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<h1 id="13-agent-memory-system-microdao">13 — Agent Memory System (MicroDAO)<a class="headerlink" href="#13-agent-memory-system-microdao" title="Permanent link">¶</a></h1>
|
||
<p>Цей документ описує архітектуру памʼяті агентів у MicroDAO:</p>
|
||
<ul>
|
||
<li>
|
||
<p>short-term, mid-term, long-term;</p>
|
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</li>
|
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<li>
|
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<p>персональна / командна / глобальна памʼять;</p>
|
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|
||
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|
||
<p>Co-Memory та RAG;</p>
|
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|
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||
<p>як памʼять інтегрується з Agent Runtime Core (12);</p>
|
||
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|
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<li>
|
||
<p>як це використовувати для еволюційного агента (09).</p>
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<hr />
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<h1 id="1">1. Цілі системи памʼяті<a class="headerlink" href="#1" title="Permanent link">¶</a></h1>
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<p>Зробити агентів <strong>контекстними</strong>: вони памʼятають діалоги, рішення, факти.</p>
|
||
</li>
|
||
<li>
|
||
<p>Розділити памʼять за часом і рівнем узагальнення:</p>
|
||
</li>
|
||
<li>
|
||
<p>short-term → останні репліки;</p>
|
||
</li>
|
||
<li>
|
||
<p>mid-term → сесії / таски / важливі обговорення;</p>
|
||
</li>
|
||
<li>
|
||
<p>long-term → узагальнені знання про команду/проєкт.</p>
|
||
</li>
|
||
<li>
|
||
<p>Дати можливість:</p>
|
||
</li>
|
||
<li>
|
||
<p>переглядати памʼять,</p>
|
||
</li>
|
||
<li>
|
||
<p>очищати її,</p>
|
||
</li>
|
||
<li>
|
||
<p>контролювати, що саме зберігається.</p>
|
||
</li>
|
||
<li>
|
||
<p>Готувати основу для DAGI та Train-to-Earn (агрегована колективна памʼять).</p>
|
||
</li>
|
||
</ol>
|
||
<hr />
|
||
<h1 id="2">2. Рівні памʼяті<a class="headerlink" href="#2" title="Permanent link">¶</a></h1>
|
||
<h2 id="21-short-term-memory-stm">2.1. Short-Term Memory (STM)<a class="headerlink" href="#21-short-term-memory-stm" title="Permanent link">¶</a></h2>
|
||
<ul>
|
||
<li>
|
||
<p>Останні N повідомлень (user ↔ агент) в поточному контексті (канал / чат).</p>
|
||
</li>
|
||
<li>
|
||
<p>Зберігається як <code>AgentMessage</code> (див. 12_agent_runtime_core.md).</p>
|
||
</li>
|
||
<li>
|
||
<p>Використовується <strong>в кожному запиті до LLM</strong>.</p>
|
||
</li>
|
||
</ul>
|
||
<p>Приклад:</p>
|
||
<ul>
|
||
<li>
|
||
<p>останні 20–50 повідомлень у каналі;</p>
|
||
</li>
|
||
<li>
|
||
<p>спеціальні system-репліки (актуальні інструкції).</p>
|
||
</li>
|
||
</ul>
|
||
<h2 id="22-mid-term-memory-mtm">2.2. Mid-Term Memory (MTM)<a class="headerlink" href="#22-mid-term-memory-mtm" title="Permanent link">¶</a></h2>
|
||
<ul>
|
||
<li>
|
||
<p>Важливі фрагменти діалогів, завдання, рішення, які стосуються:</p>
|
||
</li>
|
||
<li>
|
||
<p>конкретних тасок,</p>
|
||
</li>
|
||
<li>
|
||
<p>спринтів,</p>
|
||
</li>
|
||
<li>
|
||
<p>обговорень проєктів.</p>
|
||
</li>
|
||
<li>
|
||
<p>Може бути збережена як:</p>
|
||
</li>
|
||
<li>
|
||
<p>підсумки сесій,</p>
|
||
</li>
|
||
<li>
|
||
<p>«замітки агента»,</p>
|
||
</li>
|
||
<li>
|
||
<p>структуровані записи (JSON).</p>
|
||
</li>
|
||
</ul>
|
||
<p>Використання:</p>
|
||
<ul>
|
||
<li>
|
||
<p>контекст для агентських звітів,</p>
|
||
</li>
|
||
<li>
|
||
<p>нагадування про те, що команда домовилася зробити.</p>
|
||
</li>
|
||
</ul>
|
||
<h2 id="23-long-term-memory-ltm">2.3. Long-Term Memory (LTM)<a class="headerlink" href="#23-long-term-memory-ltm" title="Permanent link">¶</a></h2>
|
||
<ul>
|
||
<li>
|
||
<p>Узагальнені факти про:</p>
|
||
</li>
|
||
<li>
|
||
<p>команду,</p>
|
||
</li>
|
||
<li>
|
||
<p>проєкти,</p>
|
||
</li>
|
||
<li>
|
||
<p>стилі роботи,</p>
|
||
</li>
|
||
<li>
|
||
<p>правила,</p>
|
||
</li>
|
||
<li>
|
||
<p>терміни та словник.</p>
|
||
</li>
|
||
</ul>
|
||
<p>Формат:</p>
|
||
<ul>
|
||
<li>
|
||
<p>списки фактів (текстові),</p>
|
||
</li>
|
||
<li>
|
||
<p>векторні ембедінги (для RAG).</p>
|
||
</li>
|
||
</ul>
|
||
<p>Приклади фактів:</p>
|
||
<ul>
|
||
<li>
|
||
<p>«Наш основний продукт — MicroDAO, ми фокусуємося на невеликих спільнотах.»</p>
|
||
</li>
|
||
<li>
|
||
<p>«Для терміну "DAGI" ми маємо окремий опис, який завжди треба враховувати.»</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<h1 id="3-scopes">3. Простір памʼяті (Scopes)<a class="headerlink" href="#3-scopes" title="Permanent link">¶</a></h1>
|
||
<p>Памʼять розділяється за обсягом:</p>
|
||
<ol>
|
||
<li>
|
||
<p><strong>Personal</strong> </p>
|
||
</li>
|
||
<li>
|
||
<p>пов'язана з конкретним користувачем (Personal Agent).</p>
|
||
</li>
|
||
<li>
|
||
<p><strong>Channel</strong> </p>
|
||
</li>
|
||
<li>
|
||
<p>стосується конкретного каналу, де агент працює.</p>
|
||
</li>
|
||
<li>
|
||
<p><strong>Team (microDAO)</strong> </p>
|
||
</li>
|
||
<li>
|
||
<p>загальна памʼять всієї спільноти.</p>
|
||
</li>
|
||
<li>
|
||
<p><strong>Global / DAGI</strong> </p>
|
||
</li>
|
||
<li>
|
||
<p>узагальнені патерни, які можуть бути анонімізовано експортовані.</p>
|
||
</li>
|
||
</ol>
|
||
<hr />
|
||
<h1 id="4">4. Модель даних<a class="headerlink" href="#4" title="Permanent link">¶</a></h1>
|
||
<h3 id="_1">Таблиці (логічно):<a class="headerlink" href="#_1" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p><code>agent_memory_events</code> </p>
|
||
</li>
|
||
<li>
|
||
<p>id </p>
|
||
</li>
|
||
<li>
|
||
<p>agent_id </p>
|
||
</li>
|
||
<li>
|
||
<p>team_id </p>
|
||
</li>
|
||
<li>
|
||
<p>channel_id (optional) </p>
|
||
</li>
|
||
<li>
|
||
<p>user_id (optional) </p>
|
||
</li>
|
||
<li>
|
||
<p>scope: <code>short_term | mid_term | long_term</code> </p>
|
||
</li>
|
||
<li>
|
||
<p>kind: <code>message | fact | summary | note</code> </p>
|
||
</li>
|
||
<li>
|
||
<p>body: text/json </p>
|
||
</li>
|
||
<li>
|
||
<p>created_at</p>
|
||
</li>
|
||
<li>
|
||
<p><code>agent_memory_facts_vector</code> </p>
|
||
</li>
|
||
<li>
|
||
<p>id </p>
|
||
</li>
|
||
<li>
|
||
<p>team_id </p>
|
||
</li>
|
||
<li>
|
||
<p>agent_id </p>
|
||
</li>
|
||
<li>
|
||
<p>fact_text </p>
|
||
</li>
|
||
<li>
|
||
<p>embedding (vector) </p>
|
||
</li>
|
||
<li>
|
||
<p>metadata (json)</p>
|
||
</li>
|
||
<li>
|
||
<p><code>agent_memory_snapshots</code> (опціонально) </p>
|
||
</li>
|
||
<li>
|
||
<p>агреговані snapshot-и стану памʼяті.</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<h1 id="5-agentmemoryadapter">5. AgentMemoryAdapter (деталізація)<a class="headerlink" href="#5-agentmemoryadapter" title="Permanent link">¶</a></h1>
|
||
<p>Посилання на 12_agent_runtime_core.md:</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="kd">interface</span><span class="w"> </span><span class="nx">AgentMemoryAdapter</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">loadShortTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="nx">AgentMessage</span><span class="p">[]</span><span class="o">></span><span class="p">;</span>
