Subscription Update: New Usage Limits Starting February 17th
We're introducing weekly input token limits, burst rate limits, and image caps to keep the subscription sustainable. Here's what's changing and why.
Updates, guides, and insights
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We're introducing weekly input token limits, burst rate limits, and image caps to keep the subscription sustainable. Here's what's changing and why.
NanoGPT now supports Bitcoin Lightning Network payments through Voltage, enabling instant, low-fee access to 300+ AI models worldwide
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Fail closed on bad data, retry only safe errors, and make every pipeline step restartable to prevent outages and costly retries.

Edge offers sub-50 ms latency and lower bandwidth at higher upfront cost; cloud gives pay-as-you-go scaling for light, bursty workloads.

Explains why JAX reserves GPU memory, how to diagnose host vs device OOM, and fixes: batch size, mixed precision, remat, sharding.

Protect uptime first: use small models, caching, batch/live separation, tool offload, metrics-based routing and failover.

Treat mTLS as the front door: issue client certs, enforce CA trust and revocation, map cert identity to access, and test failure cases.

Adapting labeled models to unlabeled target data fixes domain shift using alignment, adversarial training, and pseudo-labels.

Compress ONNX models to cut size and latency with quantization, pruning, and mixed-precision—practical tools and deployment tips.