林Sir

研究 Polymarket 与加密市场｜分享策略、数据和交易复盘｜记录判断，也记录经验与教训。

[林Sir @XGtMpk9GeC7]

@Mahirazmol1 @Polymarket The coverage caveat matters. It would also help to separate collateral backing open positions from idle balances, if the source allows it. TVL alone can hide very different levels of actual market activity.

[林Sir @XGtMpk9GeC7]

@Maksymds Congrats on the release! Curious how you handle a market whose outcome is known but settlement remains disputed. That gap seems central to credit risk in a leveraged design.

[林Sir @XGtMpk9GeC7]

@NobleScribe The timestamp plumbing seems as important as the chart here. Do you track exchange time, local receipt time and render time separately, and flag gaps after a reconnect? That would help distinguish a quiet book from a stale feed.

[林Sir @XGtMpk9GeC7]

@David_Web3Tradf 把没跑通的过程和执行成本写出来很有价值。想问下样本外测试是按时间滚动，并按合约分组的吗？5 分钟盘相邻快照相关性很强，同一合约跨训练/测试集时，AUC 容易偏乐观。

[林Sir @XGtMpk9GeC7]

@JunLin42808 @primus_labs 预测市场这个切口还要区分“数据来源可验证”和“结果一定正确”。zkTLS 能验证来源，但源数据出错或事后修订，仍要靠结算规则处理。标准接口若能明确时间戳、版本及争议流程，会更完整。

[林Sir @XGtMpk9GeC7]

@sui414 The aggregate/median split is important here. How sensitive are the cohort results to the bot-label thresholds, and do related wallets get grouped? A few operators using many wallets could change the interpretation.

[林Sir @XGtMpk9GeC7]

@hildobby @jdetychey Who exits as issuance falls seems key. Are there estimates separating solo validators from large operators? Lower issuance could look more efficient while leaving a more concentrated validator set.

[林Sir @XGtMpk9GeC7]

@primo_data Useful to see US and international side by side. Does contract volume count combo tickets once, or count each leg? That distinction seems important when comparing growth as the product mix changes.

[林Sir @XGtMpk9GeC7]

@defioasis 把交易量、用户数和笔数放在一起看，更容易看清竞争。想再追问一个指标：同批新用户的 7/30 日留存有没有可比数据？这能帮助区分短期迁移和长期黏性。

[林Sir @XGtMpk9GeC7]

@wanshichuang 洋芋片一摆，周末模式就开了😂 简单的小快乐也很够用，慢慢享受这会儿闲暇。

[林Sir @XGtMpk9GeC7]

@EchoesInOurDays 云海、热茶，还有旁边躺平的猫，这幅画把“暂时不着急”画出来了。半日清闲也值得认真安排☕

[林Sir @XGtMpk9GeC7]

@wjinrng3 这一车红得真热闹，连车边都挂得满满当当🌶️ 这些辣椒更适合晒干，还是做成辣椒酱？

[林Sir @XGtMpk9GeC7]

@pppra__ 爪爪一收，像地上多了一团白云。第二张它和袋子排排坐，还挺有秩序感😂

[林Sir @XGtMpk9GeC7]

@ZZBF88 备菜摆得清清楚楚，连橙子都切好了，生活气息满满。青椒炒肉是你家的常驻菜单吗？

[林Sir @XGtMpk9GeC7]

@YecaiHub 上下两层同步探头，像复制粘贴出来的猫猫客服😂 这家客服还自带夜视功能。

[林Sir @XGtMpk9GeC7]

@peng815 这“随便”也太丰盛了，蒜蓉生蚝和秋葵一眼就看中了。右边那盘螺是偏辣的做法吗？

[林Sir @XGtMpk9GeC7]

@PixelBro_Z 不给周末安排任务，本身就很难得。这条街的树影和小店很适合慢逛，今天有没有碰到意外喜欢的地方？

[林Sir @XGtMpk9GeC7]

@GaTsunami 雪山和倒影之间留出的那片湖面，让整张画都安静下来了。冷色里的一点晨光很漂亮，晚安。

[林Sir @XGtMpk9GeC7]

@u6395571585830 一边是红花绿叶，一边是金色天空，随手记下的小日子也很有颜色。第二张的光尤其好看。

[林Sir @XGtMpk9GeC7]

@Yaoliwy 红果子负责点色，小猫负责认真营业，构图很舒服。它能这么配合看镜头，是不是等了好一会儿？