v1.2 Active Production Hardening Complete
Stop Paying the Opaque
Big-Tech Subscription Tax
Keep your flat-rate Pro accounts for deep architectural planning. Offload routine codebase execution tasks autonomously to cheaper, highly efficient open weights models for pennies.
Average Cost Offload
76.4%
Of routine tasks routed directly to cheaper secondary models.
Direct Dollar Savings
$0.31 / loop
Average token cost savings verified during multi-agent task trees.
Active Deployments
2,840+
Self-hosted console engines running developer workflows worldwide.
Visualizing The Harness Matrix
LLMephant's stateful task trees isolate, categorize, and execute code loops dynamically, compared here against industry-standard developer workspaces.
| Harness Profile | Model Router Routing | State Memory Strategy | API Tokens Used | Context Cost |
|---|---|---|---|---|
| Raw Chat | Static Sonnet | None (Repeated Contexts) | 85,000 | $0.255 |
| Cursor / Codex | Manual Overrides | Files Attachments (Static) | 54,000 | $0.162 |
| Claude Code | Static Sonnet | Command Sessions | 68,000 | $0.204 |
| LLMephant Engine | Dynamic Offload | pgvector Bounded Contexts | 12,500 (Cheap Offloads) | $0.0195 (-87%) |