ef3473db21
Complete snapshot of /opt/microdao-daarion/ from NODE1 (144.76.224.179).
This represents the actual running production code that has diverged
significantly from the previous main branch.
Key changes from old main:
- Gateway (http_api.py): expanded from ~40KB to 164KB with full agent support
- Router: new /v1/agents/{id}/infer endpoint with vision + DeepSeek routing
- Behavior Policy: SOWA v2.2 (3-level: FULL/ACK/SILENT)
- Agent Registry: config/agent_registry.yml as single source of truth
- 13 agents configured (was 3)
- Memory service integration
- CrewAI teams and roles
Excluded from snapshot: venv/, .env, data/, backups, .tgz archives
Co-authored-by: Cursor <cursoragent@cursor.com>
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|
||
1.2 Rules (rules.py)
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#13-mainpy" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
1.3 main.py
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#14-dockerfile-readme" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
1.4 Dockerfile + README
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#2-dagi-router-messaginginbound" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
2) Розширення DAGI Router під messaging.inbound
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label="2) Розширення DAGI Router під messaging.inbound">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#21-nats-subscription" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
2.1 NATS subscription
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#22" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
2.2 Моделі
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#23" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
2.3 Конфіг
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#24-http-debug-endpoint" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
2.4 HTTP debug endpoint
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#3-agent-runtime-integration-messenger" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
3) Agent Runtime integration з Messenger
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label="3) Agent Runtime integration з Messenger">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#31-models-modelspy" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
3.1 Models (models.py)
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#32-nats-subscription" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
3.2 NATS subscription
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#33-http-debug-endpoint" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
3.3 HTTP debug endpoint
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#34-docker-readme" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
3.4 Docker + README
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#4-docker-compose" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
4) Інтеграція в docker-compose та документацію
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label="4) Інтеграція в docker-compose та документацію">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#41-docker-compose" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
4.1 docker-compose
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#42" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
4.2 Документація
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#acceptance-criteria" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
Acceptance Criteria
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
|
||
</nav>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="md-content" data-md-component="content">
|
||
<article class="md-content__inner md-typeset">
|
||
|
||
|
||
|
||
|
||
<h1 id="task-phase-2-agent-integration-agent_filter-dagi-router-agent-runtime">TASK: PHASE 2 — Agent Integration (agent_filter + DAGI Router + Agent Runtime)<a class="headerlink" href="#task-phase-2-agent-integration-agent_filter-dagi-router-agent-runtime" title="Permanent link">¶</a></h1>
|
||
<p><strong>Goal:</strong>
|
||
Зробити Messenger повноцінно агентним:
|
||
- новий сервіс agent_filter, який вирішує, коли й який агент відповідає;
|
||
- розширити DAGI Router, щоб маршрутизувати події з Messenger до агентів;
|
||
- реалізувати agent-runtime-service, який читає історію каналів, викликає LLM і постить відповіді назад у Messenger.</p>
|
||
<p><strong>Existing:</strong>
|
||
- Messenger Module (Matrix-aware, Full Stack) вже реалізований:
|
||
- messaging-service (FastAPI, 9 endpoints + WS)
|
||
- matrix-gateway API spec (services/matrix-gateway/API_SPEC.md)
|
||
- DB schema (channels, messages, channel_members, message_reactions, channel_events)
|
||
- frontend /messenger (ChannelList, MessageList, MessageComposer, WS)
|
||
- NATS, Synapse, matrix-gateway, messaging-service у docker-compose.messenger.yml
