PROCESS IMPROVEMENT · SOFTWARE · PRACTICAL AI
Less friction.More possibility. I help independent professionals and smaller businesses simplify work, connect their tools, and build useful websites, applications and AI workflows.
AN ORIGINAL KINETIC STUDY FIG. 01
Alignment +
PROCESS + DESIGN + TECHNOLOGY + PEOPLE
01 / Services
One partner. A fresh perspective, a focused improvement, or something built from the ground up. Start where you are. Choose what moves you forward.
✓ Quality is part of every stage: checked inputs, clear exceptions, and evidence for the decisions that matter.
YOUR PROBLEM, A PRACTICAL ROUTE
Start with what Choose what you want to improve. Start small.
01 Less admin02 Websites & tools03 Practical AI
Less repetition. More time for your work. Simplify one repetitive task and connect the tools you already use.
What you leave with One clearer workflow, with checks and a practical handover.
Discuss this idea
What this includes+ Map the handovers A map of who does what, where information starts, and where the handovers slow down.
Simplify & connect A focused change that removes duplication before connecting the tools you already use.
Test real cases Representative examples, exception paths and a short handover for the people using it.
02 / SPECIFICATION-LED DELIVERY
Clear specifications. A shared definition of success, before implementation. The level of documentation fits the work—not the other way around.
AN ORIGINAL KINETIC STUDY FIG. 02
Continuity + 01 Discover02 Specify03 Design04 Build05 Validate06 Launch
Scroll, or choose a stage
01 / Discover Understand the work before changing it. We map the people, systems and constraints; identify friction; and agree the outcome worth pursuing.
02 / Specify Make the agreement concrete. User journeys, scope, exclusions, acceptance criteria, data boundaries and key risks become a small, versioned specification.
03 / Design Choose the simplest sound structure. Compare buying, connecting and building. Prototype the essential path and document architecture, trade-offs and access.
04 / Build Deliver small, reviewable increments. Implement against the specification in reusable modules. Keep decisions traceable and review changes before expanding scope.
05 / Validate Test the result, not just the happy path. Check behavior against acceptance criteria, representative data, permissions, accessibility and failure cases. Make remaining risks visible.
06 / Launch Hand over with a way forward. Prepare a controlled release, rollback and monitoring. Explain ownership and measure the result against the agreed baseline.
03 / A USEFUL NEXT STEP, AT YOUR SCALE
Good technology No enterprise-sized programme required. Begin with one worthwhile improvement and a scope that makes sense.
01 Independent / starting out 02 Small business 03 Growing / medium business
01 / Independent / starting out
Turn the idea into a clear next step. A professional website, a lighter admin routine, or an honest view of what to build first. You do not need a technical brief.
Clear scope Useful foundations Personal guidance
All options — overview Back to one step 01 / Independent / starting out
Turn the idea into a clear next step. A professional website, a lighter admin routine, or an honest view of what to build first. You do not need a technical brief.
Clear scope Useful foundations Personal guidance
Explore my first step 02 / Small business
Give a small team more room to work. Reduce double entry, make enquiries easier to manage, and connect the tools you already pay for. Keep exceptions visible.
Less repetition Connected tools Quality checks
Explore a business improvement 03 / Growing / medium business
Bring clarity between teams and systems. Map the handovers, agree data standards, test integrations and build an improvement roadmap with owners and checkpoints.
Shared standards Controlled rollout Team enablement
Explore a scoped assessment
04 / POSSIBILITIES, NOT PROMISES
Small interventions. NOTES / LUIS MACHADO
Notes. Practical ideas, research worth understanding, and a considered point of view. Written for people making technology decisions.
OPEN SOURCE & MODELS / LUIS MACHADO
Open source & models. Public repositories on GitHub, Edge AI model releases on Hugging Face, and open research with verifiable benchmarks.
Created by Luis · Hugging Face
jimmy-4b-zero-regression Edge AI 4B model evolved on Apple Silicon M4 Max via recursive self-improvement: +9.0% macro reasoning accuracy (69.6% to 78.6%) with strictly 0.0% regression on IFEval and HumanEval.
v1.0 (4-bit MLX) · Apache-2.0
Created by Luis · GitHub
GitHub repositories & contributions Open-source tools, automation workflows, and practical AI experiments published on GitHub.
Public repositories · Open Source
LM LUIS MACHADO
FOUNDER-LED · DIRECT CONTACT
Luis Machado Software, Automation & Applied AI
Applied AI student and systems builder specializing in practical automation workflows, focused software tools, and local model experimentation.
Before we start. A few practical details, before you commit to a project.
Can we start with one small improvement?+ Yes. The first engagement can focus on a single workflow, a decision, or an essential website. We agree a useful scope before expanding it.
How are price and delivery dates decided?+ After understanding the goal, constraints, existing tools and required access, I propose a scope and estimate. Deliverables, assumptions, exclusions and changes are agreed in writing.
Do I need to know which technology to use?+ No. Describe the problem and the result you need. Simplifying the work or connecting an existing product may be more useful than building something new.
What happens to ownership and support?+ Ownership, third-party licences, account access, documentation and any ongoing support are specified in the agreement. Maintenance or around-the-clock support is not assumed to be included.
WHAT COULD WORK BETTER?
Let’s make room Bring the problem, the possibility, or simply a question. We can start there.
Start a conversation
AN ORIGINAL KINETIC STUDY FIG. 06
Possibility +