|
||
<span class="w"> </span><span class="nx">loadLongTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="kt">string</span><span class="p">[]</span><span class="o">></span><span class="p">;</span>
|
||
<span class="w"> </span><span class="nx">saveTurn</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">,</span><span class="w"> </span><span class="nx">turn</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentMessage</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="ow">void</span><span class="o">></span><span class="p">;</span>
|
||
<span class="w"> </span><span class="nx">appendFact</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">,</span><span class="w"> </span><span class="nx">fact</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="ow">void</span><span class="o">></span><span class="p">;</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<h3 id="51-loadshortterm">5.1. loadShortTerm<a class="headerlink" href="#51-loadshortterm" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p>Витягує останні <code>N</code> подій типу <code>kind = 'message'</code> зі scope <code>short_term</code> для:</p>
|
||
</li>
|
||
<li>
|
||
<p><code>agent_id</code>,</p>
|
||
</li>
|
||
<li>
|
||
<p><code>team_id</code>,</p>
|
||
</li>
|
||
<li>
|
||
<p><code>channel_id</code> (якщо є).</p>
|
||
</li>
|
||
</ul>
|
||
<h3 id="52-loadlongterm">5.2. loadLongTerm<a class="headerlink" href="#52-loadlongterm" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>Витягує список текстових фактів зі scope <code>long_term</code> (через <code>agent_memory_events</code> з <code>kind = 'fact'</code>).</li>
|
||
</ul>
|
||
<h3 id="53-saveturn">5.3. saveTurn<a class="headerlink" href="#53-saveturn" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p>Записує повідомлення user/assistant як <code>message</code> (short-term).</p>
|
||
</li>
|
||
<li>
|
||
<p>Якщо увімкнено автоматичне ущільнення памʼяті — може переносити деякі фрагменти в mid-term.</p>
|
||
</li>
|
||
</ul>
|
||
<h3 id="54-appendfact">5.4. appendFact<a class="headerlink" href="#54-appendfact" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p>Додає факт у long-term (як <code>kind = 'fact'</code>).</p>
|
||
</li>
|
||
<li>
|
||
<p>Додатково:</p>
|
||
</li>
|
||
<li>
|
||
<p>рахує ембедінг (через окремий LLM/embedding API),</p>
|
||
</li>
|
||
<li>
|
||
<p>зберігає в <code>agent_memory_facts_vector</code>.</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<h1 id="6-rag-retrieval-augmented-generation">6. RAG (Retrieval-Augmented Generation)<a class="headerlink" href="#6-rag-retrieval-augmented-generation" title="Permanent link">¶</a></h1>
|
||
<h3 id="61-retrieval">6.1. Retrieval<a class="headerlink" href="#61-retrieval" title="Permanent link">¶</a></h3>
|
||
<p>Коли агент отримує новий запит, перед викликом LLM:</p>
|
||
<ol>
|
||
<li>
|
||
<p>Формує пошуковий запит (query) з тексту user.</p>
|
||
</li>
|
||
<li>
|
||
<p>Шукає релевантні факти у:</p>
|
||
</li>
|
||
<li>
|
||
<p><code>agent_memory_facts_vector</code>,</p>
|
||
</li>
|
||
<li>
|
||
<p>(опційно) Co-Memory документів (файли, wiki).</p>
|
||
</li>
|
||
<li>
|
||
<p>Обмежує контекст, наприклад Top-K = 5–10 фактів.</p>
|
||
</li>
|
||
</ol>
|
||
<h3 id="62">6.2. Включення в промпт<a class="headerlink" href="#62" title="Permanent link">¶</a></h3>
|
||
<p>Факти додаються в <code>LONG_TERM_MEMORY</code> (див. 12_agent_runtime_core.md):</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="kd">const</span><span class="w"> </span><span class="nx">memoryMsg</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentMessage</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">role</span><span class="o">:</span><span class="w"> </span><span class="s2">"system"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">content</span><span class="o">:</span>
|
||
<span class="w"> </span><span class="s2">"LONG_TERM_MEMORY:\n"</span><span class="w"> </span><span class="o">+</span>
|
||
<span class="w"> </span><span class="nx">retrievedFacts</span><span class="p">.</span><span class="nx">map</span><span class="p">((</span><span class="nx">f</span><span class="p">,</span><span class="w"> </span><span class="nx">i</span><span class="p">)</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="sb">`- </span><span class="si">${</span><span class="nx">f</span><span class="p">.</span><span class="nx">text</span><span class="si">}</span><span class="sb">`</span><span class="p">).</span><span class="nx">join</span><span class="p">(</span><span class="s2">"\n"</span><span class="p">),</span>
|
||
<span class="p">};</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="7-compression-distillation">7. Перетікання памʼяті (compression / distillation)<a class="headerlink" href="#7-compression-distillation" title="Permanent link">¶</a></h1>
|
||
<p>Щоб памʼять не перетворювалась на хаос, потрібні періодичні "distillation jobs".</p>
|
||
<h3 id="71-distillation-job">7.1. Distillation Job<a class="headerlink" href="#71-distillation-job" title="Permanent link">¶</a></h3>
|
||
<p>Раз на N повідомлень або раз на день для команди:</p>
|
||
<ol>
|
||
<li>
|
||
<p>Беремо всі short-term повідомлення за певний період.</p>
|
||
</li>
|
||
<li>
|
||
<p>Feed-имо їх у Meta-Agent (див. 09_evolutionary_agent.md).</p>
|
||
</li>
|
||
<li>
|
||
<p>Отримуємо:</p>
|
||
</li>
|
||
<li>
|
||
<p>конспект (summary),</p>
|
||
</li>
|
||
<li>
|
||
<p>витяг корисних фактів,</p>
|
||
</li>
|
||
<li>
|
||
<p>пропозиції правил.</p>
|
||
</li>
|
||
<li>
|
||
<p>Записуємо:</p>
|
||
</li>
|
||
<li>
|
||
<p>summary → mid-term,</p>
|
||
</li>
|
||
<li>
|
||
<p>факти → long-term (appendFact),</p>
|
||
</li>
|
||
<li>
|
||
<p>пропозиції → evolution suggestions.</p>
|
||
</li>
|
||
</ol>
|
||
<h3 id="72">7.2. Видалення шуму<a class="headerlink" href="#72" title="Permanent link">¶</a></h3>
|
||
<p>Після успішної дистиляції:</p>
|
||
<ul>
|
||
<li>
|
||
<p>можна частину короткої памʼяті чистити;</p>
|
||
</li>
|
||
<li>
|
||
<p>можна перевести непотрібні <code>message</code> у архів.</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<h1 id="8">8. Контроль з боку користувача<a class="headerlink" href="#8" title="Permanent link">¶</a></h1>
|
||
<p>У UI потрібно дати користувачу можливість:</p>
|
||
<ol>
|
||
<li>
|
||
<p>Переглядати памʼять (принаймні long-term):</p>
|
||
</li>
|
||
<li>
|
||
<p>список фактів,</p>
|
||
</li>
|
||
<li>
|
||
<p>розділений по каналах / темах.</p>
|
||
</li>
|
||
<li>
|
||
<p>Видаляти факти:</p>
|
||
</li>
|
||
<li>
|
||
<p>для конфіденційних даних,</p>
|
||
</li>
|
||
<li>
|
||
<p>при помилках.</p>
|
||
</li>
|
||
<li>
|
||
<p>Вимикати зберігання:</p>
|
||
</li>
|
||
<li>
|
||
<p>«Не зберігати DM-переписку з агентом у довгострокову памʼять».</p>
|
||
</li>
|
||
<li>
|
||
<p>Експортувати памʼять:</p>
|
||
</li>
|
||
<li>
|
||
<p>для аудиту / переносу.</p>
|
||
</li>
|
||
</ol>
|
||
<hr />
|
||