|
||
- Документація:
|
||
- docs/MESSENGER_MODULE_COMPLETE.md
|
||
- docs/MESSAGING_ARCHITECTURE.md
|
||
- docs/messaging-erd.dbml
|
||
- docs/MESSENGER_TESTING_GUIDE.md</p>
|
||
<p><strong>PHASE 2 складається з 3 підзадач:</strong></p>
|
||
<hr />
|
||
<h2 id="1-agent_filter">1) Сервіс agent_filter<a class="headerlink" href="#1-agent_filter" title="Permanent link">¶</a></h2>
|
||
<p><strong>Create new service:</strong> <code>services/agent-filter/</code></p>
|
||
<p><strong>Files:</strong>
|
||
- <code>services/agent-filter/main.py</code>
|
||
- <code>services/agent-filter/models.py</code>
|
||
- <code>services/agent-filter/rules.py</code>
|
||
- <code>services/agent-filter/config.yaml</code>
|
||
- <code>services/agent-filter/requirements.txt</code>
|
||
- <code>services/agent-filter/Dockerfile</code>
|
||
- <code>services/agent-filter/README.md</code></p>
|
||
<p><strong>Tech:</strong>
|
||
- Python + FastAPI
|
||
- NATS JetStream client (python-nats)
|
||
- Config з YAML</p>
|
||
<h3 id="11-models-modelspy">1.1 Models (models.py)<a class="headerlink" href="#11-models-modelspy" title="Permanent link">¶</a></h3>
|
||
<p>Define Pydantic models:</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span>
|
||
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Literal</span>
|
||
<span class="kn">from</span><span class="w"> </span><span class="nn">datetime</span><span class="w"> </span><span class="kn">import</span> <span class="n">datetime</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">MessageCreatedEvent</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">channel_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">message_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
|
||
<span class="n">matrix_event_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">sender_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">sender_type</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"human"</span><span class="p">,</span> <span class="s2">"agent"</span><span class="p">]</span>
|
||
<span class="n">microdao_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">created_at</span><span class="p">:</span> <span class="n">datetime</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">FilterDecision</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">channel_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">message_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
|
||
<span class="n">matrix_event_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">microdao_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">decision</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"allow"</span><span class="p">,</span> <span class="s2">"deny"</span><span class="p">,</span> <span class="s2">"modify"</span><span class="p">]</span>
|
||
<span class="n">target_agent_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
|
||
<span class="n">rewrite_prompt</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">ChannelContext</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">microdao_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">visibility</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"public"</span><span class="p">,</span> <span class="s2">"private"</span><span class="p">,</span> <span class="s2">"microdao"</span><span class="p">]</span>
|
||
<span class="n">allowed_agents</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
|
||
<span class="n">disabled_agents</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">FilterContext</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">channel</span><span class="p">:</span> <span class="n">ChannelContext</span>
|
||
<span class="n">sender_is_owner</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
|
||
<span class="n">sender_is_admin</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
|
||
<span class="n">sender_is_member</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
|
||
<span class="n">local_time</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">datetime</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
|
||
</code></pre></div>
|
||
|
||
<h3 id="12-rules-rulespy">1.2 Rules (rules.py)<a class="headerlink" href="#12-rules-rulespy" title="Permanent link">¶</a></h3>
|
||
<p>Implement:</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="k">def</span><span class="w"> </span><span class="nf">decide</span><span class="p">(</span><span class="n">event</span><span class="p">:</span> <span class="n">MessageCreatedEvent</span><span class="p">,</span> <span class="n">ctx</span><span class="p">:</span> <span class="n">FilterContext</span><span class="p">)</span> <span class="o">-></span> <span class="n">FilterDecision</span><span class="p">:</span>
|
||
<span class="w"> </span><span class="sd">"""</span>
|
||
<span class="sd"> Baseline rules v1:</span>
