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ef3473db212480b8ab1b63248dfaabdd02533628
microdao-daarion/site/cursor/41_ai_governance_agent_design/index.html
Apple ef3473db21 snapshot: NODE1 production state 2026-02-09 
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>
2026-02-09 08:46:46 -08:00

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4. Governance Proposal Structure
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5. Governance Agent Responsibilities
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5.1 Validation
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5.2 Voting Finalization
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5.3 Applying Policy
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5.4 Audit
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5.5 Failure Recovery
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6. Governance Agent Internal Architecture
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7. Policy Validation Rules
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7.1 Format validation
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<span class="md-ellipsis">
7.2 Capability rules
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7.3 Plan/Entitlements rules
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7.4 Stake-multiplier rules
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7.5 Compute/1T rules
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7.6 RWA policies
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8. Voting Engine
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9. Policy Applicator
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10. Registry Integration
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10.1 Capability Registry
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10.2 Quota Registry
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10.3 Stake Registry
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10.4 RWA Registry
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11. PDP Integration
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12. Security Rules (Critical)
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12.1 Governance Agent cannot modify DB directly
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12.2 Cannot bypass Validation Engine
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12.3 Cannot assign itself new capabilities
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12.4 Immutable History
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12.5 Governance Agent cannot break economic model
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13. Error Recovery
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13.1 If validation fails
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<span class="md-ellipsis">
13.2 If apply fails
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13.3 If PDP reload fails
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14. Transparency &amp; Audit
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15. Governance Agent Runtime
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15.1 Frequency
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15.2 Autoscaling
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16. Example Policy Application (Full)
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Input proposal:
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Operations:
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Governance Agent process:
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17. Integration with Other Docs
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18. Завдання для Cursor
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19. Summary
</span>
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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="41-ai-governance-agent-design-microdao">41 — AI Governance Agent Design (MicroDAO)<a class="headerlink" href="#41-ai-governance-agent-design-microdao" title="Permanent link">&para;</a></h1>
<p><em>Специфікація AI Governance Agent: політики, голосування, застосування правил, оновлення capability/bundle/quotas, безпека, журналювання, інтеграція з PDP та Registry</em></p>
<hr />
<h2 id="1-purpose-scope">1. Purpose &amp; Scope<a class="headerlink" href="#1-purpose-scope" title="Permanent link">&para;</a></h2>
<p>AI Governance Agent — це <strong>суверенний системний агент</strong>, який:</p>
<ul>
<li>приймає та опрацьовує governance proposals,</li>
<li>перевіряє їх коректність,</li>
<li>обчислює результати голосування,</li>
<li>застосовує зміни до Policy Registry,</li>
<li>оновлює bundles, capabilities, entitlements, stake-multipliers,</li>
<li>взаємодіє з PDP,</li>
<li>гарантує консистентність і безпеку системи.</li>
</ul>
<p>Це <strong>центральний мозок політик</strong> DAARION.city.</p>
<hr />
<h2 id="2-governance-model-overview">2. Governance Model Overview<a class="headerlink" href="#2-governance-model-overview" title="Permanent link">&para;</a></h2>
<p>Система складається з:</p>
<ul>
<li><strong>Governance Token Holders (DAAR/DAARION)</strong></li>
<li><strong>AI Governance Agent</strong></li>
<li><strong>Policy Registry</strong></li>
<li><strong>Capability Registry</strong></li>
<li><strong>Quota Service</strong></li>
<li><strong>PDP</strong></li>
<li><strong>Audit Log</strong></li>
</ul>
<p>Основний принцип:</p>
<div class="codehilite"><pre><span></span><code>AI Governance Agent — це механічний виконавець волі DAO.
