Making things with AI.
I like making images, building projects, and tinkering with personal agents using AI. Here I share my experiments and original Skills, alongside software, Skills, and reading I recommend from other creators.
Skills
Original skills for AI coding agents, with instructions, source, and license included; recommended skills link to their original project.
- Test Cases and Acceptance ValidationEngineeringDesign test cases based on confirmed requirements and real failure mechanisms, clearly distinguishing between case design, red test handoff, validation, and authorized fix closed loops.
- Closed-loop DevelopmentEngineeringCoordinate development, testing, defect fixes, regression, and review based on confirmed requirements and implementable designs. Assess delivery status using complete user tasks and evidence.
- Evidence-Driven Bug FixingEngineeringReproduce the failure, trace the first broken rule along the real execution path, and then validate the minimal fix within the authorized scope.
Software I recommend
Software worth a look from other creators, with credit and links to the original projects.
- Converseen · Unify Supplier Image Dimensions and NamingUse a desktop graphics tool to batch convert, resize, and rename product images.Created by Francesco Mondello
- MarkEditA lightweight Markdown editor for plain text writing on Mac.Created by MarkEdit-app and contributors
- Pic Smaller · Batch Compression for E-commerce ImagesLocally compress, resize, and convert product images in your browser, then download them as a batch. No API keys required.Created by joye61
Notes & recommendations
My notes on working with AI, alongside reading I recommend from other creators.
What to Check When Migrating an AI Site to Cloudflare Pages: Login Verification
An OAuth failure during Boloop's migration shows that passing Node tests doesn't guarantee edge runtime compatibility. Only by verifying each segment—login, callback, identity validation, session, and edit recovery—can you know whether the site remains manageable after the move.
How to Verify an AI-Generated Bug Fix
A practical workflow for before-and-after failure evidence, affected-path regression, honest stop conditions, and a reusable result template.
Which Coding Skill Should You Use Next?
Choose among six Boloop engineering skills by task, inputs, outputs, dependencies, and permission boundaries, without a complicated selector.
Recommended reading
- Calculate AI Process Costs Before DevelopmentLevels shared their experience of replacing several subscriptions with an internal tool. The savings amount is self-reported; mature enterprise bills should not be taken as income projections for beginners.Curated · Pieter Levels · levels.io · Oct 23, 2026
- Start with a Small Process to Build an AI ServiceLevels believes there is an opportunity in helping physical businesses adopt AI and also reminds that the window of advantage may be short. The following pilot pathway is suggested by this site's editors.Curated · Pieter Levels · levels.io · Oct 23, 2026
- Claude Writing and Research FeaturesVideo description introduces Claude's email drafting, document summarization, artifacts, projects, connectors, and reusable skills.Curated · YouTube · Kevin Stratvert · Oct 23, 2026