|
||
<span class="sd"> - Якщо event.sender_type == "agent" → decision = "deny" (щоб не було loop).</span>
|
||
<span class="sd"> - Якщо channel.visibility == "microdao" і є default assistant агента для microDAO:</span>
|
||
<span class="sd"> - target_agent_id = цей агент (поки можна жорстко прописати в config або заглушка).</span>
|
||
<span class="sd"> - Якщо час у quiet_hours (23:00–07:00 з config.yaml):</span>
|
||
<span class="sd"> - decision = "modify"</span>
|
||
<span class="sd"> - rewrite_prompt = "Відповідай стисло і тільки якщо запит важливий. Не ініціюй розмову сам."</span>
|
||
<span class="sd"> - Якщо агент заборонений у цьому каналі (agent_id у disabled_agents) → decision = "deny".</span>
|
||
<span class="sd"> - Якщо немає жодного кандидата → decision = "deny".</span>
|
||
<span class="sd"> """</span>
|
||
<span class="k">pass</span>
|
||
</code></pre></div>
|
||
|
||
<p><strong>config.yaml:</strong></p>
|
||
<div class="codehilite"><pre><span></span><code><span class="nt">nats</span><span class="p">:</span>
|
||
<span class="w"> </span><span class="nt">servers</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="s">"nats://nats:4222"</span><span class="p p-Indicator">]</span>
|
||
<span class="w"> </span><span class="nt">messaging_subject</span><span class="p">:</span><span class="w"> </span><span class="s">"messaging.message.created"</span>
|
||
<span class="w"> </span><span class="nt">decision_subject</span><span class="p">:</span><span class="w"> </span><span class="s">"agent.filter.decision"</span>
|
||
<span class="nt">rules</span><span class="p">:</span>
|
||
<span class="w"> </span><span class="nt">quiet_hours</span><span class="p">:</span>
|
||
<span class="w"> </span><span class="nt">start</span><span class="p">:</span><span class="w"> </span><span class="s">"23:00"</span>
|
||
<span class="w"> </span><span class="nt">end</span><span class="p">:</span><span class="w"> </span><span class="s">"07:00"</span>
|
||
<span class="w"> </span><span class="nt">default_agents</span><span class="p">:</span>
|
||
<span class="w"> </span><span class="s">"microdao:daarion"</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="s">"agent:sofia"</span>
|
||
</code></pre></div>
|
||
|
||
<h3 id="13-mainpy">1.3 main.py<a class="headerlink" href="#13-mainpy" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>Підняти FastAPI:</li>
|
||
<li><code>GET /health</code> → <code>{ "status": "ok" }</code></li>
|
||
<li>
|
||
<p><code>POST /internal/agent-filter/test</code> → приймає MessageCreatedEvent, викликає rules.decide(...), повертає FilterDecision.</p>
|
||
</li>
|
||
<li>
|
||
<p>На startup:</p>
|
||
</li>
|
||
<li>підʼєднатися до NATS</li>
|
||
<li>підписатися на subject <code>messaging.message.created</code></li>
|
||
</ul>
|
||
<p><strong>Алгоритм обробки:</strong>
|
||
1. Deserialize payload у MessageCreatedEvent.
|
||
2. Підібрати ChannelContext:
|
||
- <code>GET /internal/messaging/channels/{channel_id}/context</code> (потрібно додати цей endpoint у messaging-service, якщо ще нема).
|
||
- Очікуваний response:
|
||
<code>json
|
||
{
|
||
"microdao_id": "...",
|
||
"visibility": "microdao",
|
||
"allowed_agents": ["agent:sofia"],
|
||
"disabled_agents": []
|
||
}</code>
|
||
3. Побудувати FilterContext.
|
||
4. Викликати rules.decide(event, ctx).
|
||
5. Опублікувати FilterDecision у NATS:
|
||
- subject: <code>agent.filter.decision</code>
|
||
- payload: <code>decision.json()</code></p>
|
||
<h3 id="14-dockerfile-readme">1.4 Dockerfile + README<a class="headerlink" href="#14-dockerfile-readme" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>Dockerfile подібний до messaging-service.</li>
|
||
<li>README.md:</li>
|
||
<li>як запускати локально,</li>
|
||
<li>як тестувати <code>/internal/agent-filter/test</code>,</li>
|
||
<li>приклад NATS payload.</li>
|
||
</ul>
|
||
<hr />
|
||
<h2 id="2-dagi-router-messaginginbound">2) Розширення DAGI Router під messaging.inbound<a class="headerlink" href="#2-dagi-router-messaginginbound" title="Permanent link">¶</a></h2>
|
||
<p><strong>Goal:</strong>
|
||
- DAGI Router має слухати <code>agent.filter.decision</code> і на основі allow-рішень створювати AgentInvocation і штовхати в <code>router.invoke.agent</code>.</p>
|
||
<h3 id="21-nats-subscription">2.1 NATS subscription<a class="headerlink" href="#21-nats-subscription" title="Permanent link">¶</a></h3>
|
||
<p>У <code>services/router/</code> (або де реалізований DAGI Router):</p>
|
||
<ul>
|
||
<li>Підписка на subject: <code>agent.filter.decision</code>.</li>
|
||
</ul>
|
||
<p><strong>Очікуваний payload:</strong> FilterDecision (див. вище).</p>
|
||
<p><strong>Алгоритм:</strong>
|
||
- Якщо <code>decision != "allow"</code> → ігноруємо.
|
||
- Якщо <code>decision == "allow"</code> і <code>target_agent_id</code> не заданий → логування + ігнор.
