Mirendil says Fern 0.1 was trained for under $10M with agents writing more than 99 percent of the…
TokenGate learns which tokens matter and drops the rest before attention runs in full.
DeepSeek V4.1 Flash targets the memory bill behind long-running agents, cutting cache footprint to 890 bytes per token.
Regulated industries get cloud-class long context without sending data anywhere.