agentic-language-development/index.html at main · Ethical-Tech-CoLab/agentic-language-development · GitHub

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  <header>
    <nav class="shell" aria-label="Primary navigation">
      <a class="brand" href="#top">Ethical Tech <span>CoLab</span></a>
      <div class="nav-links">
        <a href="#concept">Concept</a>
        <a href="#experiments">Experiments</a>
        <a href="#research">Research</a>
        <a href="https://github.com/Ethical-Tech-CoLab/agentic-language-development">GitHub</a>
      </div>
    </nav>
  </header>

  <main id="top">
    <div class="shell hero">
      <div>
        <p class="eyebrow">Research concept / Pre-specification</p>
        <h1>Can agents invent a <span class="gradient">language?</span></h1>
        <p class="lede">
          Two isolated agents. No human language between them. Shared experiences,
          independent meaning ledgers, and a silent observer preserving the full
          history of how understanding emerges.
        </p>
        <div class="actions">
          <a class="button primary" href="research-book.html?open=1">
            Read research as a book
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/CONCEPT-IDEA.md"
          >
            Read the detailed concept
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development"
          >
            Explore the repository
          </a>
        </div>
      </div>

      <aside class="architecture" aria-label="Nursery Lab conceptual architecture">
        <div class="role">
          <strong>BabySitter / Nursery</strong>
          <small>Controls the experiment, observes every turn, teaches nothing.</small>
        </div>
        <div class="babies">
          <div class="role">
            <strong>Baby A</strong>
            <small>Private state, learner, independent ledger.</small>
          </div>
          <div class="role">
            <strong>Baby B</strong>
            <small>Private state, learner, independent ledger.</small>
          </div>
        </div>
        <div class="channel">Symbol Gateway // only permitted route</div>
        <div class="role">
          <strong>Immutable evidence</strong>
          <small>Hash-chained ledgers, signed Merkle checkpoints, Base anchors, and replay.</small>
        </div>
      </aside>
    </div>

    <section id="concept">
      <div class="shell">
        <p class="eyebrow">The premise</p>
        <h2>A grounded protocol, not a disguised dictionary.</h2>
        <p class="section-intro">
          Baby A and Baby B encounter shared objects, actions, relationships, and
          consequences. They exchange only permitted non-human signals and revise
          private hypotheses about what those signals mean.
        </p>
        <div class="grid">
          <article class="card">
            <span class="number">01</span>
            <h3>Isolated twins</h3>
            <p>Separate DTSF twins prevent shared memory, direct endpoints, and hidden coordination.</p>
          </article>
          <article class="card">
            <span class="number">02</span>
            <h3>Shared experience</h3>
            <p>Meaning is grounded through joint attention, action, success, failure, and repair.</p>
          </article>
          <article class="card">
            <span class="number">03</span>
            <h3>Independent ledgers</h3>
            <p>Each Baby records first use, provisional meaning, evidence, contradiction, and revision.</p>
          </article>
          <article class="card">
            <span class="number">04</span>
            <h3>Controlled channel</h3>
            <p>A deterministic gateway rejects human language, tools, attachments, and side routes.</p>
          </article>
          <article class="card">
            <span class="number">05</span>
            <h3>Causal evaluation</h3>
            <p>Symbol swaps and ablations test whether messages actually change receiver behavior.</p>
          </article>
          <article class="card">
            <span class="number">06</span>
            <h3>Replayable evidence</h3>
            <p>Every run preserves configuration, observations, turns, outcomes, and policy checkpoints.</p>
          </article>
        </div>
      </div>
    </section>

    <section>
      <div class="shell callout">
        <p class="eyebrow">An essential caveat</p>
        <h2>"Infant-like" is an analogy, not a claim of equivalence.</h2>
        <p>
          Pretrained language models already contain human-language knowledge.
          Restricting their external channel does not make them language-naive. With
          those models, the experiment studies a newly shared external protocol.
        </p>
        <p>
          Stronger language-acquisition claims require initially ungrounded trainable
          agents. Results must always identify the agent type, learning mechanism,
          observation encoding, and reward conditions.
        </p>
      </div>
    </section>

