AI Summary: To-Do Items

AI Analysis Time: February 10, 2026 Generated from 72 Markdown files Note: This report is automatically extracted by AI. Statuses and priorities are AI-inferred results, for reference only.

Overview

🔄 In Progress

🔴 Capital Protracted War Theory Validation and Experimental Framework

• Source: Capital Protracted War (Draft)
• Date: 2026-01-17
• Original Text:

  Stay tuned for my upcoming articles, where I will propose a specific testing framework to verify the feasibility of this theory. Let's see if I didn't add enough positions back then, or if the strategy just wasn't good enough.

• Progress:
  • Completed: Open-sourced the SandTable (sandt) experimental framework, completed preliminary experiments with GBM synthetic data and BTC real data, validating the effectiveness of the anti-Martingale strategy in high-volatility markets.
  • Remaining: Need more testing of signal strategies, further validation of trend-following strategies, and experiments with the three-body dynamics gating mechanism.
  • Evidence: SandTable Experiments and BTC Data Validation

    The final return of the baseline strategy was 18.94%, while the return of the anti-Martingale betting strategy was 9994.17%, a difference beyond comparison.

🔴 CZONE Online Version Product Development

• Source: CZON Online Product Concept and Technical Plan
• Date: 2026-01-18
• Original Text:

  Want to further develop CZON into an online product, allowing users to use it without installation, while also reducing our operational costs.

• Progress:
  • Completed: Completed technical plan design (GitHub Pages + Cloudflare + GitHub OAuth), defined CZONE = CZON + Environment positioning.
  • Remaining: Initial development failed (LOGS/19), needs re-implementation; core features like mobile editing experience, online editor, GitHub Actions integration are pending.
  • Evidence: CZONE Development Failure Reflection

    Last night, I tried building CZONE from scratch using OpenCode + MiniMax M2.1... The key issue, however, was encountered quickly.

🔴 EA Project Strategy Deep Disclosure

• Source: EA Project Introduction
• Date: 2025-11 (Launch Time)
• Original Text:

  Will update with in-depth disclosures of related strategies later, currently not ready.

• Progress:
  • Completed: EA project is live and operational, priority fund structure established, historical performance data made public.
  • Remaining: In-depth disclosure documents for directional portfolio strategies and Delta neutral strategies not yet released.
  • Evidence: EA Project Introduction

    Currently, these two strategy types are not open for direct investment, only indirect participation through EA.

🔴 1earn Delta Neutral Strategy Improvement

• Source: Discussion between 1earn and Ryan
• Date: 2026-01-27
• Original Text:

  Spread trading and market discovery modules still need improvement. Among them, spread trading might be the main growth point currently.

• Progress:
  • Completed: Delta neutral strategy achieved 2% return in January, basic framework is operational.
  • Remaining: Spread trading optimization, market discovery module improvement, API rate limiting and stability issue fixes.
  • Evidence: Discussion between 1earn and Ryan

    API rate limiting and stability issues within 1earn still exist. This requires collaboration between me, Ryan, and C1 to resolve.

🔴 LegionMind Project Advancement

• Source: About LegionMind
• Date: 2026-01-14
• Original Text:

  Yesterday C1 improved the plan for the LegionMind project. LegionMind decided to integrate GitHub Project Kanban functionality as an Agent project management tool.

• Progress:
  • Completed: Integrated GitHub Project Kanban, RFC feature design, established scientific worldview alignment concept.
  • Remaining: Implementation of AI-autonomous agile mode, adversarial generation RFC architecture, complete Agent collaborative workflow.
  • Evidence: The Core of AI Autonomy is Scientific Worldview Alignment

    AI autonomy is correct. Because human intervention costs are too high. But how does AI achieve autonomy? The core lies in the alignment of scientific worldviews.

🔴 Prediction Market Arbitrage Project (PMA)

• Source: Prediction Market Arbitrage Project Launch
• Date: 2026-02-08
• Original Text:

  Arbitrage opportunities in prediction markets are relatively scattered, but the arbitrage hedging structure is very clear... Therefore, this is a High-Frequency Trading (HFT) project. From a technology selection perspective, Rust language is needed to implement a low-latency trade execution system.

• Progress:
  • Completed: Completed initial version code in Rust via Vibe Coding and launched.
  • Remaining: Strategy optimization, stability improvement, deeper Rust ecosystem integration.
  • Evidence: PMA Launch

    Prediction Market Arbitrage project, named PMA = Predict Market Arbitrage. Launched after a day of Vibe Coding.