|
||
- Інакше: побудувати AgentInvocation:</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
|
||
<span class="w"> </span><span class="nt">"agent_id"</span><span class="p">:</span><span class="w"> </span><span class="s2">"<target_agent_id>"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nt">"entrypoint"</span><span class="p">:</span><span class="w"> </span><span class="s2">"channel_message"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nt">"payload"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
|
||
<span class="w"> </span><span class="nt">"channel_id"</span><span class="p">:</span><span class="w"> </span><span class="s2">"<channel_id>"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nt">"message_id"</span><span class="p">:</span><span class="w"> </span><span class="s2">"<message_id>"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nt">"matrix_event_id"</span><span class="p">:</span><span class="w"> </span><span class="s2">"<matrix_event_id>"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nt">"microdao_id"</span><span class="p">:</span><span class="w"> </span><span class="s2">"<microdao_id>"</span><span class="p">,</span>
|
||
<span class="w"> </span><span class="nt">"rewrite_prompt"</span><span class="p">:</span><span class="w"> </span><span class="s2">"<rewrite_prompt>"</span>
|
||
<span class="w"> </span><span class="p">}</span>
|
||
<span class="p">}</span>
|
||
</code></pre></div>
|
||
|
||
<p>Опублікувати у NATS:
|
||
- subject: <code>router.invoke.agent</code>
|
||
- payload: AgentInvocation JSON.</p>
|
||
<h3 id="22">2.2 Моделі<a class="headerlink" href="#22" title="Permanent link">¶</a></h3>
|
||
<p>Додати в Router:</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span>
|
||
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Literal</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">AgentInvocation</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">agent_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">entrypoint</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"channel_message"</span><span class="p">,</span> <span class="s2">"direct"</span><span class="p">,</span> <span class="s2">"cron"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"channel_message"</span>
|
||
<span class="n">payload</span><span class="p">:</span> <span class="nb">dict</span>
|
||
</code></pre></div>
|
||
|
||
<h3 id="23">2.3 Конфіг<a class="headerlink" href="#23" title="Permanent link">¶</a></h3>
|
||
<p>Файл <code>router_config.yaml</code> (або аналог):</p>
|
||
<div class="codehilite"><pre><span></span><code><span class="nt">messaging_inbound</span><span class="p">:</span>
|
||
<span class="w"> </span><span class="nt">enabled</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
|
||
<span class="w"> </span><span class="nt">source_subject</span><span class="p">:</span><span class="w"> </span><span class="s">"agent.filter.decision"</span>
|
||
<span class="w"> </span><span class="nt">target_subject</span><span class="p">:</span><span class="w"> </span><span class="s">"router.invoke.agent"</span>
|
||
</code></pre></div>
|
||
|
||
<h3 id="24-http-debug-endpoint">2.4 HTTP debug endpoint<a class="headerlink" href="#24-http-debug-endpoint" title="Permanent link">¶</a></h3>
|
||
<p>Додати в Router:</p>
|
||
<p><strong>POST /internal/router/test-messaging</strong></p>
|
||
<p>Body: FilterDecision</p>
|
||
<p>Behavior:
|
||
- прогнати той самий код, який обробляє NATS event,
|
||
- повернути AgentInvocation JSON без публікації у NATS.</p>
|
||
<hr />
|
||
<h2 id="3-agent-runtime-integration-messenger">3) Agent Runtime integration з Messenger<a class="headerlink" href="#3-agent-runtime-integration-messenger" title="Permanent link">¶</a></h2>
|
||
<p><strong>Goal:</strong>
|
||
- Реалізувати agent-runtime-service, який:
|
||
- читає контекст каналу (останні повідомлення),
|
||
- читає памʼять агента,
|
||
- викликає LLM через LLM Proxy,
|
||
- постить відповідь у канал через messaging-service.</p>
|
||
<p><strong>Create service:</strong> <code>services/agent-runtime/</code></p>
|
||
<p><strong>Files:</strong>
|
||
- <code>services/agent-runtime/main.py</code>
|
||
- <code>services/agent-runtime/models.py</code>
|
||
- <code>services/agent-runtime/llm_client.py</code>
|
||
- <code>services/agent-runtime/messaging_client.py</code>
|
||
- <code>services/agent-runtime/memory_client.py</code>
|
||
- <code>services/agent-runtime/config.yaml</code>
|
||
- <code>services/agent-runtime/requirements.txt</code>
|
||