<h1 id="9-memory-scopes-vs-agent-roles">9. Memory Scopes vs Agent Roles<a class="headerlink" href="#9-memory-scopes-vs-agent-roles" title="Permanent link">¶</a></h1>
|
||
<h3 id="guide-agent">Guide Agent (онбординг)<a class="headerlink" href="#guide-agent" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p>short-term: поточна сесія онбордингу;</p>
|
||
</li>
|
||
<li>
|
||
<p>long-term: факти про те, як виглядає створена команда (не обовʼязково).</p>
|
||
</li>
|
||
</ul>
|
||
<h3 id="team-assistant">Team Assistant<a class="headerlink" href="#team-assistant" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p>short-term: останні діалоги в конкретному каналі;</p>
|
||
</li>
|
||
<li>
|
||
<p>mid-term: summaries мітингів / сесій;</p>
|
||
</li>
|
||
<li>
|
||
<p>long-term: знання про команду, процеси, словник.</p>
|
||
</li>
|
||
</ul>
|
||
<h3 id="meta-agent">Meta-Agent<a class="headerlink" href="#meta-agent" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>
|
||
<p>працює на mid-/long-term даних:</p>
|
||
</li>
|
||
<li>
|
||
<p>аналізує їх,</p>
|
||
</li>
|
||
<li>
|
||
<p>пропонує зміни в правилах,</p>
|
||
</li>
|
||
<li>
|
||
<p>оновлює памʼять.</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<h1 id="10-adapter">10. Псевдокод реалізації Adapter'а<a class="headerlink" href="#10-adapter" title="Permanent link">¶</a></h1>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="kd">class</span><span class="w"> </span><span class="nx">PgAgentMemoryAdapter</span><span class="w"> </span><span class="k">implements</span><span class="w"> </span><span class="nx">AgentMemoryAdapter</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">loadShortTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="nx">AgentMessage</span><span class="p">[]</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">rows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">findMany</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">where</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.agent.id</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">channel_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.channelId</span><span class="w"> </span><span class="o">??</span><span class="w"> </span><span class="kc">null</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"short_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"message"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">orderBy</span><span class="o">:</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="s2">"desc"</span><span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">limit</span><span class="o">:</span><span class="w"> </span><span class="kt">50</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">rows</span><span class="p">.</span><span class="nx">reverse</span><span class="p">().</span><span class="nx">map</span><span class="p">(</span><span class="nx">rowToMessage</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
|
||
<span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">loadLongTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="kt">string</span><span class="p">[]</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">rows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">findMany</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">where</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.agent.id</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"long_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"fact"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">orderBy</span><span class="o">:</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="s2">"desc"</span><span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">limit</span><span class="o">:</span><span class="w"> </span><span class="kt">100</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">rows</span><span class="p">.</span><span class="nx">map</span><span class="p">(</span><span class="nx">r</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="nx">r</span><span class="p">.</span><span class="nx">body_text</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
|
||
<span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">saveTurn</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">,</span><span class="w"> </span><span class="nx">turn</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentMessage</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="ow">void</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">insert</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.agent.id</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">channel_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.channelId</span><span class="w"> </span><span class="o">??</span><span class="w"> </span><span class="kc">null</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"short_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"message"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">body_json</span><span class="o">:</span><span class="w"> </span><span class="kt">turn</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
|
||
<span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">appendFact</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">,</span><span class="w"> </span><span class="nx">fact</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="ow">void</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">insert</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.agent.id</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">ctx.teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"long_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"fact"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">body_text</span><span class="o">:</span><span class="w"> </span><span class="kt">fact</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="c1">// TODO: обчислити embedding та зберегти у agent_memory_facts_vector</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="11-rag-implementation">11. RAG Implementation<a class="headerlink" href="#11-rag-implementation" title="Permanent link">¶</a></h1>
|
||
<h2 id="111-embedding-generation">11.1. Embedding Generation<a class="headerlink" href="#111-embedding-generation" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">import</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">OpenAIEmbeddings</span><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="kr">from</span><span class="w"> </span><span class="s2">"langchain/embeddings/openai"</span><span class="p">;</span>
|
||
|
||
<span class="kd">const</span><span class="w"> </span><span class="nx">embeddings</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nx">OpenAIEmbeddings</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">openAIApiKey</span><span class="o">:</span><span class="w"> </span><span class="kt">process.env.OPENAI_API_KEY</span><span class="p">,</span>
|
||
<span class="p">});</span>
|
||
|
||