🟡 CZON Adversarial Generation Translation Optimization

• Source: Multi-Agents: Adversarial Generation Translation
• Date: 2026-01-25
• Original Text:

  Yesterday completed lightweight OpenCode translation integration for CZON, implementing a basic adversarial generation model.

• Progress:
  • Completed: Basic adversarial generation translation model implemented, translation quality significantly improved.
  • Remaining: Token consumption optimization (approx. 10x normal translation), Agent file access permission control, long article translation efficiency.
  • Evidence: CZON Directory Structure Refactoring

    Token consumption for adversarial generation translation is about 10 times or more that of normal translation... Therefore, I rolled back the OpenCode translation integration again.

🟡 CZON User Expansion and Implementation

• Source: Pitching CZON to GB
• Date: 2026-01-28
• Original Text:

  Yesterday pitched CZON to GB, GB expressed interest... GB is the second CZON user after C1.

• Progress:
  • Completed: C1 and GB have become early users, HTTP Proxy support added.
  • Remaining: More user testing, usage process simplification, GitHub Actions closed-loop solution.
  • Evidence: GB's CZON Usage Experience

    However, this is not a good thing; it doesn't align with my aesthetic for simplicity. GB is actually my ideal user demographic, yet I couldn't make his usage process smooth.

🟡 Capital Market Three-Body Dynamics Hypothesis Validation

• Source: Capital Market Three-Body Dynamics Hypothesis
• Date: 2026-02-07
• Original Text:

  Dynamics Equations: SDE system based on this framework (detailed in another article).

• Progress:
  • Completed: Complete three-body dynamics hypothesis theoretical framework, SDE equation system derivation and validation of 12 constraints.
  • Remaining: Numerical simulation, bifurcation analysis, parameter calibration (using real market data), averaging method analysis.
  • Evidence: Capital Market Three-Body Dynamics SDE Equation System Derivation

    All 12 constraints passed.

🟡 NTNL Team Promotion and Influence Building

• Source: About Influence
• Date: 2026-01-14
• Original Text:

  Our NTNL team has done many excellent projects in the past, but because team members are relatively low-key and lack promotion, many projects haven't received the attention they deserve. In the future, we will pay more attention to promotion and outreach.

• Progress:
  • Completed: Started posting technical commentary on social media, gained some attention.
  • Remaining: Systematic promotion strategy, consistent content output, personal brand building.
  • Evidence: About Influence

    Yesterday, I did some summaries of DeepSeek's Engram paper, posted a simple news commentary on social media, which sparked some discussion.

🟡 AI API Relay + Value-Added Service Product

• Source: AI API Relay and Value-Added Services
• Date: 2026-02-08
• Original Text:

  C1 left me a message saying we could create an AI API relay + AI value-added service product.

• Progress:
  • Completed: Already using relay service to reduce AI costs (Opus cost reduced to 1/185 of official price), proof-of-concept completed.
  • Remaining: Productization, user management, billing system, value-added service packaging.
  • Evidence: Claude Opus Relay Service

    Relay service provider quote: Input 0.1890 CNY, Output 0.9470 CNY... Anthropic's official quote is about 185 times the relay provider's quote.

🟢 Learning Spanish

• Source: README
• Date: (Long-term Goal)
• Original Text:

  Currently learning Spanish, hoping to communicate in eighteen languages in the future.

• Progress:
  • Completed: Has started learning.
  • Remaining: Continuous learning, long-term goal.
  • Evidence: README

    Native language is Chinese, can communicate in English and Japanese, currently learning Spanish.

⬜ Not Started

🔴 Yuan Permission System Design (Open System)

• Source: Some To-Do Items
• Date: 2026-02-04
• Original Text:

  Can permissions within Yuan's host, and permissions to connect to the host, be designed asymmetrically?... How to design a good permission system is an important issue. To be open, one must first set up defenses.

🔴 Payment System Integration

• Source: Some To-Do Items
• Date: 2026-02-04
• Original Text:

  A very old and realistic question: how to get users to pay? How to legally transfer to the company's receiving account?... Must go through the process.

🔴 SandTable Integration of More Real Market Data and Signal Strategies

• Source: SandTable Experiments and BTC Data Validation
• Date: 2026-02-10
• Original Text:

  In the future, we can design a gating mechanism based on the phase change theory in the three-body dynamics hypothesis, betting on momentum strategies during momentum-benefiting phases and withdrawing from momentum strategies before momentum-damaging phases.

🔴 Community Trading Platform Design

• Source: Perspective on Human Subjective Trading
• Date: 2026-02-03
• Original Text:

  Let multiple subjective traders act as different signal strategies. Subjective traders can only see the performance of their own signal strategy and the performance of the comprehensive betting account.

