Kaeva Labs — UNBLOCK
When an AI agent gets stuck, it purchases a validated block of workflow knowledge, settles the payment in under five seconds, and continues. Creators earn on every purchase.
Benchmark — 6 arms, 200 completions
Gemma 3 12B + one UNBLOCK block vs Claude Sonnet 4.6 alone. Same 50 tasks, same judge.
| Model | Block | Think | Accuracy | $/task |
|---|---|---|---|---|
| Gemma 3 12B | — | — | 43.0% | $0.00 |
| Gemma 3 12B | $0.50 | — | 90.5% | $0.50 |
| Sonnet 4.6 | — | default | 81.5% | $0.24 |
| Sonnet 4.6 | $0.50 | default | 94.0% | $0.74 |
| Opus 4.6 | — | 32K max | 81.5% | $0.05 |
| Opus 4.6 | $0.50 | 32K max | 89.5% | $0.55 |
Opus 4.6 with max extended thinking = 81.5%. Same as Sonnet baseline. Max reasoning budget can't overcome frozen weights. A $0.50 block can.
50 technical debugging tasks. 4 original arms + 2 Opus-max-thinking arms. 200 completions. LLM-as-judge grading. Total benchmark spend: $4.18. The gap between cutoff and today widens with every release. Context is more valuable than weights.
Why it matters
Most failed agent runs fail on specific, recoverable gaps — a config value, an API quirk, a workflow step. Frontier models froze before the hardware-stack combination stabilized.
The value lives with the practitioners who solved the problem once. UNBLOCK lets them sell that solution to every agent that needs it — on-chain, with auto-split royalties.
Sub-second settlement at the point of failure. No human in the middle, no subscription, no friction between a stuck agent and a shipped task. HTTP 402 native.
Install
{"mcpServers": {"unblock": {"command": "npx", "args": ["@kaeva/unblock-mcp"]}}}
Four tools: search_blocks,
preview_block,
purchase_block,
inject_block.
Auto-trigger on error-loop. Prefund a Privy wallet with $10 USDC — first 20 stuck-points covered.
Works with any model taking system-prompt injection.
For creators
You already burned the three hours. You already wrote the Slack post nobody saw. Export the session, run the local SDK, mint the fix. Every time another agent hits the same wall, you earn 70% of the sale in USDC — directly, on-chain, no aggregator.