. EyesTech uses AI assistance; this coverage profile is not a verified professional résumé. Corrections: https://eyestech.in/contact/
GPT-6.1 Sol Caching: Include the $2.50 Write Cost
GPT-6.1 Sol cache reads cost $0.10 per million tokens, but writes cost $2.50. Worked examples show when reuse lowers the complete request bill.
OpenAI’s $200 Pro Plan Returns—With Half the Tokens Stolen
OpenAI reopens its $200 Pro plan with a 50% cut in API spend value, removes the 5-hour limit, and splits throughput between Sol and flagship Astra.
AI Inference & Hardware Economics: 2026 Statistics & TCO
55+ verified benchmarks on AI inference cost, latency, GPU cluster failure rates, and memory bandwidth walls. Download raw 2026 telemetry data.
DeepSeek Isn’t Subsidizing Tokens. You’re Just Getting Ripped Off by American Clouds.
Forensic investigation into DeepSeek’s unit economics: why no Western cloud could match the pre-August $0.28 price, why DeepSeek temporarily hiked rates on August 16 after an 8-trillion-token surge, how V4.1-Flash’s 890-byte CED attention enables Western startups to hit $0.66 profitably today, and why American Big Tech hyperscalers charge a 4,000% markup to service legacy debt.
The $200 Subscription Arbitrage: Why OpenAI Paused ChatGPT Pro Sign-Ups and the Real Economics of GPT-6 Astra
OpenAI has paused new sign-ups and upgrades for the $200/mo ChatGPT Pro tier as power users leveraging the 20X token capacity multiplier on GPT-6 Astra burn through 15M to 30M reasoning tokens per month, creating up to a -$1,240/month deficit per seat.
Cursor Pricing Explained in 2026: Plans, Fast Requests, and Surprise-Bill Controls
Cursor pricing in 2026, explained: plans ($20 Pro, $60 Pro+, $200 Ultra, ₹649 Start), fast requests vs slow queues, API credits, overages, and practical ways to control your bill.