Chidi Okonkwo
Web Application Development
Next.js MVP build — from figma to deployed in three weeks
Works with PostgreSQL
from$1,200.00
1 / 3
Deterministic replay, budget limits and traces you can read at three in the morning.
Developers who work with Python, FastAPI, PostgreSQL and take scoped work with a fixed price and delivery date.
Web Application Development
Works with PostgreSQL
An agent framework built around the assumption that agents fail. Every run is a deterministic, replayable trace; every tool call has a budget and a timeout; loops are bounded by cost rather than by iteration count. Includes a human-in-the-loop approval gate for irreversible actions and a trace viewer that shows what the model actually saw.
Deterministic replay
A failed run replays exactly, including the model responses. Debugging is not archaeology.
Cost budgets
A runaway loop stops at a currency amount, not at an arbitrary iteration count.
Approval gates
Irreversible tool calls wait for a human. Configurable per tool, not per agent.
Readable traces
The trace viewer shows the exact prompt, the tools offered and the response.
4.4
8 reviews
8 verified
Custom Software
Works with Python
Consulting
Works with PostgreSQL
AI Tool
Ingestion, chunking, hybrid retrieval and an eval harness that catches regressions.
Database
Retail demand forecasting with the feature pipeline and the honest backtest.
Dropped it into a client project, rebranded it, delivered early. The structure made that easy rather than painful.
18 found this helpful
Fresh database, one command, working schema. I have been burned enough times to be impressed by that.
12 found this helpful
It is a starting point, not a finished product, and it is honest about that. Saved me the boring fortnight.
9 found this helpful
A test suite that actually fails when you break something. I checked. That is rarer than it should be.
14 found this helpful
Asked a question on a Sunday and had a useful answer on Monday morning. That alone was worth the price.
31 found this helpful