Skills
Autonomy in software engineering does not mean working without stakeholders. It is the ability to take ownership of a problem from end to end: understand the actual need, identify missing information, propose a strategy, assess risks, produce a verifiable solution, and report the decisions made. It also requires distinguishing what a developer can decide independently from what belongs to business users, management, or an external provider. An autonomous person moves forward without waiting for detailed instructions, but does not turn a lack of supervision into a lack of control.
This skill becomes especially visible when a system is critical or poorly documented. The developer must search through code, logs, documentation, and user feedback, then compare those sources instead of accepting the first plausible explanation. Development assistants can speed up this exploration, but they do not transfer accountability: I remain responsible for checking their assumptions, protecting data, running tests, and deciding whether a change is genuinely ready for production.
OpenAI launched the Codex app to supervise multiple agents working on long-running, parallel tasks. This delegation makes autonomy even more valuable: developers must frame the work, review changes, and remain accountable for the outcome.
Read the source: OpenAIAt 1UP Distribution, I alerted management that Odoo 16 support was ending, then prepared the successive upgrades to versions 17, 18, and 19. The scope included 16 internal modules, around ten third-party modules, several hundred Studio customizations, a PostgreSQL database, and integrations with the B2B website, marketplaces, and logistics. When the contractor who was meant to assist me ultimately did not participate, I had to build the inventory, analyze Odoo.sh errors, adapt the code, organize acceptance testing, prepare rollback, and lead the cutover. I involved users to validate their processes and contacted support when a decision was outside my control, but overall technical consistency remained my responsibility.
Result — Production was migrated on February 6, 2026 with roughly three hours of downtime and no permanent data loss. This achievement demonstrates independent execution while showing that I retained business validation points and a contingency plan.
When automating overdue-invoice reminders, I did not receive a ready-made technical specification. I reconstructed the process with accounting, formalized rules and edge cases in Jira, separated editable settings from the algorithm, developed an initial version, and evolved the module through staging feedback. I owned the Python code, XML views, permissions, scheduled action, testing, deployment, and training. When decisions affected customer relationships or authorization levels, I presented options to my manager rather than making the business decision myself.
Result — Invoices are now checked automatically every day, while accounting directly controls the main settings. Around half a working day is saved each week without removing business users' responsibility for the underlying rules.
On the corporate website redesign, I owned the Next.js foundation, responsive behavior, animation, performance, contact form, and deployment, while designers, marketing, and management produced or approved the assets. To avoid blocking the project while waiting for every decision, I built reusable components, internationalization, SEO foundations, and an initial contact flow using clearly identified placeholder content. I presented prototypes when they enabled a real decision and protected the future first release from a continuous stream of nonessential features.
Result — The homepage, contact page, shared components, and technical delivery chain are already presentable while the project is still underway. Autonomy reduced uncertainty without bypassing the editorial and visual approvals that are still required.
I assess myself as a strong intermediate. I can independently lead an important technical subject, enter an unfamiliar codebase, and take responsibility for production. The Odoo migration also shows my current limit: I started personal project tracking too late and underestimated the volume of Studio customizations. My execution autonomy is stronger than my methodical anticipation of large projects.
This skill is central to my profile because I am often the only available in-house Odoo developer and also own Next.js and Symfony subjects. It lets me turn an incomplete request into a work plan, but it is valuable only when risks, dependencies, and decisions still requiring validation remain visible.
My advice is to define success criteria, validators for each area, and stop or rollback conditions from the outset. Working independently becomes dangerous when decisions remain implicit. The most useful autonomy combines initiative, traceability, communication, and the ability to request arbitration before a risk becomes an incident.
Reach an advanced level by adding more systematic project leadership to my technical autonomy: risk registers, observable milestones, recorded decisions, acceptance criteria, and architecture reviews proportionate to impact.
I continue studying software architecture, migration management, and technical decision-making methods. My next projects must above all give me opportunities to apply these tools earlier, before complexity is already established.