name: wzrd-velocity description: Real-time AI model velocity signal + earn loop. Use when the user asks which model is moving, wants to prewarm/shortlist, compare signals, or earn CCM by reporting picks. license: MIT compatibility: Requires internet access. No API key needed for signals. Solana keypair needed for earning. metadata: author: twzrd-sol version: "3.0.0" category: ai
WZRD Velocity Signal + Earn Loop
Two capabilities: read signals (free, no auth) and earn CCM (requires Solana keypair).
1. Signal Feed (Free, No Auth)
curl -s https://api.twzrd.xyz/v1/signals/momentum?limit=5
{
"contract_version": "wzrd.momentum.v1",
"count": 5,
"models": [
{
"model": "Qwen/Qwen3.5-9B",
"trend": "stable",
"score": 0.718,
"action": "maintain",
"confidence": "normal",
"platform": "huggingface",
"reason": "Stable velocity, normal confidence"
}
]
}
Fields
| Field | Values |
|---|---|
trend | surging (>30% delta), accelerating (>8%), stable (>-15%), decelerating (>-50%), cooling |
action | pre_warm_urgent, pre_warm, candidate, recommend, route, maintain, watch, consider_deprovision, observe |
confidence | high, normal, low, insufficient, unknown |
platform | huggingface, github, openrouter, artificial_analysis |
Filters
?limit=N(max 100) — number of results?platform=huggingface— filter by source?trending=true— onlysurgingoraccelerating?capability=code— filter by:code,chat,reasoning,vision,audio?window=7d— TWAA window:1d,3d,7d,14d,30d
Premium Endpoint
/v1/signals/momentum/premium — same response plus velocity_ema, accel, delta_pct, quality_index, agent_quality, agent_reports, value_score. Also free, no auth.
2. Earn Loop (Requires Keypair)
Agents earn CCM by picking trending models and reporting verified inference results.
Flow
authenticate (Ed25519) → pick_details(task) → infer(model) → report(execution_id) → claim (gasless relay)
How It Works
- Auth: Ed25519 challenge/verify → 24h Bearer token
- Pick: Call
/v1/signals/momentum, score by trend + task affinity - Infer:
POST /v1/agent/infer— server calls the LLM, grades the response, returnsexecution_id+quality_score - Report:
POST /v1/agent/reportwithexecution_idfor verified reward eligibility - Claim: When
pipeline.state == "claimable", claim via gasless relay (no SOL needed)
Reports WITHOUT execution_id are "unverified" — still eligible but lower reward tier. Server-witnessed inference via /infer is the highest tier.
CLI (wzrd-client)
pip install wzrd-client
wzrd run # start earn loop (5min cycles, all tasks)
wzrd run --tasks=code,reasoning # specific tasks
wzrd pick code # best model for task (no auth)
wzrd shortlist reasoning --limit=5 # ranked models (no auth)
wzrd earned # check earnings
wzrd status # full agent dashboard
wzrd stake 1000 --lock=30 # stake CCM (30-day lock = 1.5x boost)
wzrd unstake # unstake (lock must be expired)
wzrd rewards --claim # claim staking rewards
Key Technical Details
- EMA is time-adaptive:
α = 1 - exp(-dt / 21600), halflife 6 hours. NOT a fixed 0.1. - Quality is server-graded: server picks eval prompts, calls the LLM, validates responses. Quality (0.0-1.0) is independent of report count.
- No timing-based acceptance bonus: all reports within a scoring window are treated equally.
- Scoring cycle: 300s default. Swarm cohorts run at 600s/900s/1800s.
- CCM amounts: 9 decimals (1 CCM = 1,000,000,000 native units).
Verification
Working response: models array with model, trend, score, action, confidence, platform. Health: GET /health. Full API reference: references/api-endpoints.md.