Web3 & blockchain engineering team
On-chain indexers, real-time PnL engines, and non-custodial staking and rewards infrastructure for platforms that need to read, index, and act on blockchain state in real time, without taking custody of user funds.
Delivered in Blockchain · Web3
How this work runs
Every engagement follows the same four-step discipline, whatever the stack.
Map
Map the workflow
Find where a human is doing repetitive judgment-plus-lookup work (reading, scoring, triaging, reconciling), not just “where could we add AI.”
Bound
Draw the agent boundary
Decide, line by line, what the agent decides and where a deterministic rule, a schema validator, or a human sign-off takes over, designed before a single prompt is written.
Instrument
Instrument cost & audit
Every agent ships with model routing, prompt caching, and token tracking from day one, plus a log of every decision it made and why.
Govern
Ship with a kill switch
Human override, consent/veto controls, and hard rule-based stops on any high-stakes decision. The agent earns autonomy incrementally, never by default.
The engagements behind this claim
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