<span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">generateEmbedding</span><span class="p">(</span><span class="nx">text</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="kt">number</span><span class="p">[]</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">embeddings</span><span class="p">.</span><span class="nx">embedQuery</span><span class="p">(</span><span class="nx">text</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">result</span><span class="p">;</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<h2 id="112-vector-search">11.2. Vector Search<a class="headerlink" href="#112-vector-search" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">searchRelevantFacts</span><span class="p">(</span>
|
||
<span class="w"> </span><span class="nx">query</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">agentId</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">teamId</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">topK</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">5</span>
|
||
<span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="nb">Array</span><span class="o"><</span><span class="p">{</span><span class="w"> </span><span class="nx">text</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span><span class="w"> </span><span class="nx">score</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="w"> </span><span class="p">}</span><span class="o">>></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="c1">// Генеруємо embedding для запиту</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">queryEmbedding</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">generateEmbedding</span><span class="p">(</span><span class="nx">query</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="c1">// Шукаємо найближчі вектори (cosine similarity)</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">results</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">$queryRaw</span><span class="sb">`</span>
|
||
<span class="sb"> SELECT </span>
|
||
<span class="sb"> fact_text,</span>
|
||
<span class="sb"> 1 - (embedding <=> </span><span class="si">${</span><span class="nx">queryEmbedding</span><span class="si">}</span><span class="sb">::vector) as similarity</span>
|
||
<span class="sb"> FROM agent_memory_facts_vector</span>
|
||
<span class="sb"> WHERE agent_id = </span><span class="si">${</span><span class="nx">agentId</span><span class="si">}</span>
|
||
<span class="sb"> AND team_id = </span><span class="si">${</span><span class="nx">teamId</span><span class="si">}</span>
|
||
<span class="sb"> ORDER BY similarity DESC</span>
|
||
<span class="sb"> LIMIT </span><span class="si">${</span><span class="nx">topK</span><span class="si">}</span>
|
||
<span class="sb"> `</span><span class="p">;</span>
|
||
|
||
<span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">results</span><span class="p">.</span><span class="nx">map</span><span class="p">(</span><span class="nx">r</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">text</span><span class="o">:</span><span class="w"> </span><span class="kt">r.fact_text</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">score</span><span class="o">:</span><span class="w"> </span><span class="kt">r.similarity</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">}));</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<h2 id="113-integration-with-runagentturn">11.3. Integration with runAgentTurn<a class="headerlink" href="#113-integration-with-runagentturn" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">runAgentTurn</span><span class="p">(</span><span class="nx">ctx</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentContext</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="nx">AgentTurnResult</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="c1">// 1. Завантажуємо short-term пам'ять</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">shortTerm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">ctx</span><span class="p">.</span><span class="nx">memory</span><span class="p">.</span><span class="nx">loadShortTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 2. RAG: шукаємо релевантні факти</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">relevantFacts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">searchRelevantFacts</span><span class="p">(</span>
|
||
<span class="w"> </span><span class="nx">ctx</span><span class="p">.</span><span class="nx">input</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">ctx</span><span class="p">.</span><span class="nx">agent</span><span class="p">.</span><span class="nx">id</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">ctx</span><span class="p">.</span><span class="nx">teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="mf">5</span>
|
||
<span class="w"> </span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 3. Завантажуємо long-term (статичні факти)</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">longTerm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">ctx</span><span class="p">.</span><span class="nx">memory</span><span class="p">.</span><span class="nx">loadLongTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 4. Об'єднуємо RAG-результати з long-term</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">allFacts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span>
|
||
<span class="w"> </span><span class="p">...</span><span class="nx">relevantFacts</span><span class="p">.</span><span class="nx">map</span><span class="p">(</span><span class="nx">f</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="nx">f</span><span class="p">.</span><span class="nx">text</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="p">...</span><span class="nx">longTerm</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">];</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 5. Готуємо повідомлення для LLM</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">messages</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">buildLLMMessages</span><span class="p">(</span><span class="nx">ctx</span><span class="p">,</span><span class="w"> </span><span class="nx">shortTerm</span><span class="p">,</span><span class="w"> </span><span class="nx">allFacts</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="c1">// ... решта логіки</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="12-distillation-job-implementation">12. Distillation Job Implementation<a class="headerlink" href="#12-distillation-job-implementation" title="Permanent link">¶</a></h1>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">runDistillationJob</span><span class="p">(</span>
|
||
<span class="w"> </span><span class="nx">agentId</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">teamId</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">period</span><span class="o">:</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">from</span><span class="o">:</span><span class="w"> </span><span class="kt">Date</span><span class="p">;</span><span class="w"> </span><span class="nx">to</span><span class="o">:</span><span class="w"> </span><span class="kt">Date</span><span class="w"> </span><span class="p">}</span>
|
||
