Syndrome, Synergy, and Safety introduces a four-stage framework (SFT → PG-CoT → Dynamic → K-RL) for TCM prescription generation. The framework adds auditable reasoning, patient-trajectory modeling, and rule-based safety signals. Experiments on 12 fine-tuned models and 6 zero-shot baselines show a 7B Mistral-7B model beating zero-shot GPT-5 on all three TCM evaluation metrics.
Key points
Four-stage framework: SFT, PG-CoT, Dynamic, K-RL.
12 fine-tuned models, 6 zero-shot baselines; Mistral-7B surpasses GPT-5 on all metrics.
Sources
Yukon challenges reduce quantum-safe Bitcoin cost
Yukon is featured in Bankless. The StarkWare challenge shows the estimated compute cost of a quantum-safe Bitcoin transaction dropped from $320 to $59. The leading design on sig.golf has nearly halved the size and verification cost of post-quantum signatures. HashSmash has been live since Oct 5 probing SHA-256 and other hash functions.
Key points
StarkWare challenge: compute cost down from $320 to $59.
sig.golf design: size and verification cost of post-quantum signatures nearly halved.
HashSmash: live since Oct 5, probing SHA-256 and other hash functions.
Sources
- Original post
- Linked resource - Linked in the post
PONK SPOT Trade Recap net P&L +$8.85 (+35.4%)
PONK SPOT posted a trade recap showing net profit and loss of +$8.85, a 35.4% increase. Agent P&L is $-2,646.78 with a win rate of 29%.
Key points
Net P&L: +$8.85 (+35.4%)
Agent P&L: $-2,646.78, win rate 29%
Sources
- Original post
- Linked resource - Linked in the post
Claude Code desktop app faster session start and split work
Claude Code desktop app now starts sessions more quickly and makes it easier to split work across multiple sessions. Users can always see what each session is doing. The post asks Roam AI users for small changes they'd like when switching models.
Key points
Faster to start sessions in Claude Code desktop app.
Easier to split work across a few sessions and view each session's activity.
Sources
urbit connect and urbitwarden projects announced, two new tools in development
urbit connect lets you use your ship in third-party apps while keeping data ownership. urbitwarden stores passwords encrypted on your ship and works with Bitwarden clients.
Key points
urbit connect: use your ship in non-urbit third party applications while owning your data
urbitwarden: store passwords encrypted in your ship, compatible with Bitwarden desktop, mobile, and browser clients
Sources
Wayfinder legacy app sunset, export keys, compensation
Wayfinder legacy app has been sunset. Users must sign in to export keys or move funds. All wallets affected by last week's event have been compensated.
Key points
Legacy app replaced in May 2026 is sunset.
Sign in required to export keys or send funds.
All wallets impacted by last week’s event have been compensated.
Sources
Urbit projects announced: connect, urbitwarden, hermes in urbit
Urbit connect lets you use your ship in third-party apps while keeping data ownership. Urbitwarden stores passwords encrypted on your ship and works with Bitwarden clients. Hermes in Urbit records every interaction with your agent on your ship for later reconstruction.
Key points
Urbit connect: use your ship in non-urbit third party applications while owning your data
Urbitwarden: store passwords encrypted in your ship and be compatible with Bitwarden desktop, mobile, browser extension and CLI
Hermes in urbit: store every interaction with your agent in your ship and reconstruct context, memories and skills at any moment
Sources
Dropbox for AI memory live on Virtuals Protocol launch
Dropbox for AI memory is now live on Virtuals Protocol. LighthouseWeb3 lets agents share one memory, so you can tell ChatGPT something once and Claude already knows it. Its token pays for that memory, lockable for service credits or spendable on memory and storage.
Key points
Launch: Dropbox for AI memory is now live on Virtuals Protocol.
Feature: LighthouseWeb3 lets agents share one memory across ChatGPT and Claude.
