# Agent Capability Matrix

19 specialized agents for LinkedIn content (short-form feed + long-form newsletter). Each agent has a focused responsibility, defined model, and unique color for visual identification.

## Quick Reference

| Agent | Model | Color | Primary Responsibility |
|-------|-------|-------|----------------------|
| content-optimizer | Sonnet | Blue | Optimize posts against algorithm signals |
| strategy-advisor | Sonnet | Green | Growth strategy and phase-specific guidance |
| analytics-interpreter | Sonnet | Yellow | Pattern discovery + weekly/monthly performance reports (interpret/report modes) |
| engagement-coach | Sonnet | Magenta | 5x5x5 + first-hour tactics + CEA commenting + target selection |
| content-planner | Sonnet | Cyan | Weekly/monthly content calendars |
| network-builder | Sonnet | Teal | Strategic networking and outreach |
| content-repurposer | Sonnet | Purple | Format conversion and evergreen refresh |
| trend-spotter | (inherits session) | White | Trending topics and opportunity scoring |
| demand-spotter | (inherits session) | Silver | Demand-sweep «innenfra og ut»: reader-side questions, pain-point map, vocabulary translation, §4 arc map |
| voice-trainer | Sonnet | Pink | Voice profile building and drift detection |
| differentiation-checker | Sonnet | Gray | Originality scoring and commodity detection |
| video-scripter | Sonnet | Violet | Video script creation with pacing and visual cues |
| post-feedback-monitor | Opus | Lime | Post-publish 48h monitoring and real-time interventions |
| fact-checker | Opus | Brown | Factual-claim verification against primary/credible sources (longform) |
| editorial-reviewer | Opus | Orange | Editor's craft gate: prosa-håndverk + narrativ-arkitektur (longform) |
| persona-reviewer | Opus | Olive | Reader-persona skeleton + resonance + hook-conversion gate (longform) |
| voice-scrubber | Opus | Red | De-AI scrub + Norwegian-chronicle voice-drift correction (longform) |
| content-reviewer | Opus | Maroon | Cold argument-integrity review (C1–C5) on a frozen draft (longform) |
| language-reviewer | Opus | Navy | Cold Norwegian-language review (L1–L5) on a frozen draft (longform) |
| fact-reviewer | Opus | Gold | Cold fact re-verification (F1–F4) + pivot-risk on a frozen draft (longform) |

## Capability Matrix

Capabilities mapped across the 14 content-production agents (the columns below). **P** = Primary, **S** = Secondary/Supporting. The five remaining agents — editorial-reviewer, voice-scrubber, content-reviewer, language-reviewer, fact-reviewer — are ordered long-form quality gates rather than content-capability agents; they are documented in **Longform Quality Gates** below and listed in the Quick Reference above.

| Capability | optimizer | strategy | analytics | engage | planner | network | repurpose | trends | voice | diff-check | video | post-monitor | fact-check | persona-rev |
|-----------|:---------:|:--------:|:---------:|:------:|:-------:|:-------:|:---------:|:------:|:-----:|:----------:|:-----:|:------------:|:----------:|:-----------:|
| Post optimization | **P** | | | | | | | | | | | | | |
| Hook analysis | **P** | | | | | | | | | | S | | | S |
| Algorithm alignment | **P** | | | S | | | | | | | S | S | | |
| Growth strategy | | **P** | | | S | | | | | | | | | |
| Phase assessment | | **P** | | | | | | | | | | | | |
| Trajectory analysis | | **P** | S | | | | | | | | | | | |
| Audience analysis | | S | **P** | | | | | | | | | | | |
| Pattern discovery | | | **P** | | | | | | | | | | | |
| Performance reports | | | **P** | | | | | | | | | | | |
| Content DNA | | | **P** | | | | | | S | | | | | |
| Engagement coaching | | | | **P** | | S | | | | | | | | |
| 5x5x5 method | | | | **P** | | S | | | | | | | | |
| Comment strategy | | | | **P** | | | | | | | | | | |
| CEA method | | | | **P** | | | | | | | | | | |
| Target identification | | | | **P** | | S | | | | | | | | |
| Content planning | | | | | **P** | | | S | | | | | | |
| Mix enforcement | | | | | **P** | | | | | | | | | |
| Gap analysis | | | | | **P** | | | | | | | | | |
| Network building | | | | S | | **P** | | | | | | | | |
| Connection scoring | | | | | | **P** | | | | | | | | |
| DM templates | | | | | | **P** | | | | | | | | |
| Format conversion | | | | | | | **P** | | | | S | | | |
| Evergreen scoring | | | | | | | **P** | | | | | | | |
| Content lifecycle | | | | | S | | **P** | | | | | | | |
| Trend scanning | | | | | S | | | **P** | | | | | | |
| First-mover assessment | | | | | | | | **P** | | | | | | |
| Angle mapping | | | | | S | | S | **P** | | | | | | |
| Voice profiling | | | | | | | | | **P** | | | | | |
| Drift detection | | | | | | | | | **P** | | | | | |
| Quarterly audit | | | | | | | | | **P** | | | | | |
| Originality scoring | | | | | | | | | | **P** | | | | |
| Commodity detection | | | | | | | | | | **P** | | | | |
| Differentiation | | | | | | | | | | **P** | | | | |
| Video scripting | | | | | | | S | | | | **P** | | | |
| Script pacing | | | | | | | | | | | **P** | | | |
| Visual cue notation | | | | | | | | | | | **P** | | | |
| Post-publish monitoring | | | | | | | | | | | | **P** | | |
| Velocity analysis | | | | | | | | | | | | **P** | | |
| Factual verification | | | | | | | | | | | | | **P** | |
| Primary-source check | | | | | | | | | | | | | **P** | |
| Persona resonance | | | | | | | | | | | | | | **P** |
| Hook-conversion gate | | | | | | | | | | | | | | **P** |