<span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o"><</span><span class="ow">void</span><span class="o">></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="c1">// 1. Збираємо всі short-term повідомлення за період</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">messages</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">findMany</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">where</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"short_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"message"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">gte</span><span class="o">:</span><span class="w"> </span><span class="kt">period.from</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">lte</span><span class="o">:</span><span class="w"> </span><span class="kt">period.to</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">orderBy</span><span class="o">:</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="s2">"asc"</span><span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 2. Формуємо контекст для Meta-Agent</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">conversationLog</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">messages</span><span class="p">.</span><span class="nx">map</span><span class="p">(</span><span class="nx">m</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">role</span><span class="o">:</span><span class="w"> </span><span class="kt">m.body_json.role</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">content</span><span class="o">:</span><span class="w"> </span><span class="kt">m.body_json.content</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">timestamp</span><span class="o">:</span><span class="w"> </span><span class="kt">m.created_at</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">}));</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 3. Викликаємо Meta-Agent для аналізу</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">metaAgent</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">getMetaAgent</span><span class="p">(</span><span class="nx">agentId</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">analysis</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">metaAgent</span><span class="p">.</span><span class="nx">analyze</span><span class="p">(</span><span class="nx">conversationLog</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 4. Зберігаємо результати</span>
|
||
<span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="nx">analysis</span><span class="p">.</span><span class="nx">summary</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">create</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">data</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"mid_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"summary"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">body_text</span><span class="o">:</span><span class="w"> </span><span class="kt">analysis.summary</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
|
||
<span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="nx">analysis</span><span class="p">.</span><span class="nx">facts</span><span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="nx">analysis</span><span class="p">.</span><span class="nx">facts</span><span class="p">.</span><span class="nx">length</span><span class="w"> </span><span class="o">></span><span class="w"> </span><span class="mf">0</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">const</span><span class="w"> </span><span class="nx">fact</span><span class="w"> </span><span class="k">of</span><span class="w"> </span><span class="nx">analysis</span><span class="p">.</span><span class="nx">facts</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">create</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">data</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"long_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"fact"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">body_text</span><span class="o">:</span><span class="w"> </span><span class="kt">fact</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="c1">// Генеруємо embedding та зберігаємо</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">embedding</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">generateEmbedding</span><span class="p">(</span><span class="nx">fact</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_facts_vector</span><span class="p">.</span><span class="nx">create</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">data</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">fact_text</span><span class="o">:</span><span class="w"> </span><span class="kt">fact</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">embedding</span><span class="o">:</span><span class="w"> </span><span class="kt">embedding</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
|
||
<span class="w"> </span><span class="c1">// 5. Очищаємо оброблені short-term повідомлення</span>
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">deleteMany</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">where</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">team_id</span><span class="o">:</span><span class="w"> </span><span class="kt">teamId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="s2">"short_term"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">kind</span><span class="o">:</span><span class="w"> </span><span class="s2">"message"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">gte</span><span class="o">:</span><span class="w"> </span><span class="kt">period.from</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">lte</span><span class="o">:</span><span class="w"> </span><span class="kt">period.to</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="13-database-schema">13. Database Schema<a class="headerlink" href="#13-database-schema" title="Permanent link">¶</a></h1>
|
||
<h2 id="131-agent_memory_events">13.1. agent_memory_events<a class="headerlink" href="#131-agent_memory_events" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">agent_memory_events</span><span class="w"> </span><span class="p">(</span>
|
||
<span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">PRIMARY</span><span class="w"> </span><span class="k">KEY</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">gen_random_uuid</span><span class="p">(),</span>
|
||
<span class="w"> </span><span class="n">agent_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">agents</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="n">team_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">teams</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="n">channel_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">channels</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="n">user_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">users</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="k">scope</span><span class="w"> </span><span class="nb">TEXT</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">CHECK</span><span class="w"> </span><span class="p">(</span><span class="k">scope</span><span class="w"> </span><span class="k">IN</span><span class="w"> </span><span class="p">(</span><span class="s1">'short_term'</span><span class="p">,</span><span class="w"> </span><span class="s1">'mid_term'</span><span class="p">,</span><span class="w"> </span><span class="s1">'long_term'</span><span class="p">)),</span>