</code></pre></div>
<p>Він сам <strong>не генерує політик</strong>, а лише обробляє та застосовує.</p>
<hr />
<h2 id="3-governance-proposal-lifecycle">3. Governance Proposal Lifecycle<a class="headerlink" href="#3-governance-proposal-lifecycle" title="Permanent link">&para;</a></h2>
<div class="codehilite"><pre><span></span><code><span class="n">sequenceDiagram</span>
<span class="w"> </span><span class="n">participant</span><span class="w"> </span><span class="n">U</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">User</span><span class="o">/</span><span class="n">Token</span><span class="w"> </span><span class="n">Holder</span>
<span class="w"> </span><span class="n">participant</span><span class="w"> </span><span class="n">API</span>
<span class="w"> </span><span class="n">participant</span><span class="w"> </span><span class="n">G</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">Governance</span><span class="w"> </span><span class="n">Agent</span>
<span class="w"> </span><span class="n">participant</span><span class="w"> </span><span class="n">DB</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="n">Policy</span><span class="w"> </span><span class="n">Registry</span>
<span class="w"> </span><span class="n">participant</span><span class="w"> </span><span class="n">PDP</span>
<span class="w"> </span><span class="n">U</span><span class="o">-&gt;&gt;</span><span class="n">API</span><span class="p">:</span><span class="w"> </span><span class="n">create</span><span class="w"> </span><span class="n">proposal</span>
<span class="w"> </span><span class="n">API</span><span class="o">-&gt;&gt;</span><span class="n">DB</span><span class="p">:</span><span class="w"> </span><span class="n">insert</span><span class="w"> </span><span class="n">proposal</span><span class="w"> </span><span class="p">(</span><span class="n">pending</span><span class="p">)</span>
<span class="w"> </span><span class="n">API</span><span class="o">--&gt;&gt;</span><span class="n">U</span><span class="p">:</span><span class="w"> </span><span class="n">proposal_id</span>
<span class="w"> </span><span class="n">U</span><span class="o">-&gt;&gt;</span><span class="n">API</span><span class="p">:</span><span class="w"> </span><span class="n">submit</span><span class="w"> </span><span class="n">votes</span>
<span class="w"> </span><span class="n">API</span><span class="o">-&gt;&gt;</span><span class="n">DB</span><span class="p">:</span><span class="w"> </span><span class="n">update</span><span class="w"> </span><span class="n">votes</span>
<span class="w"> </span><span class="n">G</span><span class="o">-&gt;&gt;</span><span class="n">DB</span><span class="p">:</span><span class="w"> </span><span class="n">check</span><span class="w"> </span><span class="n">proposals</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">finalization</span>
<span class="w"> </span><span class="n">DB</span><span class="o">--&gt;&gt;</span><span class="n">G</span><span class="p">:</span><span class="w"> </span><span class="n">proposal</span><span class="w"> </span><span class="n">ready</span>
<span class="w"> </span><span class="n">G</span><span class="o">-&gt;&gt;</span><span class="n">G</span><span class="p">:</span><span class="w"> </span><span class="n">validate</span><span class="w"> </span><span class="n">proposal</span><span class="w"> </span><span class="n">payload</span>
<span class="w"> </span><span class="n">G</span><span class="o">-&gt;&gt;</span><span class="n">DB</span><span class="p">:</span><span class="w"> </span><span class="n">apply</span><span class="w"> </span><span class="n">changes</span>
<span class="w"> </span><span class="n">G</span><span class="o">-&gt;&gt;</span><span class="n">PDP</span><span class="p">:</span><span class="w"> </span><span class="n">reload</span><span class="w"> </span><span class="n">capabilities</span><span class="o">/</span><span class="n">quotas</span>
<span class="w"> </span><span class="n">G</span><span class="o">-&gt;&gt;</span><span class="n">DB</span><span class="p">:</span><span class="w"> </span><span class="n">mark</span><span class="w"> </span><span class="n">proposal</span><span class="w"> </span><span class="n">applied</span>
</code></pre></div>
<hr />
<h2 id="4-governance-proposal-structure">4. Governance Proposal Structure<a class="headerlink" href="#4-governance-proposal-structure" title="Permanent link">&para;</a></h2>