## Content Pipeline

How agents collaborate in the end-to-end content lifecycle:

```
┌─────────────┐    ┌──────────────────┐    ┌─────────────────┐
│ trend-spotter│───▸│  content-planner  │───▸│ diff-checker    │
│ (find topics)│    │ (plan + schedule) │    │ (originality    │
└─────────────┘    └──────────────────┘    │  gate ≥51/100)  │
                          │                 └────────┬────────┘
                          │                          │
                   ┌──────▼──────┐           ┌───────┴────────┐
                   │voice-trainer│           │  FORMAT SPLIT  │
                   │(voice check)│           └──┬──────────┬──┘
                   └──────┬──────┘              │          │
                          │             ┌───────▼───┐ ┌────▼─────────┐
                          │             │video-     │ │content-      │
                          └────────────▸│scripter   │ │optimizer     │
                                        │(scripts)  │ │(text posts)  │
                                        └───────┬───┘ └──────┬───────┘
                                                │            │
                                                └─────┬──────┘
                         ┌────────────────────────────┤
                         │                            │
                  ┌──────▼────────────┐       ┌────────▼───────┐
                  │analytics-         │       │  [PUBLISH]     │
                  │interpreter        │       └────────┬───────┘
                  │(interpret/report) │                │
                  └───────────────────┘       ┌────────▼───────┐
                                              │engagement-coach│
                                              │(5x5x5 + first  │
                                              │ hour + CEA     │
                                              │ commenting)    │
                                              └────────────────┘
```

### Longform Quality Gates (newsletter)

For longform editions, eight Opus agents run as ordered gates BEFORE lock:

```
draft
  ─▸ fact-checker        (primary-source verification, post-cutoff web search)
  ─▸ editorial-reviewer  (craft: prosa-håndverk + narrativ-arkitektur, Step 5.5)
  ─▸ persona-reviewer    (skeleton → resonance → hook-conversion)
  ─▸ voice-scrubber      (de-AI + Norwegian-chronicle voice)
  ─▸ headless review     (Step 6.5 — COLD on the frozen draft):
        content-reviewer   (argument integrity C1–C5)
        language-reviewer  (Norwegian language L1–L5)
        fact-reviewer      (cold re-verification F1–F4 + pivot-risk)
  ─▸ LOCK ─▸ delivery
```

### Parallel Support Agents

These agents operate independently and feed into the pipeline at multiple points:

```
strategy-advisor ──────▸ Macro-level planning and phase guidance
analytics-interpreter ─▸ Pattern discovery + periodic reports feeding back into planning
network-builder ───────▸ Relationship building amplifying content reach
content-repurposer ────▸ Post-publish: extends content lifecycle
```

## Which Agent Do I Need?

| Scenario | Agent | Command |
|----------|-------|---------|
| "I want to write a post" | content-optimizer | `/linkedin:post` |
| "What should I post about?" | content-planner, trend-spotter | `/linkedin:pipeline` |
| "Make this post better" | content-optimizer | `/linkedin:post` |
| "Is this original enough?" | differentiation-checker | `/linkedin:pipeline` |
| "Plan my week's content" | content-planner | `/linkedin:batch` |
| "Am I on track this week?" | — | `/linkedin:calendar` |
| "How did I do this week?" | analytics-interpreter (report mode) | `/linkedin:report` |
| "Analyze my LinkedIn data" | analytics-interpreter (interpret mode) | `/linkedin:analyze` |
| "What's my LinkedIn strategy?" | strategy-advisor | `/linkedin:strategy` |
| "Help me engage more" | engagement-coach | `/linkedin:strategy` |
| "Who should I comment on?" | engagement-coach | `/linkedin:strategy` |
| "Build my network" | network-builder | `/linkedin:strategy` |
| "Does this sound like me?" | voice-trainer | `/linkedin:post` |
| "Repurpose my best post" | content-repurposer | `/linkedin:pipeline` |
| "What's trending in my field?" | trend-spotter | `/linkedin:pipeline` |
| "Audit my content strategy" | analytics-interpreter, strategy-advisor | `/linkedin:audit` |
| "How do I monetize?" | strategy-advisor | `/linkedin:monetize` |
| "Create a video script" | video-scripter | `/linkedin:video` |
| "Turn this post into a video" | video-scripter, content-repurposer | `/linkedin:video` |
| "Script a talking head video" | video-scripter | `/linkedin:video` |
| "Verify facts in this draft" | fact-checker | `/linkedin:newsletter` (longform) |
| "Will this land with my readers?" | persona-reviewer | `/linkedin:newsletter` (longform) |

## Model Selection Rationale

| Model | Agents | Why |
|-------|--------|-----|
| **Opus** | 8 agents (fact-checker, editorial-reviewer, persona-reviewer, voice-scrubber, content-reviewer, language-reviewer, fact-reviewer, post-feedback-monitor) | Longform judgment + 48h post-monitoring: factual verification, craft, resonance, voice, cold adversarial re-review, real-time intervention |
| **Sonnet** | 11 agents | Complex reasoning: optimization, strategy, analysis, scoring, scripting, comment targeting |