|
||
<span class="w"> </span><span class="n">kind</span><span class="w"> </span><span class="nb">TEXT</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">CHECK</span><span class="w"> </span><span class="p">(</span><span class="n">kind</span><span class="w"> </span><span class="k">IN</span><span class="w"> </span><span class="p">(</span><span class="s1">'message'</span><span class="p">,</span><span class="w"> </span><span class="s1">'fact'</span><span class="p">,</span><span class="w"> </span><span class="s1">'summary'</span><span class="p">,</span><span class="w"> </span><span class="s1">'note'</span><span class="p">)),</span>
|
||
<span class="w"> </span><span class="n">body_text</span><span class="w"> </span><span class="nb">TEXT</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="n">body_json</span><span class="w"> </span><span class="n">JSONB</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="n">created_at</span><span class="w"> </span><span class="k">TIMESTAMP</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">(),</span>
|
||
|
||
<span class="w"> </span><span class="k">INDEX</span><span class="w"> </span><span class="n">idx_agent_team_scope</span><span class="w"> </span><span class="p">(</span><span class="n">agent_id</span><span class="p">,</span><span class="w"> </span><span class="n">team_id</span><span class="p">,</span><span class="w"> </span><span class="k">scope</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="k">INDEX</span><span class="w"> </span><span class="n">idx_agent_channel</span><span class="w"> </span><span class="p">(</span><span class="n">agent_id</span><span class="p">,</span><span class="w"> </span><span class="n">channel_id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="k">INDEX</span><span class="w"> </span><span class="n">idx_created_at</span><span class="w"> </span><span class="p">(</span><span class="n">created_at</span><span class="p">)</span>
|
||
<span class="p">);</span>
|
||
</code></pre></div>
|
||
|
||
<h2 id="132-agent_memory_facts_vector">13.2. agent_memory_facts_vector<a class="headerlink" href="#132-agent_memory_facts_vector" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">CREATE</span><span class="w"> </span><span class="n">EXTENSION</span><span class="w"> </span><span class="k">IF</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">EXISTS</span><span class="w"> </span><span class="n">vector</span><span class="p">;</span>
|
||
|
||
<span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">agent_memory_facts_vector</span><span class="w"> </span><span class="p">(</span>
|
||
<span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">PRIMARY</span><span class="w"> </span><span class="k">KEY</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">gen_random_uuid</span><span class="p">(),</span>
|
||
<span class="w"> </span><span class="n">agent_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">agents</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="n">team_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">teams</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="n">fact_text</span><span class="w"> </span><span class="nb">TEXT</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="n">embedding</span><span class="w"> </span><span class="n">vector</span><span class="p">(</span><span class="mi">1536</span><span class="p">),</span><span class="w"> </span><span class="c1">-- OpenAI ada-002 embedding size</span>
|
||
<span class="w"> </span><span class="n">metadata</span><span class="w"> </span><span class="n">JSONB</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="n">created_at</span><span class="w"> </span><span class="k">TIMESTAMP</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">(),</span>
|
||
|
||
<span class="w"> </span><span class="k">INDEX</span><span class="w"> </span><span class="n">idx_agent_team</span><span class="w"> </span><span class="p">(</span><span class="n">agent_id</span><span class="p">,</span><span class="w"> </span><span class="n">team_id</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="k">INDEX</span><span class="w"> </span><span class="n">idx_embedding</span><span class="w"> </span><span class="k">USING</span><span class="w"> </span><span class="n">ivfflat</span><span class="w"> </span><span class="p">(</span><span class="n">embedding</span><span class="w"> </span><span class="n">vector_cosine_ops</span><span class="p">)</span>
|
||
<span class="p">);</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="14-api-endpoints">14. API Endpoints<a class="headerlink" href="#14-api-endpoints" title="Permanent link">¶</a></h1>
|
||
<h2 id="141-get-agentsidmemory">14.1. GET /agents/{id}/memory<a class="headerlink" href="#141-get-agentsidmemory" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">getAgentMemory</span><span class="p">(</span><span class="nx">req</span><span class="o">:</span><span class="w"> </span><span class="kt">Request</span><span class="p">,</span><span class="w"> </span><span class="nx">res</span><span class="o">:</span><span class="w"> </span><span class="kt">Response</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">agentId</span><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">params</span><span class="p">;</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">scope</span><span class="p">,</span><span class="w"> </span><span class="nx">limit</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">50</span><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">query</span><span class="p">;</span>
|
||
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">memory</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="nx">findMany</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">where</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="o">:</span><span class="w"> </span><span class="kt">scope</span><span class="w"> </span><span class="kr">as</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">orderBy</span><span class="o">:</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="s2">"desc"</span><span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="nx">take</span><span class="o">:</span><span class="w"> </span><span class="kt">parseInt</span><span class="p">(</span><span class="nx">limit</span><span class="w"> </span><span class="kr">as</span><span class="w"> </span><span class="kt">string</span><span class="p">),</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="nx">res</span><span class="p">.</span><span class="nx">json</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">scope</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">items</span><span class="o">:</span><span class="w"> </span><span class="kt">memory</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<h2 id="142-delete-agentsidmemorymemoryid">14.2. DELETE /agents/{id}/memory/{memoryId}<a class="headerlink" href="#142-delete-agentsidmemorymemoryid" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">deleteMemoryItem</span><span class="p">(</span><span class="nx">req</span><span class="o">:</span><span class="w"> </span><span class="kt">Request</span><span class="p">,</span><span class="w"> </span><span class="nx">res</span><span class="o">:</span><span class="w"> </span><span class="kt">Response</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">agentId</span><span class="p">,</span><span class="w"> </span><span class="nx">memoryId</span><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">params</span><span class="p">;</span>