<p>Зберігається у таблиці <code>governance_policies</code>.</p>
<p>Приклад:</p>
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;policy_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;gov_0012&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;policy_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;plan.entitlement.update&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;target&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;plan.Premium&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;operations&quot;</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="nt">&quot;op&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;set_quota&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;metric&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;llm_tokens_per_month&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;value&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">3500000</span><span class="w"> </span><span class="p">},</span>
<span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;op&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;increase_quota&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;metric&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;agent_runs_per_day&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;value&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">200</span><span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">],</span>
<span class="w"> </span><span class="nt">&quot;proposed_by&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;u_123&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;voting_end&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;2025-11-20T00:00:00Z&quot;</span>
<span class="p">}</span>
</code></pre></div>
<hr />
<h2 id="5-governance-agent-responsibilities">5. Governance Agent Responsibilities<a class="headerlink" href="#5-governance-agent-responsibilities" title="Permanent link">&para;</a></h2>
<h3 id="51-validation">5.1 Validation<a class="headerlink" href="#51-validation" title="Permanent link">&para;</a></h3>
<p>Перевіряє:</p>
<ul>
<li>формат політики,</li>
<li>чи існує bundle/cap/plan,</li>
<li>чи операції не суперечать безпековим правилам,</li>
<li>чи не роблять escalation.</li>
</ul>
<h3 id="52-voting-finalization">5.2 Voting Finalization<a class="headerlink" href="#52-voting-finalization" title="Permanent link">&para;</a></h3>
<p>Після дедлайну:</p>
<ul>
<li>рахує голоси,</li>
<li>перевіряє кворум,</li>
<li>визначає результат.</li>
</ul>
<h3 id="53-applying-policy">5.3 Applying Policy<a class="headerlink" href="#53-applying-policy" title="Permanent link">&para;</a></h3>
<p>Головна роль:</p>
<ul>
<li>оновити bundles/capabilities/entitlements,</li>
<li>оновити Registry,</li>
<li>створити подію <code>governance.policy.updated</code>,</li>
<li>скинути кеш PDP.</li>
</ul>
<h3 id="54-audit">5.4 Audit<a class="headerlink" href="#54-audit" title="Permanent link">&para;</a></h3>
<p>Записує:</p>
<ul>
<li>хто подав,</li>
<li>хто голосував,</li>
<li>коли застосовано,</li>
<li>які зміни внесено.</li>
</ul>
<h3 id="55-failure-recovery">5.5 Failure Recovery<a class="headerlink" href="#55-failure-recovery" title="Permanent link">&para;</a></h3>
<p>У разі помилок:</p>
<ul>
<li>застосовує rollback-strategy,</li>
<li>помічає політику як failed.</li>
</ul>
<hr />
<h2 id="6-governance-agent-internal-architecture">6. Governance Agent Internal Architecture<a class="headerlink" href="#6-governance-agent-internal-architecture" title="Permanent link">&para;</a></h2>
<div class="codehilite"><pre><span></span><code>Governance Agent
├── Policy Validator
├── Voting Engine
├── Policy Applicator
├── Registry Updater
├── PDP Connector
├── Event Publisher
└── Audit Logger
</code></pre></div>
<hr />
<h2 id="7-policy-validation-rules">7. Policy Validation Rules<a class="headerlink" href="#7-policy-validation-rules" title="Permanent link">&para;</a></h2>
<p>Головний блок — <strong>Validation Engine</strong>.</p>
<h3 id="71-format-validation">7.1 Format validation<a class="headerlink" href="#71-format-validation" title="Permanent link">&para;</a></h3>
<ul>
<li>JSON schema must match.</li>
<li>All required fields exist.</li>
</ul>