🔴 1earn In-Depth Tutorial Writing

• Source: Discussion between 1earn and Ryan
• Date: 2026-01-27
• Original Text:

  Currently, the Delta neutral strategies involved in 1earn still require a relatively high cognitive threshold; need to write some in-depth tutorials.

🟡 CZON Intelligent Content Generation and Optimization Features

• Source: Thoughts on CZON Custom Theme Feature and Pause
• Date: 2026-01-09
• Original Text:

  Intelligent Content Generation and Optimization (TODO) Although CZON doesn't have this feature yet, it can integrate AI in the future to help generate content, optimize SEO, and even dynamically adjust content based on user behavior.

🟡 CZON Intelligent Distribution and Recommendation Features

• Source: Thoughts on CZON Custom Theme Feature and Pause
• Date: 2026-01-09
• Original Text:

  Intelligent Distribution and Recommendation (TODO) CZON needs to consider how to close the loop between content creation and distribution, allowing AI to help authors better reach users.

🟡 CZON Multi-Platform Publishing Feature

• Source: C1's CZON Feedback
• Date: 2026-01-16
• Original Text:

  Hope to generate formats for social media like social media posts, Xiaohongshu, Twitter with one click, facilitating sharing and publishing, publishing from the platform with one click, and retrieving comments from corresponding platforms.

🟡 CZON Incremental Classification Optimization

• Source: C1's CZON Feedback
• Date: 2026-01-16
• Original Text:

  Classification is relatively slow. Each file edit triggers full classification, causing long times. Need to improve to incremental classification.

🟡 CZON Inline Comment Feature

• Source: Focus on Content, Reduce Writing Distractions
• Date: 2026-01-27
• Original Text:

  Support inline comment feature. Allow readers/AI to add comments and discussions at any position in the article.

🟡 CZON AI Comment Section Feature

• Source: AI-Generated Community Comments
• Date: 2026-01-20
• Original Text:

  CZON's development roadmap can consider: 1. Comment Section: AI + humans jointly create an interesting comment section to attract more users to participate in discussions.

🟡 CZON Automatic Deletion of Residual Translation Files

• Source: CZON Directory Structure Refactoring
• Date: 2026-01-26
• Original Text:

  CZON currently does not delete redundant files in the .czon/src/{lang} directory.... In future versions, CZON will automatically detect these redundant files and delete them.

🟡 CZON Positioning Article Writing

• Source: Thoughts on CZON Custom Theme Feature and Pause
• Date: 2026-01-09
• Original Text:

  In the future, write a dedicated article to determine CZON's positioning and target user group, clarifying its differences and advantages compared to existing SSGs.

🟡 Supabase PassKey Login Solution Implementation

• Source: Some To-Do Items
• Date: 2026-02-04
• Original Text:

  I thought of a solution to make Supabase support PassKey... Use admin identity in an Edge Function to create a Supabase session for a user.

🟡 Decentralized Content Platform (Web3 Version of Xiaohongshu)

• Source: AI-Generated Community Comments and Decentralization Concept
• Date: 2026-01-20
• Original Text:

  For example, a Web3 version of Xiaohongshu? Content Hosting: Already have a solution, just use GitHub... User Identity: Can build a decentralized identity system.

🟡 Unresolved Issues in Module-Level Human-AI Collaborative Architecture

• Source: Module-Level Human-AI Collaborative Software Engineering Architecture
• Date: 2026-01-05
• Original Text:

  There are still some unresolved issues: 1. How to improve Protocol Spec quality? 2. How to avoid arbitration infinite loops? 3. How to control actual execution time and token count? 4. How to ensure good taste in interface design?

🟡 Observability Design Plan

• Source: Discussion with Hobo on LLM Coding Quality
• Date: 2026-01-11
• Original Text:

  But how should observability be designed and tested?... Every instrumentation metric implies it should have a corresponding alert rule, otherwise the metric is meaningless.

🟡 OpenCode 600s Timeout Issue Resolution

• Source: CZON Link Issues and TODO Summary Feature Concept
• Date: 2026-02-09
• Original Text:

  When running long runOpenCode tasks, it still reports a 600s timeout error... I think this is an issue with OpenCode itself, I will try to solve this problem next.

🟢 Cross-Server Comment System

• Source: Fragment Writing is Better than Complete Writing
• Date: 2026-02-05
• Original Text:

  Cross-server commenting, as a fun technology, is actually feasible to implement.... If we all build using CZON, we can pull each other's meta.json files.

