wonderbell GitHub avatar wonderbellbuilder · bells0

Developer · AI agent systems

Exploring AI agents in practice.

Small, practical experiments across commerce, research, creative operations, knowledge workflows, and software delivery.

01 Evidence02 Judgment03 Action04 Result
real project evidence
EcomForge Listing mission completion interface
Image Factory production batches interface
Agent Harness knowledge map

01 · Agent systems in practice

One practice. Many domains.

Ongoing experiments across commerce, research, creative operations, and software delivery. They are still evolving, and the visuals come from real project interfaces.

EcomForge Listing workflow Listing mission · release state
P.01 / COMMERCE

EcomForge

An agent-assisted ecommerce operating system that turns product truth into traceable Amazon listing and creative workflows.

Private BetaGradual open-source release planned
Repository will be linked when public
PickScout research protocol
A recommendation is useful only when its evidence can change the decision.
AOperating constraints
BMarket evidence
CUnit economics
DDecision
P.02 / RESEARCH

PickScout Agent

Evidence-driven product opportunity research for Amazon US FBA sellers.

Open sourceActive development
View repository ↗
Image Factory batch management Production batch workspace
P.03 / CREATIVE OPERATIONS

Image Factory

A production-grade workspace for multi-model generation, durable jobs, review, and cost-aware operations.

ProductionGradual open-source release planned
Repository will be linked when public

02 · Open source

Tools behind the practice.

These are the first public repositories behind the work. More projects will be added here as they are ready to open source.

Open source · MIT

GPT-5.6 Superpowers

Lean, outcome-first delivery skills for GPT-5.6 Sol and Codex.

$ git clone github.com/bells0/gpt56-superpowers
11 focused skills
evidence before claims
commit ≠ push authority
View repository ↗
Open source · Active

PickScout Agent

Evidence-first product opportunity research for Amazon US FBA sellers.

evidence firstunit economics operating constraintstraceable decisions
View repository ↗

03 · Field notes

Writing from the build.

Field notes turn methods, decisions, and validation evidence from private product work into public, readable case studies.

From Product Truth to an Amazon Listing

How EcomForge preserves sources, versions, review, and release boundaries.

Case study planned

Less Ceremony in AI-Assisted Delivery

Which controls protect outcomes—and which only add noise.

Article planned
wonderbell avatar

04 · Now

Building the system between model reasoning and operating reality.

  • FoundationState · tools · evidence · recovery · human approval
  • CommerceProduct truth → Amazon listing → creative production
  • ResearchEvidence-driven product opportunity decisions
  • DeliveryLean, verifiable workflows for AI-assisted software