- <code>services/agent-runtime/Dockerfile</code>
|
||
- <code>services/agent-runtime/README.md</code></p>
|
||
<h3 id="31-models-modelspy">3.1 Models (models.py)<a class="headerlink" href="#31-models-modelspy" title="Permanent link">¶</a></h3>
|
||
<div class="codehilite"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span>
|
||
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Literal</span>
|
||
<span class="kn">from</span><span class="w"> </span><span class="nn">datetime</span><span class="w"> </span><span class="kn">import</span> <span class="n">datetime</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">AgentInvocation</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">agent_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">entrypoint</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"channel_message"</span><span class="p">,</span> <span class="s2">"direct"</span><span class="p">,</span> <span class="s2">"cron"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"channel_message"</span>
|
||
<span class="n">payload</span><span class="p">:</span> <span class="nb">dict</span>
|
||
|
||
<span class="k">class</span><span class="w"> </span><span class="nc">ChannelContextMessage</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
|
||
<span class="n">sender_id</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">sender_type</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"human"</span><span class="p">,</span> <span class="s2">"agent"</span><span class="p">]</span>
|
||
<span class="n">content</span><span class="p">:</span> <span class="nb">str</span>
|
||
<span class="n">created_at</span><span class="p">:</span> <span class="n">datetime</span>
|
||
</code></pre></div>
|
||
|
||
<h3 id="32-nats-subscription">3.2 NATS subscription<a class="headerlink" href="#32-nats-subscription" title="Permanent link">¶</a></h3>
|
||
<p><strong>main.py:</strong>
|
||
- Підʼєднатись до NATS.
|
||
- Підписатися на <code>router.invoke.agent</code>.</p>
|
||
<p><strong>Алгоритм:</strong>
|
||
1. Deserialize AgentInvocation.
|
||
2. Якщо <code>entrypoint != "channel_message"</code> → поки що ігноруємо (або лог).
|
||
3. Витягти:
|
||
- <code>agent_id</code>
|
||
- <code>channel_id</code>, <code>message_id</code>, <code>matrix_event_id</code>, <code>microdao_id</code>, <code>rewrite_prompt</code> з payload.
|
||
4. Завантажити blueprint агента:
|
||
<code>http
|
||
GET /internal/agents/{agent_id}/blueprint</code>
|
||
Очікуваний response:
|
||
<code>json
|
||
{
|
||
"id": "...",
|
||
"name": "Sofia-Prime",
|
||
"model": "gpt-4.1",
|
||
"instructions": "System prompt...",
|
||
"capabilities": {...}
|
||
}</code>
|
||
5. Завантажити історію каналу:
|
||
<code>http
|
||
GET /internal/messaging/channels/{channel_id}/messages?limit=50</code>
|
||
→ вернути список повідомлень у форматі ChannelContextMessage.</p>
|
||
<ol>
|
||
<li>
|
||
<p>Витягти останнє human-повідомлення як user input.</p>
|
||
</li>
|
||
<li>
|
||
<p>Запитати памʼять:
|
||
<code>http
|
||
POST /internal/agent-memory/query
|
||
{
|
||
"agent_id": "<agent_id>",
|
||
"microdao_id": "<microdao_id>",
|
||
"channel_id": "<channel_id>",
|
||
"query": "<останній текст користувача>"
|
||
}</code>
|
||
Очікуваний response: список релевантних фрагментів knowledge base.</p>
|
||
</li>
|
||
<li>
|
||
<p>Побудувати промпт для LLM (llm_client.py):</p>
|
||
</li>
|
||
<li>system: інструкції з blueprint +, якщо є, rewrite_prompt</li>
|
||
<li>context: останні N повідомлень (з імʼям, роллю, часом)</li>
|
||
<li>memory: релевантні фрагменти</li>
|
||
<li>
|
||
<p>user: останній текст користувача</p>
|
||
</li>
|
||
<li>
|
||
<p>Викликати LLM через LLM Proxy:
|
||
<code>http
|
||
POST /internal/llm/proxy
|
||
{
|
||
"model": "<з blueprint>",
|
||
"messages": [ {"role": "...", "content": "..."}, ... ]
|
||
}</code>
|
||
Очікуваний response:
|
||
<code>json
|
||
{ "content": "<текст відповіді>" }</code></p>
|
||
</li>
|
||
<li>
|
||
<p>Надіслати відповідь у канал:
|
||
<code>http
|
||
POST /internal/agents/{agentId}/post-to-channel
|
||
{
|
||
"channel_id": "<channel_id>",
|
||
"text": "<llm response>"
|
||
}</code>
|
||
Цей endpoint вже повинен існувати у messaging-service (як внутрішній).</p>
|
||
</li>
|
||
<li>
|
||
<p>(optional v1) Записати в памʼять:
|
||
<code>http
|
||
POST /internal/agent-memory/store
|
||
{
|
||
"agent_id": "<agent_id>",
|
||
"microdao_id": "<microdao_id>",
|
||
"channel_id": "<channel_id>",
|
||
"content": {
|
||
"user_message": "...",
|
||
"agent_reply": "..."
