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Viraltest Simulation Report
Task: Hard — Competitive (weekly_competitive) Episode Length: 168 steps (7 days x 24 hours) Starting Followers: 10,000 | Starting Energy: 1.00
Executive Summary
11 agent strategies were evaluated on the Hard — Competitive task. The Balanced Creator (0.8775) and Smart Agent (0.8745) achieved the highest scores by combining strategic posting, energy management, and tag diversity. Two agents (Spam Post, No Rest) burned out within 8 steps, scoring 0.0000. The Always Rest agent lost 45% of its followers from inactivity.
Leaderboard
| Rank | Scenario | Score | Followers | Delta | Energy | Burned Out |
|---|---|---|---|---|---|---|
| 1 | Balanced Creator | 0.8775 | 12,534 | +2,534 (+25.3%) | 1.00 | No |
| 2 | Smart Agent | 0.8745 | 12,200 | +2,200 (+22.0%) | 1.00 | No |
| 3 | Tag Explorer | 0.8323 | 11,351 | +1,351 (+13.5%) | 0.94 | No |
| 4 | Copycat | 0.6136 | 11,589 | +1,589 (+15.9%) | 1.00 | No |
| 5 | Burst Poster | 0.6111 | 11,701 | +1,701 (+17.0%) | 0.44 | No |
| 6 | Queue Optimizer | 0.3520 | 11,215 | +1,215 (+12.2%) | 1.00 | No |
| 7 | Weekend Warrior | 0.1257 | 7,659 | -2,341 (-23.4%) | 1.00 | No |
| 8 | Night Poster | 0.0937 | 10,237 | +237 (+2.4%) | 0.59 | No |
| 9 | Always Rest | 0.0350 | 5,497 | -4,503 (-45.0%) | 1.00 | No |
| 10 | Spam Post | 0.0000 | 10,625 | +625 (+6.3%) | 0.00 | YES |
| 11 | No Rest | 0.0000 | 10,213 | +213 (+2.1%) | 0.00 | YES |
Detailed Agent Analysis
1. Balanced Creator — Score: 0.8775 (BEST)
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Energy | 1.00 |
| Final Followers | 12,534 (+25.3%) |
| Engagement Rate | 0.827 |
| Total Posts | 28 |
| Total Rests | 84 |
| Content Created | 56 |
| Unique Tags | 19 |
| Min Energy | 0.795 (never dipped below safe zone) |
| Avg Reward | 0.219 |
| Max Reward | 0.738 |
Strategy: Create → Post → Rest cycle. Uses the content queue (56 items created, 28 posted from queue at 50% energy cost). Posts during peak hours with trending topics. Never risks burnout.
Top Tags: #food (1.32), #election (1.31), #coding (1.16), #saas (1.03), #crypto (1.02)
Why it won: Highest follower growth (+2,534), perfect energy management (never below 0.795), excellent tag diversity (19 unique), and consistent daily posting.
2. Smart Agent — Score: 0.8745
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Energy | 1.00 |
| Final Followers | 12,200 (+22.0%) |
| Engagement Rate | 1.556 |
| Total Posts | 14 |
| Total Rests | 154 |
| Unique Tags | 19 |
| Min Energy | 0.55 |
| Avg Reward | 0.230 |
| Max Reward | 0.760 |
Strategy: Posts only during peak hours (9-20) when energy > 0.4 and posts < 2/day. Uses trending topics and tags. Rests aggressively.
Top Tags: #ai (3.56), #wellness (2.55), #summer (2.36), #crypto (2.18), #newyear (2.01)
Why it's strong: Highest individual tag performance (#ai at 3.56), highest engagement rate (1.556), but fewer posts (14 vs 28) cost it the top spot.
3. Tag Explorer — Score: 0.8323
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Energy | 0.94 |
| Final Followers | 11,351 (+13.5%) |
| Engagement Rate | 0.774 |
| Total Posts | 15 |
| Unique Tags | 30 (highest) |
| Min Energy | 0.69 |
Strategy: New tag combination every post. Maximizes tag discovery — 30 unique tags used (the highest of all agents).
Why it scored high: The grading formula rewards tag diversity heavily. 30 unique tags gave a massive tag_discovery bonus.
4. Copycat — Score: 0.6136
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Energy | 1.00 |
| Final Followers | 11,589 (+15.9%) |
| Total Posts | 21 |
| Unique Tags | 8 |
| Min Energy | 0.10 (dangerous dip!) |
Strategy: Copies competitor topics and content types. Posts when competitors are active.
Weakness: High niche saturation from copying rivals. Only 8 unique tags (penalized). Min energy hit 0.10 — nearly burned out.
5. Burst Poster — Score: 0.6111
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Energy | 0.44 |
| Final Followers | 11,701 (+17.0%) |
| Total Posts | 57 (highest) |
| Unique Tags | 13 |
| Min Energy | 0.25 |
Strategy: 3 posts in rapid succession, then rests until recovered. Repeat.
Weakness: Ended with only 0.44 energy. 57 posts caused audience fatigue (posts > 3/day get heavy penalty). Low per-post engagement (0.208) despite high volume.
