I'm on my fourth iteration of training the 3B model.
I'm learning a lot, the first model is clearly garbage compared to what I have now, although I doubt it's better than a even a previous generation SOTA model for the same domain.
But I'm now curious about the ceiling.

Just trained a small LLM on the entire IRS tax code using reinforcement learning — fully local on my MacBook.
Base model: Qwen 2.5 3B Instruct
Training data: 2,113 IRC sections + 6,149 Treasury Regulations
Pipeline: SFT → DPO → GRPO
Hardware: Apple M4 Max, 128GB RAM

Dennison

Twitter

Bitcoin at Block – the Bitcoin project of Block , the company founded by Twitter co-founder Jack Dorsey – has just announced the launch of a free Bitcoin Faucet, marking the return of the Bitcoin distribution model...

Jack Dorsey announces a $1 million project to give away free Bitcoin.

MicroStrategy founder Michael Saylor asserts that Bitcoin has won the global narrative war, specifically naming BIP- […]
The article, "Michael Saylor Warns BIP-110 is the Biggest Threat to Bitcoin; Four-Year Cycle is Dead, Institutional Capital is the Real Protagonist," was first published on BlockTempo, the most influential blockchain ABMedia media.

Michael Saylor warns that BIP-110 is the biggest threat to Bitcoin; the four-year cycle is dead, and institutional capital is the real protagonist.

Editor's Note: This article argues that what truly drives oil prices is not just whether the conflict ends, but "when the tipping point will be crossed."

In the nearly four-week-long conflict with Iran, the oil market is experiencing a classic case of "time-based pricing." The release of strategic reserves has delayed the impact but cannot eliminate the supply gap; disruptions to tanker transport and delayed production recovery are causing inventory pressure to accumulate into the future. Once the critical mid-April mark is passed, the price mechanism will shift from "buffered volatility" to "gap-driven repricing."

More importantly, the game structure itself is also changing. The conflict is no longer characterized by "escalation followed by deterioration..."