🟢 Discussion on the Problem of Bodily Absence

• Source: Definition and Discussion of Taste
• Date: 2026-02-06
• Original Text:

  The article defines the soul as "the sum of reasoning ability + memory," but where do emotions, intuition, and bodily experience fit?... Left for next discussion.

🟢 Stock Selection Model Evaluation System Research

• Source: Thoughts on Guotai Haitong Meeting
• Date: 2026-01-22
• Original Text:

  One opportunity is that the evaluation system for stock selection models is still unclear, meaning differentiation opportunities still exist here. I think this field is very suitable for in-depth exploration.

🟢 FSA Outcome Space Design and Probability Estimation Methods

• Source: Full Spectrum Analysis
• Date: 2025-08-10
• Original Text:

  As for how to design the outcome space and estimate the probability distribution, it belongs to the content of the information that needs to be monetized itself, to be continued.

✅ Completed

🔴 ZEN Renamed to CZON

• Source: ZEN Renamed to CZON
• Date: 2026-01-08
• Original Text:

  Searched a bunch of names, finally thought CZone czon was pretty good, representing cz + zone.

• Completion Basis: LOGS/5 confirms the rename is complete and permanent link functionality is implemented.
  • Evidence Source: CZON Rename and Permanent Links
• Result: ZEN successfully renamed to CZON, npm package name registered, permanent link feature launched.

🔴 ZEN Project Rewrite (Classic Programming)

• Source: AI Programming Practice Reflection
• Date: 2026-01-07
• Original Text:

  Using Vibe Coding was a big failure... Had no choice but to completely rewrite the ZEN project, using traditional classic programming to implement it.

• Completion Basis: The same log confirms the rewrite is complete, summarizing lessons on OOP and over-compatibility.
  • Evidence Source: AI Programming Practice Reflection
• Result: Project rewrite completed, established two AI programming guiding principles: "Don't use OOP, shift to functional programming" and "Occam's Razor principle".

🔴 CZON JSX Rendering Refactoring

• Source: Thoughts on CZON Custom Theme Feature and Pause
• Date: 2026-01-09
• Original Text:

  Then it's decided: JSX! With themes handled by JSX, just call renderToString directly in the CZON CLI later.

• Completion Basis: LOGS/8 confirms JSX rendering refactoring is complete.
  • Evidence Source: CZON JSX Rendering Refactoring Complete
• Result: Removed the Placeholder-Replacement based template engine, switched to React JSX rendering. Custom theme feature temporarily shelved.

🔴 CZON AI Classification Feature

• Source: CZON AI Classification Feature Concept
• Date: 2026-01-10
• Original Text:

  Text content is gradually becoming richer, looks like it's about time to start building the AI classification feature.

• Completion Basis: In LOGS/15, C1 feedback indicates the classification feature is usable but slow, needing incremental optimization.
  • Evidence Source: C1's CZON Feedback
• Result: AI automatic classification feature implemented and launched, can automatically generate classification tags for articles.

🔴 CZON Dark Mode

• Source: CZON Feature Updates
• Date: 2026-01-18
• Original Text:

  Dark Mode (0.4.3): Auto/manual dark mode switching, supports automatic switching based on system theme.

• Completion Basis: The same log confirms it was released in version 0.4.3.
  • Evidence Source: CZON Feature Updates
• Result: Dark mode launched, supports auto/manual switching, compatible with Mermaid and TailwindCSS.

🔴 CZON Directory Structure Refactoring

• Source: CZON Directory Structure Refactoring
• Date: 2026-01-26
• Original Text:

  Starting from version 0.6.0, CZON will copy source files as-is to the output directory, maintaining consistent paths.

• Completion Basis: The same log confirms the refactoring was completed in version 0.6.0.
  • Evidence Source: CZON Directory Structure Refactoring
• Result: Solved the avalanche re-generation problem, deprecated SHA-256 Hash ID, adopted a path-consistent directory structure.

🔴 CZON Removal of YAML Front Matter

• Source: CZON Removal of YAML Front Matter
• Date: 2026-02-07
• Original Text:

  CZON released version 0.8.6. Mainly removed YAML Front Matter.

• Completion Basis: The same log confirms it was completed in version 0.8.6.
  • Evidence Source: CZON Removal of YAML Front Matter
• Result: Metadata changed to AI translation from JSON to JSON, solved YAML format translation error issues.

🔴 Capital Protracted War Experimental Code Open-Sourced

• Source: OpenClaw and Capital Protracted War Experiments
• Date: 2026-01-31
• Original Text:

  So I had OpenCode + Opus help me write the experimental code for Capital Protracted War, open-sourced here.