6. Queue Optimizer — Score: 0.3520
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Energy | 1.00 |
| Final Followers | 11,215 (+12.2%) |
| Total Posts | 14 |
| Content Created | 17 |
| Unique Tags | 12 |
Strategy: Creates content first (builds queue), then posts from queue at half energy cost.
Weakness: Spent too long in "prep" phase creating content. Only 14 actual posts despite 17 items queued. Score penalized for under-utilizing the queue.
7. Weekend Warrior — Score: 0.1257
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Followers | 7,659 (-23.4%) |
| Total Posts | 6 |
| Unique Tags | 6 |
Strategy: Only posts on Saturday and Sunday. Rests Mon-Fri.
Weakness: 5 days of inactivity triggered follower decay (-2,341) and algorithm penalty. Only 6 posts total. Weekend posting also gets a 0.7x penalty multiplier.
8. Night Poster — Score: 0.0937
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Followers | 10,237 (+2.4%) |
| Total Posts | 49 |
| Unique Tags | 2 |
| Engagement Rate | 0.036 |
Strategy: Posts exclusively at night (23:00-06:00) with boring topics.
Weakness: Night hours get 0.5x multiplier. Only 2 unique tags (#stoic, #minimalism) — severe tag penalty. Despite 49 posts, engagement was near-zero (0.036).
9. Always Rest — Score: 0.0350
| Metric | Value |
|---|---|
| Steps Completed | 168 / 168 |
| Final Followers | 5,497 (-45.0%) |
| Total Posts | 0 |
| Engagement Rate | 0.000 |
Strategy: Never posts. Rests every step.
Result: Zero engagement. Lost 4,503 followers (45%) to decay. Algorithm penalty stacked from inactivity. Energy stayed at 1.00 — completely wasted.
10. Spam Post — Score: 0.0000
| Metric | Value |
|---|---|
| Steps Completed | 4 / 168 |
| Final Energy | 0.00 (BURNED OUT) |
| Final Followers | 10,625 (+6.3%) |
Strategy: Posts the same reel with "AI tools" topic every step. No rest.
Result: Burned out at step 4. Each reel costs 0.25 energy. 4 reels = 1.00 energy drained. Episode ended at step 4 with score 0.0000 (burnout = automatic fail on competitive task).
11. No Rest — Score: 0.0000
| Metric | Value |
|---|---|
| Steps Completed | 8 / 168 |
| Final Energy | 0.00 (BURNED OUT) |
| Final Followers | 10,213 (+2.1%) |
Strategy: Posts varied content types but never rests.
Result: Burned out at step 8. Mixed content types (reel, carousel, story, text_post) averaged ~0.125 energy cost. 8 posts without rest = burnout. Score: 0.0000.
Key Metrics Comparison
Energy Management
| Agent | Min Energy | Final Energy | Energy Safety |
|---|---|---|---|
| Always Rest | 1.000 | 1.00 | Wasted |
| Balanced | 0.795 | 1.00 | Excellent |
| Tag Explorer | 0.690 | 0.94 | Good |
| Queue Optimizer | 0.610 | 1.00 | Good |
| Smart Agent | 0.550 | 1.00 | Good |
| Burst Poster | 0.250 | 0.44 | Risky |
| Night Poster | 0.230 | 0.59 | Dangerous |
| Copycat | 0.100 | 1.00 | Near-fatal dip |
| Weekend | 0.100 | 1.00 | Near-fatal dip |
| No Rest | 0.000 | 0.00 | BURNED OUT |
| Spam Post | 0.000 | 0.00 | BURNED OUT |
Posting Volume vs Quality
| Agent | Posts | Engagement Rate | Engagement per Post |
|---|---|---|---|
| Burst | 57 | 0.208 | Low (fatigue) |
| Night Poster | 49 | 0.036 | Very low (timing) |
| Balanced | 28 | 0.827 | High |
| Copycat | 21 | 0.497 | Medium |
| Tag Explorer | 15 | 0.774 | High |
| Smart Agent | 14 | 1.556 | Very high |
| Queue Opt | 14 | 0.870 | High |
| Weekend | 6 | 0.635 | Medium |
| Spam | 4 | 1.567 | High (but burned out) |
Lessons Learned
Burnout is fatal — On the competitive task, burnout = score 0.0000. Energy management is the #1 priority.
Quality > Quantity — Smart Agent posted only 14 times but had the highest engagement rate (1.556). Burst posted 57 times but scored lower.
Tag diversity matters — Tag Explorer's 30 unique tags boosted its score to 0.8323 despite moderate engagement. Night Poster's 2 tags destroyed its score.
Content queue is powerful — Balanced Creator used create_content (56 times) to build a queue, then posted at half energy cost. This enabled 28 posts while maintaining 0.795+ energy.
Timing is critical — Night Poster proved that posting at wrong hours (0.5x multiplier) wastes energy for near-zero engagement.
Copying competitors backfires — Copycat achieved decent followers but niche saturation penalty and low tag diversity (8) capped its score at 0.6136.
Consistency beats bursts — Posting 1-2/day consistently (Balanced, Smart) scored higher than bursting 3+ posts then resting (Burst).
Report generated from Viraltest Creator Intelligence Center Task: weekly_competitive | 168 hourly steps | 3 competitor profiles