<h3 id="72-capability-rules">7.2 Capability rules<a class="headerlink" href="#72-capability-rules" title="Permanent link">&para;</a></h3>
<ul>
<li>capability must exist in <code>capabilities</code>.</li>
<li>cannot assign admin caps to visitors.</li>
<li>cannot remove baseline capabilities from Owner/Guardian.</li>
</ul>
<h3 id="73-planentitlements-rules">7.3 Plan/Entitlements rules<a class="headerlink" href="#73-planentitlements-rules" title="Permanent link">&para;</a></h3>
<ul>
<li>plan hierarchy is preserved.</li>
<li>quota cannot be lower than Freemium baseline.</li>
<li>cannot create infinite cost-free compute.</li>
</ul>
<h3 id="74-stake-multiplier-rules">7.4 Stake-multiplier rules<a class="headerlink" href="#74-stake-multiplier-rules" title="Permanent link">&para;</a></h3>
<ul>
<li>multiplier ranges must be monotonic.</li>
<li>cannot set multiplier=0 or negative.</li>
</ul>
<h3 id="75-compute1t-rules">7.5 Compute/1T rules<a class="headerlink" href="#75-compute1t-rules" title="Permanent link">&para;</a></h3>
<ul>
<li>compute costs must be &gt;= minimum threshold.</li>
<li>cannot create zero-cost for heavy tools.</li>
</ul>
<h3 id="76-rwa-policies">7.6 RWA policies<a class="headerlink" href="#76-rwa-policies" title="Permanent link">&para;</a></h3>
<ul>
<li>cannot set reward rates above safety ranges.</li>
<li>cannot autogenerate rewards for unverified RWA.</li>
</ul>
<hr />
<h2 id="8-voting-engine">8. Voting Engine<a class="headerlink" href="#8-voting-engine" title="Permanent link">&para;</a></h2>
<p>Перевіряє:</p>
<ul>
<li>голоси,</li>
<li>токен-вагу,</li>
<li>кворум,</li>
<li>approval threshold.</li>
</ul>
<p>Приклад:</p>
<div class="codehilite"><pre><span></span><code>min_quorum = 10% від circulating_supply
approval_required = 51%
</code></pre></div>
<p>Після дедлайну:</p>
<div class="codehilite"><pre><span></span><code>if quorum_met &amp;&amp; approval &gt;= 51%:
status = approved
else:
status = rejected
</code></pre></div>
<hr />
<h2 id="9-policy-applicator">9. Policy Applicator<a class="headerlink" href="#9-policy-applicator" title="Permanent link">&para;</a></h2>
<p>Застосовує зміни до:</p>
<ul>
<li>bundles</li>
<li>capabilities</li>
<li>bundle_caps</li>
<li>plan entitlements</li>
<li>stake multipliers</li>
<li>compute pricing</li>
<li>RWA conversion rates</li>
<li>platform-level quotas</li>
</ul>
<p>Алгоритм:</p>
<div class="codehilite"><pre><span></span><code><span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">policy</span><span class="o">.</span><span class="n">operations</span><span class="p">:</span>
<span class="n">apply</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="n">validate_consistency</span><span class="p">()</span>
<span class="n">commit</span><span class="p">()</span>
<span class="n">publish_event</span><span class="p">(</span><span class="s2">&quot;governance.policy.updated&quot;</span><span class="p">)</span>
</code></pre></div>
<hr />
<h2 id="10-registry-integration">10. Registry Integration<a class="headerlink" href="#10-registry-integration" title="Permanent link">&para;</a></h2>
<h3 id="101-capability-registry">10.1 Capability Registry<a class="headerlink" href="#101-capability-registry" title="Permanent link">&para;</a></h3>
<p>Оновлюються:</p>
<ul>
<li>capabilities table,</li>
<li>bundles,</li>
<li>bundle_caps.</li>
</ul>
<h3 id="102-quota-registry">10.2 Quota Registry<a class="headerlink" href="#102-quota-registry" title="Permanent link">&para;</a></h3>
<p>Оновлюється JSON конфіг ентитлментів:</p>
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;plan.Premium&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;llm_tokens_per_month&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">3500000</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;agent_runs_per_day&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1000</span>
<span class="w"> </span><span class="p">}</span>
<span class="p">}</span>
</code></pre></div>
<h3 id="103-stake-registry">10.3 Stake Registry<a class="headerlink" href="#103-stake-registry" title="Permanent link">&para;</a></h3>
<p>Оновлюються множники для RINGK.</p>
<h3 id="104-rwa-registry">10.4 RWA Registry<a class="headerlink" href="#104-rwa-registry" title="Permanent link">&para;</a></h3>
<p>Оновлюються conversion rates:</p>
<ul>
<li>energy → KWT</li>
<li>water → 1T</li>
<li>food → 1T</li>
</ul>
<hr />