|
||
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">db</span><span class="p">.</span><span class="nx">agent_memory_events</span><span class="p">.</span><span class="ow">delete</span><span class="p">({</span>
|
||
<span class="w"> </span><span class="nx">where</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">id</span><span class="o">:</span><span class="w"> </span><span class="kt">memoryId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">agent_id</span><span class="o">:</span><span class="w"> </span><span class="kt">agentId</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">},</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="nx">res</span><span class="p">.</span><span class="nx">json</span><span class="p">({</span><span class="w"> </span><span class="nx">success</span><span class="o">:</span><span class="w"> </span><span class="kt">true</span><span class="w"> </span><span class="p">});</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<h2 id="143-post-agentsidmemorydistill">14.3. POST /agents/{id}/memory/distill<a class="headerlink" href="#143-post-agentsidmemorydistill" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">triggerDistillation</span><span class="p">(</span><span class="nx">req</span><span class="o">:</span><span class="w"> </span><span class="kt">Request</span><span class="p">,</span><span class="w"> </span><span class="nx">res</span><span class="o">:</span><span class="w"> </span><span class="kt">Response</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">agentId</span><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">params</span><span class="p">;</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nx">days</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">7</span><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">body</span><span class="p">;</span>
|
||
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="kr">from</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nb">Date</span><span class="p">();</span>
|
||
<span class="w"> </span><span class="kr">from</span><span class="p">.</span><span class="nx">setDate</span><span class="p">(</span><span class="kr">from</span><span class="p">.</span><span class="nx">getDate</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="nx">days</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">runDistillationJob</span><span class="p">(</span><span class="nx">agentId</span><span class="p">,</span><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">teamId</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kr">from</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">to</span><span class="o">:</span><span class="w"> </span><span class="kt">new</span><span class="w"> </span><span class="nb">Date</span><span class="p">(),</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="nx">res</span><span class="p">.</span><span class="nx">json</span><span class="p">({</span><span class="w"> </span><span class="nx">success</span><span class="o">:</span><span class="w"> </span><span class="kt">true</span><span class="w"> </span><span class="p">});</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="15-09">15. Інтеграція з еволюційним агентом (09)<a class="headerlink" href="#15-09" title="Permanent link">¶</a></h1>
|
||
<p>Еволюційний агент:</p>
|
||
<ul>
|
||
<li>
|
||
<p>читає <code>agent_memory_events</code> (особливо з негативним фідбеком),</p>
|
||
</li>
|
||
<li>
|
||
<p>агрегує логи,</p>
|
||
</li>
|
||
<li>
|
||
<p>робить distillation,</p>
|
||
</li>
|
||
<li>
|
||
<p>створює пропозиції покращень.</p>
|
||
</li>
|
||
</ul>
|
||
<p>Memory System → джерело для:</p>
|
||
<ul>
|
||
<li>
|
||
<p>аналізу діалогів,</p>
|
||
</li>
|
||
<li>
|
||
<p>виявлення патернів,</p>
|
||
</li>
|
||
<li>
|
||
<p>побудови Train-to-Earn.</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<h1 id="16">16. Тестування<a class="headerlink" href="#16" title="Permanent link">¶</a></h1>
|
||
<h2 id="161-unit-tests">16.1. Unit Tests<a class="headerlink" href="#161-unit-tests" title="Permanent link">¶</a></h2>
|
||
<div class="codehilite"><pre><span></span><code><span class="nx">describe</span><span class="p">(</span><span class="s2">"PgAgentMemoryAdapter"</span><span class="p">,</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">it</span><span class="p">(</span><span class="s2">"should load short-term memory"</span><span class="p">,</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">adapter</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nx">PgAgentMemoryAdapter</span><span class="p">();</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">ctx</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">createMockContext</span><span class="p">();</span>
|
||
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">messages</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">adapter</span><span class="p">.</span><span class="nx">loadShortTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="nx">expect</span><span class="p">(</span><span class="nx">messages</span><span class="p">).</span><span class="nx">toBeInstanceOf</span><span class="p">(</span><span class="nb">Array</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="nx">expect</span><span class="p">(</span><span class="nx">messages</span><span class="p">.</span><span class="nx">length</span><span class="p">).</span><span class="nx">toBeLessThanOrEqual</span><span class="p">(</span><span class="mf">50</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
|
||
<span class="w"> </span><span class="nx">it</span><span class="p">(</span><span class="s2">"should save turn to memory"</span><span class="p">,</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="p">=></span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">adapter</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nx">PgAgentMemoryAdapter</span><span class="p">();</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">ctx</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">createMockContext</span><span class="p">();</span>
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">turn</span><span class="o">:</span><span class="w"> </span><span class="kt">AgentMessage</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nx">role</span><span class="o">:</span><span class="w"> </span><span class="s2">"user"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nx">content</span><span class="o">:</span><span class="w"> </span><span class="s2">"Test message"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="p">};</span>
