Forum Architecture & Technical Specs
Wilson score ranking, 8-tier karma system, AI moderation, reputation badges, and 4 more services.
1. Ranking & Voting (Wilson Score Hot-Ranking)
| Method | Problem | Wilson Fix |
|---|---|---|
| Simple ratio | 1 upvote = 100% beats 99/100 | Confidence interval |
| Raw upvotes | New posts dominate | Accounts for sample size |
| Time-decay | Neglects vote quality | Balances quality + recency |
2. Karma System (8-Tier Rank System)
| Karma | Rank |
|---|---|
| 10,000 | Legend (top 0.1%) |
| 5,000 | Elite (top 0.5%) |
| 2,000 | Expert (top 1%) |
| 1,000 | Trusted (top 2%) |
| 500 | Contributor (top 5%) |
| 200 | Active (top 10%) |
| 50 | Member (top 25%) |
| 0 | Newcomer (everyone starts here) |
3. AI-Powered Moderation
Aeion Forum's moderation system provides AI-powered content moderation with an immutable audit log.
Report Filing with AI Scoring:
When a report is filed, the system captures an immutable snapshot of the content and title, runs it through AI moderation scoring, and calculates a priority level from the results before creating the report record.
Priority Calculation:
High toxicity or spam scores raise a report to high priority for immediate moderator attention; moderate scores get medium priority; everything else is queued as low priority for routine review. Thresholds are tunable per-tenant in Settings.
Report Aggregation:
When multiple members report the same piece of content, Aeion Forum aggregates the reports into a single case instead of creating duplicates — the reporter list and report count grow on the existing case.
Moderation Actions with Immutable Log:
When a moderator resolves a report — removing, hiding, or approving the content — the platform applies the action, updates the report status, and (for removals) applies a karma penalty to the author. Every action also writes a new, immutable entry to the moderation log — nothing is ever edited or deleted after the fact, giving you a durable audit trail for compliance and dispute resolution.
Ban System:
Bans can be temporary or permanent, and scoped globally, to a single board, or to a category. Temporary bans carry an expiration; every ban records its reason, the moderator who issued it, and enough context (IP/user-agent) to support appeals review.
4. Badges (Reputation Recognition)
Aeion Forum awards reputation badges automatically as members hit achievement milestones.
Badge Rarity:
Badges are organized into five rarity tiers — common, uncommon, rare, epic, and legendary — each carrying a name, description, emoji/icon, and a category (activity, quality, karma, staff, special, or event).
Auto-Unlock on Threshold:
Each badge defines its own unlock condition — a karma threshold, a post or thread count milestone, a posting-streak length, or a manual-only rule for staff badges. Example thresholds: "First Post" (common, awarded on your first thread), "100 Club" at 100 posts (uncommon), "10K Legend" at 10,000 karma (legendary — true bragging rights).
Badge Assignment:
Badges unlock automatically the moment a member crosses a threshold — the platform checks for duplicates, records the new badge on the member's profile, and fires a notification event so the member (and, if configured, the community) knows right away. Moderators can also award badges manually for special recognition.
5. Threads, Posts & Boards (Core Operations)
Aeion Forum's core service manages threads, posts, and boards.
Thread Creation with Karma Gate:
Before a new thread is published, Aeion Forum checks the author's karma against the board's minimum posting threshold (falling back to the tenant-wide default) — if they're under the bar, thread creation is blocked with a clear message. If AI moderation is enabled, the content also runs through a pre-check: outright violations are rejected, borderline content is auto-held for review, and everything else publishes immediately with vote counts and hot score initialized to zero.
Slug Generation:
Thread titles are automatically converted into clean, URL-safe slugs — lowercased, stripped of special characters, spaces converted to hyphens, and suffixed with a short unique token so two threads with the same title never collide.
Thread Status Flow:
`
draft → published → [pinned | featured] → archived → locked ↓ pending (AI hold) → published ↓ [removed | hidden] → archived
``
6. Supporting Services
Background Processing:
- Managed job queue for background tasks
- User ranking calculation jobs
- Digest email generation jobs
- Hot score refresh batch jobs
- Background karma recalculation
Notifications:
- Thread reply notifications
- Post mention notifications (@username)
- Karma change notifications
- Badge unlock notifications
- Digest mode (daily/weekly/monthly)
- Multi-channel delivery (email, push, in-app)
Polls:
- Single choice and multiple choice polls
- Anonymous voting option
- Vote counting and percentage calculation
- Poll expiration scheduling
- Results visibility (during/after/end)
Search:
- Full-text search across threads and posts
- Board/category filtering
- Date range filtering
- Tag filtering
- Author filtering
- Relevance ranking
7. Webhooks & Workflow Triggers
The forum doesn't just host discussion — it's an event source other modules and external systems can react to. Eight workflow triggers fire on forum activity:
forum.thread.created · forum.post.created · forum.answer.accepted · forum.user.mentioned · forum.badge.earned · forum.karma.milestone (at 10 / 100 / 1k / 10k) · forum.report.filed · forum.ban.issued
These feed Blueprint workflows, AeionClaw automations, or any subscriber natively over the event bus. A dedicated webhook configuration fans the same events out to external HTTPS endpoints — so a community milestone can trigger a CRM update, a Slack post, or a fulfillment action without polling.