03
Jun
ResumeGovernor: Root Cause Analysis of an Auto-Pause That Refused to Resume
一个自动恢复机制显示'允许恢复'，另一个显示'继续暂停'。它们读的是同一个数据库。问题出在哪里？
阅读时间 7 分钟
Research
ProBitForge Research notes.
02
Jun
From Files to Ledgers: How We Evolved Freqtrade's SQLite Data Layer
Freqtrade 的 SQLite 数据库里藏着所有交易真相，但没有任何 Agent 在读它。我们把'文件'变成了'账本'，然后一切都变了。
阅读时间 8 分钟
19
May
Building a Self-Evolving Trading Research System
A safe AI trading research system should evolve by remembering failures, routing authority, and blocking unsafe work earlier—not by bypassing its gates.
阅读时间 8 分钟
13
May
A Risk Log Template for Crypto Bots
A reusable risk log template for crypto bot research: record facts, evidence, blockers, decisions, and rollback plans before a candidate reaches dry-run.
阅读时间 6 分钟
12
May
Building a Memory Layer for Trading Research with Qdrant
Qdrant helps ProBitForge recall similar trading research cases, but it is not a fact ledger or trading brain. Facts decide; memory reminds.
阅读时间 7 分钟
12
May
How We Judge a Strategy Candidate Before Dry Run
在 ProBitForge，一个策略候选不会因为回测好看就晋级。我们用一套硬门禁裁决：交易次数、直接归因、样本外覆盖、近期验证、权限隔离——缺一项都不许过。
阅读时间 9 分钟
08
May
Why Backtests Lie
A practical checklist for avoiding overfit crypto trading research.
阅读时间 2 分钟
07
May
What ProBitForge Is Building
A research-first introduction to ProBitForge: AI crypto quant systems, risk engineering, and why model output never touches live execution directly.
阅读时间 2 分钟