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Peippo1/README.md

Tim Finch

Building evidence-backed AI products and the systems that keep people in control.
Portfolio · LinkedIn · Nereid

An animated path from a GitHub issue through an agent runner and evidence packet to a human decision

What I’m working on

Nereid — trusted delivery for coding agents

Coding agents can write code faster than a reviewer can safely reconstruct it. Nereid turns a GitHub issue into a customer-run delivery with an evidence packet: the plan, changes, verification, risks, and a human decision. Repositories and Codex credentials stay in the customer environment; Nereid records evidence and never merges.

It is a technical preview built in public during the OpenAI Hackathon. The current work is making the control plane durable, reviewable, and safe enough for early design partners.

Selected work

Nereid — evidence-backed delivery for coding agents CampaignForge AI — campaign intelligence and structured GenAI workflows
Nereid
Customer-controlled execution, immutable evidence, and human-only approval.
CampaignForge AI
Campaign intelligence from brief to copy and creative concepts.
CreatorKit AI — feedback for creators before publishing Grand Slam Explorer — interactive tennis analytics
CreatorKit AI
Practical feedback to assess and improve content before publishing.
Grand Slam Explorer
Interactive tennis analytics built with Next.js, TypeScript, and Recharts.

More case studies, build notes, and experiments are on my portfolio.

Code telemetry

An orbital code map and stacked chart showing 40.4% TypeScript, 39.5% Python, 9.6% Jupyter Notebook, 8.2% CSS, and 2.3% supporting languages

This is a July 2026 snapshot of the four public projects above, calculated from GitHub’s repository language data. It represents code volume—not proficiency, time, or the full range of tools I use. The source snapshot is kept alongside the graphic so the numbers can be checked and refreshed.

How I like to build

  • Start with a real workflow and make the trade-offs visible.
  • Use structured outputs, tests, and explicit guardrails around AI behaviour.
  • Keep data, credentials, and approval boundaries clear.
  • Ship small vertical slices, learn from them, then make the next version more durable.

Tools I reach for

TypeScript · Next.js · React · Node.js · Python · FastAPI · Postgres · Drizzle · Docker · GitHub Actions · OpenAI APIs · data pipelines and evaluation tooling

Find me

Pinned Loading

  1. Nereid Nereid Public

    Nereid is a hosted delivery-control plane for small engineering teams using coding agents. It turns a GitHub issue or pull request into an agent-run, evidence-backed delivery packet that a human ca…

    TypeScript

  2. creatorkit-ai creatorkit-ai Public

    CreatorKit AI helps content creators assess drafts before publishing by scoring content ideas, identifying strengths and weaknesses, and suggesting ways to improve performance across short-form and…

    Python

  3. CreatorOS CreatorOS Public

    CreatorOS is an AI operating system for creators and internet brands. The MVP turns one transcript or research input into a structured Creator Growth Pack built around audience intelligence, creato…

    TypeScript

  4. Cutout-Studio Cutout-Studio Public

    JavaScript

  5. pr-to-paper-trail pr-to-paper-trail Public

    A reusable Codex workflow assets for reviewing pull requests, drafting the paper trail around them, and keeping all write actions behind explicit approval.

    Python

  6. London-Weekend-Guide London-Weekend-Guide Public

    London Weekend Guide

    TypeScript