<h2 id="11-pdp-integration">11. PDP Integration<a class="headerlink" href="#11-pdp-integration" title="Permanent link">&para;</a></h2>
<p>Після застосування політики Governance Agent публікує:</p>
<div class="codehilite"><pre><span></span><code>governance.policy.updated
</code></pre></div>
<p>PDP:</p>
<ul>
<li>скидає кеш capabilities,</li>
<li>скидає кеш entitlements,</li>
<li>оновлює compute pricing,</li>
<li>оновлює stake multipliers,</li>
<li>застосовує нові access rules.</li>
</ul>
<hr />
<h2 id="12-security-rules-critical">12. Security Rules (Critical)<a class="headerlink" href="#12-security-rules-critical" title="Permanent link">&para;</a></h2>
<h3 id="121-governance-agent-cannot-modify-db-directly">12.1 Governance Agent cannot modify DB directly<a class="headerlink" href="#121-governance-agent-cannot-modify-db-directly" title="Permanent link">&para;</a></h3>
<p>Усе через:</p>
<ul>
<li>internal service keys,</li>
<li>capability: <code>service.governance.apply</code>.</li>
</ul>
<h3 id="122-cannot-bypass-validation-engine">12.2 Cannot bypass Validation Engine<a class="headerlink" href="#122-cannot-bypass-validation-engine" title="Permanent link">&para;</a></h3>
<p>Будь-яка спроба → automatic deny.</p>
<h3 id="123-cannot-assign-itself-new-capabilities">12.3 Cannot assign itself new capabilities<a class="headerlink" href="#123-cannot-assign-itself-new-capabilities" title="Permanent link">&para;</a></h3>
<p>Strict no-self-escalation.</p>
<h3 id="124-immutable-history">12.4 Immutable History<a class="headerlink" href="#124-immutable-history" title="Permanent link">&para;</a></h3>
<p>Після <code>applied=true</code> політика не може бути змінена.</p>
<h3 id="125-governance-agent-cannot-break-economic-model">12.5 Governance Agent cannot break economic model<a class="headerlink" href="#125-governance-agent-cannot-break-economic-model" title="Permanent link">&para;</a></h3>
<p>Заборонено:</p>
<ul>
<li>знизити compute cost нижче min,</li>
<li>встановити reward rate за RWA &gt; максимум.</li>
</ul>
<hr />
<h2 id="13-error-recovery">13. Error Recovery<a class="headerlink" href="#13-error-recovery" title="Permanent link">&para;</a></h2>
<h3 id="131-if-validation-fails">13.1 If validation fails<a class="headerlink" href="#131-if-validation-fails" title="Permanent link">&para;</a></h3>
<ul>
<li>політика <code>status=invalid</code>.</li>
</ul>
<h3 id="132-if-apply-fails">13.2 If apply fails<a class="headerlink" href="#132-if-apply-fails" title="Permanent link">&para;</a></h3>
<ul>
<li>rollback to pre-apply snapshot,</li>
<li>mark policy <code>failed</code>.</li>
</ul>
<h3 id="133-if-pdp-reload-fails">13.3 If PDP reload fails<a class="headerlink" href="#133-if-pdp-reload-fails" title="Permanent link">&para;</a></h3>
<ul>
<li>retry with exponential backoff,</li>
<li>system enters "safe mode".</li>
</ul>
<hr />
<h2 id="14-transparency-audit">14. Transparency &amp; Audit<a class="headerlink" href="#14-transparency-audit" title="Permanent link">&para;</a></h2>
<p>Усі операції Governance Agent:</p>
<ul>
<li>логуються,</li>
<li>підписуються service identity,</li>
<li>зберігаються у <code>audit_log</code>,</li>
<li>доступні для перегляду через:</li>
</ul>
<div class="codehilite"><pre><span></span><code>GET /governance/policies
GET /governance/policies/:id
</code></pre></div>
<hr />
<h2 id="15-governance-agent-runtime">15. Governance Agent Runtime<a class="headerlink" href="#15-governance-agent-runtime" title="Permanent link">&para;</a></h2>
<h3 id="151-frequency">15.1 Frequency<a class="headerlink" href="#151-frequency" title="Permanent link">&para;</a></h3>
<p>Agent запускається:</p>
<ul>
<li>кожні 60 секунд (плановий цикл),</li>
<li>або по події «proposal.pending».</li>
</ul>
<h3 id="152-autoscaling">15.2 Autoscaling<a class="headerlink" href="#152-autoscaling" title="Permanent link">&para;</a></h3>
<ul>
<li>stateless service,</li>
<li>масштабування необмежене.</li>
</ul>
<hr />
<h2 id="16-example-policy-application-full">16. Example Policy Application (Full)<a class="headerlink" href="#16-example-policy-application-full" title="Permanent link">&para;</a></h2>
<h3 id="input-proposal">Input proposal:<a class="headerlink" href="#input-proposal" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code>Increase Premium compute quotas by 25%
</code></pre></div>
<h3 id="operations">Operations:<a class="headerlink" href="#operations" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code><span class="p">[</span>