    <section id="experiments">
      <div class="shell">
        <p class="eyebrow">Experimental directions</p>
        <h2>Change one condition. Observe what language becomes.</h2>
        <p class="section-intro">
          The concept defines independent experiment axes so affect, symbol creation,
          motivation, negotiation, and protective encodings can be tested rather than
          blended into one ambiguous run.
        </p>
        <div class="grid">
          <article class="card">
            <span class="number">AFFECT</span>
            <h3>Emoji and emotion</h3>
            <p>Allow only six declared displays in fixed feedback windows, with no general emoji set or sequences.</p>
          </article>
          <article class="card">
            <span class="number">FORM</span>
            <h3>No symbol library</h3>
            <p>Replace fixed tokens with a blank sketch canvas, tones, gestures, or neutral marks.</p>
          </article>
          <article class="card">
            <span class="number">MOTIVE</span>
            <h3>Endogenous giddiness</h3>
            <p>Test curiosity, social influence, prediction progress, and self-generated goals.</p>
          </article>
          <article class="card">
            <span class="number">CIPHER</span>
            <h3>Ephemeral conventions</h3>
            <p>Separate code novelty from cryptographic security and compare against per-message keys.</p>
          </article>
          <article class="card">
            <span class="number">TABLE</span>
            <h3>Negotiation</h3>
            <p>Progress from cooperative signaling to private preferences, offers, and strategic ambiguity.</p>
          </article>
          <article class="card">
            <span class="number">MODEL</span>
            <h3>RL versus non-RL</h3>
            <p>Compare frozen LLM memory, extrinsic and intrinsic MARL, self-supervision, and no learning.</p>
          </article>
        </div>
      </div>
    </section>

    <section id="research">
      <div class="shell">
        <p class="eyebrow">Research foundation</p>
        <h2>Built on emergent communication, with stricter auditability.</h2>
        <p class="section-intro">
          The concept draws on referential games, grounded multi-agent learning,
          compositionality research, causal communication metrics, intrinsic social
          motivation, graphical signaling, negotiation, and adversarial neural
          cryptography.
        </p>
        <div class="research-list">
          <div class="research-item">
            <strong>Grounding matters.</strong>
            <p>Shared environments and actions provide evidence from which symbol meaning can emerge.</p>
          </div>
          <div class="research-item">
            <strong>Success can mislead.</strong>
            <p>Agents may solve a task with a brittle lookup code or messages the receiver ignores.</p>
          </div>
          <div class="research-item">
            <strong>Structure is not guaranteed.</strong>
            <p>Bandwidth, memory, task pressure, and representation shape compositionality.</p>
          </div>
          <div class="research-item">
            <strong>Intervention is essential.</strong>
            <p>Ablation and substitution are stronger evidence than a fluent transcript or ledger alone.</p>
          </div>
        </div>
      </div>
    </section>

    <section>
      <div class="shell cta">
        <p class="eyebrow">Go deeper</p>
        <h2>Read the complete concept and research review.</h2>
        <p>
          The detailed document covers the architecture, channel contract, mandatory
          ledgers, learning loop, research sources, experimental matrix, cipher
          caveats, risks, success criteria, and decisions required for the future
          specification. Separate documents define ledger proofs and the ordered
          researcher notebook.
        </p>
        <div class="actions">
          <a
            class="button primary"
            href="research-book.html?open=1"
          >
            Open page-turn edition
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/CONCEPT-IDEA.md"
          >
            Open CONCEPT-IDEA.md
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/LEDGER-INTEGRITY-DESIGN.md"
          >
            Ledger integrity design
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/EXPERIMENT-NOTEBOOK.md"
          >
            Experiment notebook
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/SPECIFICATION.md"
          >
            Implementation specification
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/BACKLOG.md"
          >
            Delivery backlog
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/agentic-language-development/blob/main/RESEARCH.md"
          >
            Research manuscript
          </a>
          <a
            class="button"
            href="https://github.com/Ethical-Tech-CoLab/diplomacy-table-live"
          >
            See Diplomacy Table
          </a>
        </div>
      </div>
    </section>
  </main>

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