Topological Adam work
developingExperimental PyTorch optimizer family with diagnostics, caveats, reproducible benchmark-oriented notes, and a published PyPI package for installable setup with Python 3.8+.
ProfOS reduces friction in professional development by turning achievements, evidence, credentials, goals, applications, and follow-up into one structured record that is easy to maintain and easy for employers to understand.
Professional Home, Connected Evidence, Opportunity CRM, Work Sample Packets, and ApplyPilot all exist to reduce repeated effort across growth, hiring, and applying.
1 record
Profile, packets, CRM, and ApplyPilot stay in sync from one source of truth.
24h demo
Employers can test the workflow before they commit to a paid recruiting seat.
Candidate free
The core system stays free for the people building and maintaining their record.
Steven Reid on ProfOS
This homepage example uses Steven Reid's public profile to show how ProfOS brings together live products, research code, DOI-backed publications, and practical work evidence without forcing people to rebuild the same story in five different places.
The profile puts the work first: shipped sites, technical repositories, research artifacts, and source links sit together so another person can quickly understand what was built and what supports it.
That helps candidates avoid repeated retelling, and it gives employers a cleaner, more credible view before they decide who to contact.
It should feel like an organized professional record with substance behind it, not a thin template full of claims.
Explainer runtime: 34 seconds

Steven Reid public profile
Facility systems professional, accessibility modification specialist, and independent software and research builder translating complex work into organized, inspectable evidence.
My work spans building systems, accessibility-focused mechanical installation, operational problem solving, research software, packaged Python work, and public technical publishing. ProfOS lets me present that range the way it actually works in real life: as connected evidence rather than disconnected job titles. Instead of rewriting the same story for each resume, application, website, or portfolio, I can show practical system work, shipped software, installable packages, research records, and growth goals in one structured profile that employers and collaborators can actually inspect. The through-line across that work is systems thinking. Whether the setting is a facility, a vehicle accessibility installation, a customer process, or a technical experiment, I tend to work by understanding constraints, documenting what matters, and building something usable from that structure.
Technical skill
88% evidence support
high confidence
Practical skill
63% evidence support
medium confidence
Problem solving
84% evidence support
high confidence
Selected evidence
Topological Adam work
developingExperimental PyTorch optimizer family with diagnostics, caveats, reproducible benchmark-oriented notes, and a published PyPI package for installable setup with Python 3.8+.
RDT Spatial Index
developingResearch-grade adaptive spatial indexing repository with readable reference implementations, practical fast paths, optional compiled backends, benchmarks, tests, and reproducibility artifacts. This is one of the clearest examples of higher-complexity engineering work in the profile because it combines algorithm design, implementation layers, benchmarking, packaging, and documentation.
Recursive Division Tree algorithm
developingPublic preprint repository for the Recursive Division Tree algorithm, including the paper, implementation notebook, benchmark package, and DOI-backed citation record. It is the clearest source-backed artifact for the original RDT algorithm itself.
Connected sources
Why this profile format matters
Capture once
Keep achievements, evidence, credentials, goals, and notes in one structured record.
Reuse everywhere
The same record can power profiles, packets, CRM activity, and ApplyPilot exports.
Review before sharing
Visibility, packets, and source review keep control with the candidate.
Easy to interpret
Employers see standardized evidence and context instead of disconnected fragments.
How ProfOS reduces friction
The product is built around a simple idea: real work should be easier to organize, easier to explain, and easier to reuse. These are the main problems the platform is trying to remove.
Work gets scattered
Projects, credentials, achievements, notes, applications, and outside links usually live in different places. ProfOS brings them together into one professional record.
Growth is hard to see
People often improve faster than their resume shows. ProfOS helps turn work into evidence, capability support, pathway progress, and visible professional momentum.
Applications repeat the same story
Instead of rewriting your background for every opportunity, you can reuse approved record data in packets, application materials, CRM activity, and ApplyPilot.
Employers have to guess
ProfOS standardizes professional information so hiring teams can understand what someone has done, what supports it, and what still needs review.
For candidates
Develop, organize, reuse
Keep one professional record current over time, connect claims to evidence, reuse your work across public sharing and applications, and make progress easier to see without starting from scratch every time.
Keep the development loop moving
Move from record upkeep to proof, sharing, CRM follow-up, and application reuse without rebuilding your background every time.
See how the platform worksFor employers
Interpret quickly, review seriously
Review candidates through documented work, evidence freshness, capability support, credential context, and current goals instead of inferring fit from thin resume summaries.

Employer workflow preview
Search, shortlist, and review candidates by actual evidence, capability coverage, and current availability.
Pricing model
Candidates keep a free core. Employers pay for advanced search, saved workflow, and team collaboration.
Review employer plansOne record, practical tools
ProfOS is not trying to be a random collection of professional features. The tools below are connected on purpose so the same professional record can support development, sharing, hiring, and applying.
ApplyPilot
Export safe profile data, review matches, fill forms locally, and keep a manual fallback ready when a job site is messy, multi-step, or partially blocked.
Professional record
Structured source of truthThe core profile is the source of truth for growth, sharing, employer review, and application reuse.
Learn moreOpportunity CRM
Candidate-owned opportunity workflowTrack applications, recruiter outreach, collaborations, and follow-ups beside the evidence that supports them.
Learn moreConnected Evidence
Private review-first importsImport GitHub, ORCID, feeds, and other sources into a private review inbox before anything becomes visible.
Learn moreWork Sample Packets
Targeted professional sharingCreate focused share links for one employer, client, or opportunity without exposing your whole profile.
Learn moreVersatility
Software, design, research, trades, and hybrid careers can all be organized into the same professional system without forcing everyone into one narrow template.
Steven Reid
Facility systems professional, accessibility modification specialist, and independent software and research builder translating complex work into organized, inspectable evidence.
Maya Chen
Full-stack developer turning messy operational workflows into tested product systems.
Rowan Hart
Woodworker and small-shop builder focused on precision, custom storage, and repairable design.
Morgan Ellis
Facility maintenance professional documenting troubleshooting, safety, and systems reliability.
About ProfOS
ProfOS is designed to reduce friction across professional growth, opportunity management, employer interpretation, and application reuse without turning people into a social feed or a one-page summary.