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@ldclabs

LDC Labs

Build a thriving Web3 society

Abstract

LDC Labs is not just building for Web3. We are architecting the operating system for a new social and economic paradigm. Our mission is to build the Social Turing Machine: a decentralized, intelligent, and trustworthy information network that translates human language into verifiable, autonomous execution.

We believe the next great leap in digital civilization will emerge from the radical synthesis of three foundational forces: the semantic precision of knowledge graphs, the verifiable trust of decentralized networks, and the intuitive power of large language models. Our work is dedicated to engineering the open protocols and infrastructure that will enable this future.

Our Thesis: The Three-Pole Convergence

The promise of Web3 has stalled, limited by poor user experience and a lack of real-world semantic understanding. The power of AI remains caged, its black-box reasoning lacking the trust and verifiability required for societal-scale applications.

LDC Labs' core thesis is that the breakthrough lies in their fusion. We are building the infrastructure that unifies these three critical poles:

1. 🧬 The Semantic Layer: Language as Verifiable Logic

To build a trustworthy world, machines must understand meaning with precision. This layer provides an explicit, symbolic representation of knowledge, making it composable, auditable, and governable. It transforms ambiguous language into a universal substrate of verifiable facts and rules.

  • Our Contribution: KIP (Knowledge Interaction Protocol) provides the standard for this layer, enabling AI to build and reason over an evolving, graph-based memory.

2. 🪩 The Decentralized Trust Layer: Execution as Immutable Truth

Every action, transaction, and state change must be verifiable and tamper-proof. This layer provides the cryptographic foundation for sovereign identity, secure execution, and auditable history, creating a system where trust is an emergent property of the architecture, not a reliance on intermediaries.

  • Our Contribution: The Anda Framework, built on the Internet Computer (ICP) and Trusted Execution Environments (TEE), anchors agent identity and execution to a decentralized, globally consistent ledger.

3. 🧠 The Intelligent Experience Layer: Interaction as Seamless Dialogue

The full power of this new web must be accessible to everyone through natural, intuitive interaction. This layer leverages Large Language Models (LLMs) as the ultimate interface, translating human intent into precise, structured commands for the underlying layers.

  • Our Contribution: Anda App and the broader Anda Ecosystem are designed to provide a fluid, human-centric experience, hiding the complexity of the underlying protocols.

Our Vision: A Thriving Web3 Society

By weaving these three layers together, we enable the "Social Turing Machine"—an autonomous, self-organizing network that can manage complex societal functions with unprecedented transparency, efficiency, and fairness. This is a future where contracts execute themselves, organizations run on verifiable logic, and AI agents collaborate to create inclusive, emergent value.

This is the authentic and thriving Web3 society we are building.

Join us in architecting the future.

Pinned Loading

  1. KIP KIP Public

    🧬 KIP is a Knowledge-memory Interaction Protocol designed for LLMs, aiming to build a sustainable learning and self-evolving memory system for AI Agents.

    Python 56 3

  2. anda anda Public

    🤖 An AI agent framework built with Rust, powered by ICP and TEEs.

    Rust 409 47

  3. anda-db anda-db Public

    🗄 A Rust library designed as a specialized database for AI Agents, focusing on knowledge memory.

    Rust 21 1

  4. anda-hippocampus anda-hippocampus Public

    🧠 Autonomous Graph Memory for AI Agents.

    Rust 2

  5. anda-cloud anda-cloud Public

    ☁️ A decentralized AI Agent infrastructure built on ICP and TEE.

    Rust 10 1

  6. ic-tee ic-tee Public

    🔐 Make Trusted Execution Environments (TEEs) work with the Internet Computer.

    Rust 18 1

Repositories

Showing 10 of 79 repositories
  • anda-db Public

    🗄 A Rust library designed as a specialized database for AI Agents, focusing on knowledge memory.

    ldclabs/anda-db’s past year of commit activity
    Rust 21 MIT 1 0 0 Updated Mar 16, 2026
  • anda-hippocampus Public

    🧠 Autonomous Graph Memory for AI Agents.

    ldclabs/anda-hippocampus’s past year of commit activity
    Rust 2 Apache-2.0 0 0 0 Updated Mar 16, 2026
  • anda Public

    🤖 An AI agent framework built with Rust, powered by ICP and TEEs.

    ldclabs/anda’s past year of commit activity
    Rust 409 Apache-2.0 47 0 0 Updated Mar 13, 2026
  • KIP Public

    🧬 KIP is a Knowledge-memory Interaction Protocol designed for LLMs, aiming to build a sustainable learning and self-evolving memory system for AI Agents.

    ldclabs/KIP’s past year of commit activity
    Python 56 Apache-2.0 3 0 0 Updated Mar 11, 2026
  • tyme4rs Public Forked from 6tail/tyme4rs

    Tyme是一个非常强大的日历工具库,可以看作 Lunar 的升级版,拥有更优的设计和扩展性,支持公历和农历、星座、干支、生肖、节气、法定假日等。

    ldclabs/tyme4rs’s past year of commit activity
    Rust 1 MIT 16 0 0 Updated Feb 27, 2026
  • tantivy-stemmers Public Forked from testuj-to/tantivy-stemmers

    A collection of Tantivy stemmer tokenizers

    ldclabs/tantivy-stemmers’s past year of commit activity
    Rust 0 BSD-3-Clause 4 0 0 Updated Jan 30, 2026
  • ic-panda Public

    🐼 A decentralized Panda meme brand built on the Internet Computer.

    ldclabs/ic-panda’s past year of commit activity
    Svelte 59 BSD-2-Clause 4 0 0 Updated Jan 26, 2026
  • ic-auth Public

    🔏 The Internet Computer identity based web authentication.

    ldclabs/ic-auth’s past year of commit activity
    Rust 2 MIT 0 0 0 Updated Jan 22, 2026
  • 1paying Public

    1Pay.ing web app

    ldclabs/1paying’s past year of commit activity
    Svelte 3 Apache-2.0 0 0 0 Updated Jan 20, 2026
  • x402-rs Public Forked from x402-rs/x402-rs

    x402 payments in Rust: verify, settle, and monitor payments over HTTP 402 flows

    ldclabs/x402-rs’s past year of commit activity
    Rust 0 Apache-2.0 147 0 0 Updated Jan 20, 2026

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