• Completion Basis: The same log confirms it was open-sourced to GitHub.
  • Evidence Source: OpenClaw and Capital Protracted War Experiments
• Result: CapitalProtractedWar project open-sourced, preliminarily validated the effectiveness of mean reversion strategy + anti-Martingale in GBM high-volatility markets.

🔴 SandTable Naming and Release to npm

• Source: SandTable Naming
• Date: 2026-02-04
• Original Text:

  Officially named the experimental framework for Capital Protracted War: Sand Table (sandt), released to npm, package name is sandt.

• Completion Basis: The same log confirms it was released.
  • Evidence Source: SandTable Naming
• Result: Experimental framework officially named SandTable (sandt), released to npm.

🔴 CZON Link Check Feature

• Source: CZON Link Issues and TODO Summary Feature Concept
• Date: 2026-02-09
• Original Text:

  CZON provides a check command specifically for checking if links in documents are valid.

• Completion Basis: LOGS/57 confirms it was implemented in version 0.9.1 and successfully fixed 500 link errors.
  • Evidence Source: CZON Link Check Feature Implementation
• Result: npx czon@latest check command launched, supports dead link detection and AI-friendly repair suggestion output.

🟡 CZON Sitemap and Crawler Rules

• Source: CZON Feature Updates
• Date: 2026-01-18
• Original Text:

  Sitemap (sitemap.xml) generation... Crawler rules (robots.txt) generation.

• Completion Basis: The same log confirms it was released in version 0.4.2.
  • Evidence Source: CZON Feature Updates
• Result: sitemap.xml and robots.txt automatic generation features launched.

🟡 CZON Summary Feature

• Source: CZON Integration of Summary Feature
• Date: 2026-01-21
• Original Text:

  Today, to integrate OpenCode as part of the build process, battled with OpenCode for three hundred rounds.

• Completion Basis: LOGS/25 and LOGS/55 confirm the summary feature is implemented and continuously optimized.
  • Evidence Source: CZON Summary Feature Optimization
• Result: CZON integrated multi-style AI summary features (objective, critical, literary, personality analysis, etc.), supports segmented writing to prevent truncation.

🟡 CZON HTTP Proxy Support

• Source: Pitching CZON to GB
• Date: 2026-01-28
• Original Text:

  GB encountered the issue of needing an HTTP Proxy to call the OpenAI API, but CZON didn't support HTTP Proxy before.

• Completion Basis: The same log confirms HTTP Proxy support was added.
  • Evidence Source: Pitching CZON to GB
• Result: CZON added HTTP Proxy support, solving access issues for domestic users calling OpenAI API.

🟡 WebSocket Connection Issue Troubleshooting

• Source: WebSocket Connection Issue Troubleshooting
• Date: 2026-01-28
• Original Text:

  Over several months, I repeatedly encountered a ghostly, stubborn problem: WebSocket connections failing.

• Completion Basis: The same log confirms the root cause was found and resolved.
  • Evidence Source: WebSocket Connection Issue Troubleshooting
• Result: Identified that the 1Password browser extension caused WebSocket connection instability; disabling it solved the problem.

🟡 CZON Anchor and TOC Feature

• Source: Focus on Content, Reduce Writing Distractions
• Date: 2026-01-27
• Original Text:

  For long articles, Anchor is also an essential feature.

• Completion Basis: The same log confirms support since CZON version 0.6.3.
  • Evidence Source: Focus on Content, Reduce Writing Distractions
• Result: CZON version 0.6.3 supports automatic TOC extraction and title Anchor functionality.

🟡 Capital Protracted War Experimental Design Refactoring

• Source: Capital Protracted War Experimental Design Refactoring
• Date: 2026-02-01
• Original Text:

  After some research, I believe the research paradigm for this project should be refactored. Each experiment should be split into a combination of 3 components: market sequence + signal strategy + betting strategy.

• Completion Basis: LOGS/40 confirms the experimental design refactoring is complete and new experimental results have been produced.
  • Evidence Source: New Understanding of Capital Protracted War Experimental Design
• Result: Experimental framework refactored into three-layer structure: market sequence + signal strategy + betting strategy. Evaluation system shifted from expected return to take-profit event frequency.

🟢 ZEN Internal Link Fix

• Source: ZEN To-Do Items
• Date: 2026-01-08
• Original Text:

  Fixed ZEN's internal link issues, now clicking links correctly jumps to corresponding sections.

• Completion Basis: The same log confirms it was fixed.
  • Evidence Source: ZEN To-Do Items
• Result: Internal link jump functionality fixed.