الذكاء الاصطناعي والشذوذات
يعمل النموذج للمشروع في ثلاثة مواضع: كشف يقول متى غادر حدث خط أساسه، ومقترحات تقول ماذا يُفعل بما رأى، وAsk الذي يحول سؤالا إلى استعلام. لا شيء منها يتصرف وحده: المقترح يصير حقيقة فقط حين يوافق عليه إنسان.
At a glance
- Detection
- Daily counts against a fourteen-day baseline
- Proposals
- Origin, rationale, and a recorded human decision
- Ask
- Question to query, query kept on screen
- Model
- Chosen by the plan, per tier
- Auth
- Access token; nothing executes unapproved
- يقارن الكشف الأعداد اليومية بخط أربعة عشر يوما؛ الانحراف حساب لا رأي.
- كل مقترح يحمل أصله ومبرره، ويُسجل قراره مع من اتخذه.
- استعلام Ask المترجم يبقى على الشاشة؛ وأي نموذج يجيب هو اختيار الخطة.
كيف يعمل
Detection is arithmetic over the warehouse: a day whose count deviates from the fourteen-day baseline past the threshold is an insight, marked as a spike or a drop. A deviation worth acting on, or a pattern in support threads, becomes a proposal: a cohort to build, a flag to add, a message to send, or a dashboard to create, each carrying what it saw and why it suggests what it does. Proposals queue in the Inbox until a person approves, edits or rejects them, and the decision is stored with its decider. Ask is the third piece: the model emits only the validated query language, never free SQL, and its translation stays on screen beside the answer. The broader model story, entitlements and safety posture live on the AI pillar.
كيفية الوصول إليه
| Surface | Operation |
|---|---|
| REST | None |
| GraphQL | aiInsights, aiProposals, aiTranslateQuery, aiAnswer queries · approveProposal, editProposal, rejectProposal mutations |
| Realtime | aiProposals subscription: new proposals stream as they are raised |
| MCP | None |
مثال
curl "https://api.prodantix.com/graphql" \
-H "Authorization: Bearer $ACCESS_TOKEN" \
-H "Content-Type: application/json" \
-d '{
"query": "query ($p: String!, $e: String!, $f: String!, $t: String!) { aiInsights(projectId: $p, event: $e, from: $f, to: $t, threshold: 0.3) { bucket kind value baseline } }",
"variables": { "p": "'$PROJECT_ID'", "e": "signup_completed", "f": "2026-08-01", "t": "2026-08-28" }
}'