<span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;op&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;increase_quota&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;metric&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;agent_runs_per_day&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;value&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">250</span><span class="w"> </span><span class="p">},</span>
<span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nt">&quot;op&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;increase_quota&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;metric&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;llm_tokens_per_month&quot;</span><span class="p">,</span><span class="w"> </span><span class="nt">&quot;value&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">500000</span><span class="w"> </span><span class="p">}</span>
<span class="p">]</span>
</code></pre></div>
<h3 id="governance-agent-process">Governance Agent process:<a class="headerlink" href="#governance-agent-process" title="Permanent link">&para;</a></h3>
<ol>
<li>validate structure → OK</li>
<li>validate quotas do not exceed global max → OK</li>
<li>check plan hierarchy → OK</li>
<li>commit changes → DB updated</li>
<li>publish <code>policy.updated</code></li>
<li>PDP reloads → new quotas active</li>
</ol>
<hr />
<h2 id="17-integration-with-other-docs">17. Integration with Other Docs<a class="headerlink" href="#17-integration-with-other-docs" title="Permanent link">&para;</a></h2>
<p>Цей документ доповнює:</p>
<ul>
<li><code>31_governance_policies_for_capabilities_and_quotas.md</code></li>
<li><code>32_policy_service_PDP_design.md</code></li>
<li><code>24_access_keys_capabilities_system.md</code></li>
<li><code>30_cost_optimization_and_token_economics_infrastructure.md</code></li>
<li><code>40_rwa_energy_food_water_flow_specs.md</code></li>
</ul>
<hr />
<h2 id="18-cursor">18. Завдання для Cursor<a class="headerlink" href="#18-cursor" title="Permanent link">&para;</a></h2>
<div class="codehilite"><pre><span></span><code>You are a senior backend engineer. Implement AI Governance Agent using:
- 41_ai_governance_agent_design.md
- 31_governance_policies_for_capabilities_and_quotas.md
- 32_policy_service_PDP_design.md
Tasks:
1) Create Governance Agent service architecture (Policy Validator, Voting Engine, Policy Applicator, Registry Updater, PDP Connector, Event Publisher, Audit Logger).
2) Implement Governance Proposal Lifecycle (create, vote, finalize, apply).
3) Create Governance Proposal Structure (JSON schema).
4) Implement Policy Validation Rules (format, capability, plan/entitlements, stake-multiplier, compute/1T, RWA policies).
5) Implement Voting Engine (vote counting, quorum check, approval threshold).
6) Implement Policy Applicator (apply operations to bundles, capabilities, entitlements, quotas).
7) Add Registry Integration (Capability Registry, Quota Registry, Stake Registry, RWA Registry).
8) Implement PDP Integration (reload capabilities/quotas after policy update).
9) Add Security Rules (no direct DB access, no bypass validation, no self-escalation, immutable history, economic model protection).
10) Implement Error Recovery (validation failure, apply failure, PDP reload failure).
11) Add Transparency &amp; Audit (logging, service identity signing, audit_log storage).
12) Create Governance Agent Runtime (periodic execution, event-driven triggers).
Output:
- list of modified files
- diff
- summary
</code></pre></div>
<hr />
<h2 id="19-summary">19. Summary<a class="headerlink" href="#19-summary" title="Permanent link">&para;</a></h2>
<p>AI Governance Agent:</p>
<ul>
<li>керує всіма політиками DAARION.city,</li>
<li>контролює capability-набори,</li>
<li>регулює квоти та економіку,</li>
<li>гарантує безпеку та непротирічність,</li>
<li>забезпечує прозорість і аудитність,</li>
<li>інтегрується з PDP/PEP/Registry/NATS,</li>
<li>виконує волю резидентів DAO,</li>
<li>є однією з найважливіших служб у системі.</li>
</ul>
<p>Це — <strong>архітектурне серце управління DAARION OS</strong>.</p>
<hr />
<p><strong>Версія:</strong> 1.0<br />
<strong>Останнє оновлення:</strong> 2024-11-14</p>
</article>
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