|
||
}
|
||
}</code></p>
|
||
</li>
|
||
</ol>
|
||
<h3 id="33-http-debug-endpoint">3.3 HTTP debug endpoint<a class="headerlink" href="#33-http-debug-endpoint" title="Permanent link">¶</a></h3>
|
||
<p><strong>main.py:</strong></p>
|
||
<p><strong>POST /internal/agent-runtime/test-channel</strong></p>
|
||
<p>Body: AgentInvocation</p>
|
||
<p>Behavior:
|
||
- викликає ту саму логіку, що NATS handler,
|
||
- але замість реального POST до <code>/internal/agents/{agentId}/post-to-channel</code> просто повертає згенерований текст і зібраний prompt (обережно, без секретів у логах).</p>
|
||
<h3 id="34-docker-readme">3.4 Docker + README<a class="headerlink" href="#34-docker-readme" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>Dockerfile за шаблоном інших сервісів.</li>
|
||
<li>README.md:</li>
|
||
<li>як запускати локально,</li>
|
||
<li>як тестувати через <code>/internal/agent-runtime/test-channel</code>,</li>
|
||
<li>як дивитись NATS events.</li>
|
||
</ul>
|
||
<hr />
|
||
<h2 id="4-docker-compose">4) Інтеграція в docker-compose та документацію<a class="headerlink" href="#4-docker-compose" title="Permanent link">¶</a></h2>
|
||
<h3 id="41-docker-compose">4.1 docker-compose<a class="headerlink" href="#41-docker-compose" title="Permanent link">¶</a></h3>
|
||
<ul>
|
||
<li>Додати <code>agent-filter</code>, <code>router</code> (якщо ще не доданий), <code>agent-runtime</code> у загальний docker-compose (або створити окремий <code>docker-compose.agents.yml</code>).</li>
|
||
<li>Забезпечити доступ до:</li>
|
||
<li>NATS</li>
|
||
<li>messaging-service</li>
|
||
<li>agent-memory-service (якщо вже існує) / stub</li>
|
||
<li>agents-service (blueprints) / stub</li>
|
||
<li>llm-proxy-service / stub</li>
|
||
</ul>
|
||
<h3 id="42">4.2 Документація<a class="headerlink" href="#42" title="Permanent link">¶</a></h3>
|
||
<p>Оновити/додати:
|
||
- <code>docs/MESSAGING_ARCHITECTURE.md</code> — помітити, що PHASE 2 реалізовано.
|
||
- <code>docs/MESSENGER_COMPLETE_SPECIFICATION.md</code> — додати розділ "Agent Integration (PHASE 2)" з посиланнями на нові сервіси.
|
||
- При потребі: окремий <code>docs/AGENT_INTEGRATION_PHASE2.md</code> з коротким описом flow.</p>
|
||
<hr />
|
||
<h2 id="acceptance-criteria">Acceptance Criteria<a class="headerlink" href="#acceptance-criteria" title="Permanent link">¶</a></h2>
|
||
<ul>
|
||
<li>✅ Human → пише в канал → agent_filter приймає event → DAGI Router відправляє AgentInvocation → Agent Runtime читає історію й памʼять → агент відповідає в той самий канал → повідомлення відображається у /messenger і в Element.</li>
|
||
<li>✅ Є мінімум один робочий агент (наприклад, Sofia-Prime), який стабільно відповідає в одному каналі microDAO.</li>
|
||
<li>✅ Всі сервіси стартують через docker-compose, health-checkи зелені.</li>
|
||
</ul>
|
||
<hr />
|
||
<p><strong>Version:</strong> 1.0.0<br />
|
||
<strong>Date:</strong> 2025-11-24<br />
|
||
<strong>Priority:</strong> High<br />
|
||
<strong>Estimated Time:</strong> 4 weeks</p>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
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