|
||
|
||
<span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">adapter</span><span class="p">.</span><span class="nx">saveTurn</span><span class="p">(</span><span class="nx">ctx</span><span class="p">,</span><span class="w"> </span><span class="nx">turn</span><span class="p">);</span>
|
||
|
||
<span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">messages</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">adapter</span><span class="p">.</span><span class="nx">loadShortTerm</span><span class="p">(</span><span class="nx">ctx</span><span class="p">);</span>
|
||
<span class="w"> </span><span class="nx">expect</span><span class="p">(</span><span class="nx">messages</span><span class="p">).</span><span class="nx">toContainEqual</span><span class="p">(</span>
|
||
<span class="w"> </span><span class="nx">expect</span><span class="p">.</span><span class="nx">objectContaining</span><span class="p">({</span><span class="w"> </span><span class="nx">content</span><span class="o">:</span><span class="w"> </span><span class="s2">"Test message"</span><span class="w"> </span><span class="p">})</span>
|
||
<span class="w"> </span><span class="p">);</span>
|
||
<span class="w"> </span><span class="p">});</span>
|
||
<span class="p">});</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="17-cursor">17. Завдання для Cursor<a class="headerlink" href="#17-cursor" title="Permanent link">¶</a></h1>
|
||
<p>Приклад промта:</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="nx">You</span><span class="w"> </span><span class="nx">are</span><span class="w"> </span><span class="nx">a</span><span class="w"> </span><span class="nx">senior</span><span class="w"> </span><span class="nx">backend</span><span class="w"> </span><span class="nx">engineer</span><span class="p">.</span>
|
||
|
||
<span class="nx">Implement</span><span class="w"> </span><span class="nx">the</span><span class="w"> </span><span class="nx">Agent</span><span class="w"> </span><span class="nx">Memory</span><span class="w"> </span><span class="nx">System</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">MicroDAO</span><span class="w"> </span><span class="nx">using</span><span class="p">:</span>
|
||
|
||
<span class="o">-</span><span class="w"> </span><span class="mi">13</span><span class="nx">_agent_memory_system</span><span class="p">.</span><span class="nx">md</span>
|
||
<span class="o">-</span><span class="w"> </span><span class="mi">12</span><span class="nx">_agent_runtime_core</span><span class="p">.</span><span class="nx">md</span>
|
||
<span class="o">-</span><span class="w"> </span><span class="mi">11</span><span class="nx">_llm_integration</span><span class="p">.</span><span class="nx">md</span>
|
||
<span class="o">-</span><span class="w"> </span><span class="mi">09</span><span class="nx">_evolutionary_agent</span><span class="p">.</span><span class="nx">md</span>
|
||
<span class="o">-</span><span class="w"> </span><span class="mi">05</span><span class="nx">_coding_standards</span><span class="p">.</span><span class="nx">md</span>
|
||
|
||
<span class="nx">Tasks</span><span class="p">:</span>
|
||
|
||
<span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="nx">Create</span><span class="w"> </span><span class="nx">tables</span><span class="p">:</span><span class="w"> </span><span class="nx">agent_memory_events</span><span class="p">,</span><span class="w"> </span><span class="nx">agent_memory_facts_vector</span><span class="p">.</span>
|
||
|
||
<span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="nx">Implement</span><span class="w"> </span><span class="nx">PgAgentMemoryAdapter</span><span class="w"> </span><span class="nx">with</span><span class="w"> </span><span class="nx">short</span><span class="o">-</span><span class="nx">term</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="nx">long</span><span class="o">-</span><span class="nx">term</span><span class="p">.</span>
|
||
|
||
<span class="mi">3</span><span class="p">)</span><span class="w"> </span><span class="nx">Wire</span><span class="w"> </span><span class="nx">PgAgentMemoryAdapter</span><span class="w"> </span><span class="nx">into</span><span class="w"> </span><span class="nx">Agent</span><span class="w"> </span><span class="nx">Runtime</span><span class="w"> </span><span class="nx">Core</span><span class="p">.</span>
|
||
|
||
<span class="mi">4</span><span class="p">)</span><span class="w"> </span><span class="nx">Add</span><span class="w"> </span><span class="nx">a</span><span class="w"> </span><span class="nx">simple</span><span class="w"> </span><span class="nx">RAG</span><span class="w"> </span><span class="nx">retrieval</span><span class="w"> </span><span class="nx">step</span><span class="w"> </span><span class="nx">using</span><span class="w"> </span><span class="nx">facts</span><span class="p">.</span>
|
||
|
||
<span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="nx">Expose</span><span class="w"> </span><span class="nx">a</span><span class="w"> </span><span class="nx">debug</span><span class="w"> </span><span class="nx">endpoint</span><span class="w"> </span><span class="nx">to</span><span class="w"> </span><span class="nx">inspect</span><span class="w"> </span><span class="nx">agent</span><span class="w"> </span><span class="nx">memory</span><span class="w"> </span><span class="p">(</span><span class="nx">GET</span><span class="w"> </span><span class="o">/</span><span class="nx">agents</span><span class="o">/</span><span class="p">{</span><span class="nx">id</span><span class="p">}</span><span class="o">/</span><span class="nx">memory</span><span class="p">).</span>
|
||
|
||
<span class="nx">Output</span><span class="p">:</span>
|
||
|
||
<span class="o">-</span><span class="w"> </span><span class="nx">list</span><span class="w"> </span><span class="nx">of</span><span class="w"> </span><span class="nx">modified</span><span class="w"> </span><span class="nx">files</span>
|
||
<span class="o">-</span><span class="w"> </span><span class="nx">diff</span>
|
||
<span class="o">-</span><span class="w"> </span><span class="nx">summary</span>
|
||
</code></pre></div>
|
||
|
||
<hr />
|
||
<h1 id="18">18. Результат<a class="headerlink" href="#18" title="Permanent link">¶</a></h1>
|
||
<p>Після впровадження цієї системи:</p>
|
||
<ul>
|
||
<li>
|
||
<p>агенти MicroDAO мають справжню багаторівневу памʼять;</p>
|
||
</li>
|
||
<li>
|
||
<p>можна керувати тим, що саме вони памʼятають;</p>
|
||
</li>
|
||
<li>
|
||
<p>можна будувати RAG, еволюційний аналіз, Train-to-Earn;</p>
|
||
</li>
|
||
<li>
|
||
<p>перехід до DAGI стає природним — через спільну колективну памʼять агентів.</p>
|
||
</li>
|
||
</ul>
|
||
<hr />
|
||
<p><strong>Готово.</strong><br />
|
||
Це <strong>повна специфікація системи пам'яті агентів</strong>, готова до використання в Cursor.</p>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
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