Public
@ben_ai_eng is the public build log for product taste, agentic engineering, OSS, and sports-science software.
Open XBen Newell / ImprvLabs@ben_ai_eng
Agentic sports scientist / Cognition ambassador / product systems engineer
Software for bodies, teams, and operators.
I build applied AI products that make high-context work usable: coaching intelligence, client operations, OSS developer tools, and the systems around them.
01ImprvHealth
Agentic sports scientist product for coaching, nutrition, recovery, and athlete context.
02Wellgentic
Applied AI work across client artifacts, workflow surfaces, and operational delivery.
03Cognition + OSS
Ambassador signal and public contribution lanes: orca_ade, small harness, OpenClaw.
Operating profile
A portfolio with a point of view.
Founder-led products, applied AI work at Wellgentic, Cognition ambassador credibility, OSS contributions, and a differentiated agentic sports scientist direction.
Open source
orca_ade, small harness, and OpenClaw contribution lanes keep the engineering surface public.
Cognition
Ambassador work sits beside the product portfolio as a signal for agentic builder workflows.
Operator
Wellgentic and ImprvHealth show the same bias: preserve context, reduce handoff loss, and ship usable systems.
Read it as shipped work first, credibility signals second, and system taste throughout.
Selected work
Products, public signal, and proof of taste.
The through-line is not a niche. It is an operating pattern: understand the real workflow, compress it into software, then keep the proof visible.
01
ImprvHealth
Agentic sports scientist
A training-intelligence product translating coaching, nutrition, recovery, and athlete context into software.
React Native, subscriptions, health data, Coach Nova, applied sports science.
02
Wellgentic
Applied AI operations
Client-facing product and workflow work where generated artifacts have to preserve source fidelity and survive real review.
AI workflows, client delivery, app surfaces, docs, decks, operational QA.
03
Cognition Ambassador
Public technical signal
Ambassador work around agentic engineering, builder workflow taste, and the discipline of shipping from current evidence.
Cognition, public builder notes, agentic product practice.
04
GroundScope Pro
Operational marketplace
A homeowner and contractor workflow for estimates, project visibility, vendor coordination, and payment-ready handoffs.
React, Supabase, marketplace UX, services operations.
05
NewellTech.ai
Vertical SaaS
Repair-shop operating software for intake, queue visibility, customer updates, and pickup coordination.
Workflow automation, customer messaging, queue design.
OSS and public work
@ben_ai_eng01
orca_ade
OSS contribution
Developer-tooling contribution lane focused on practical workflow quality.
Open source, applied developer experience, review discipline.
02
small harness
OSS contribution
Small reproducibility and testing work with tight boundaries and clear behavior.
Harnesses, automation, feedback loops.
03
OpenClaw
OSS contribution
Contribution and triage work around agent/tooling systems with attention to CI and runtime proof.
Agent tooling, CI, runtime validation.
04
@ben_ai_eng
Build log
Public notes on product systems, agentic workflows, Vercel-grade web taste, and OSS work.
X, public writing, build-in-public signal.
Experiments and tools
All work
Jonathan Ben Newell
@ben_ai_engBuilder profile
Coach instincts, product engineering, and agentic systems in one operating practice.
I started with bodies and behavior: coaching athletes, learning how plans fail in real life, and seeing where good judgment gets lost between tools, people, and follow-through.
That became the through-line behind ImprvHealth, Wellgentic work, Cognition ambassador work, service marketplaces, vertical SaaS, OSS contributions, and the agentic sports scientist direction: build systems that can hold context and move work forward.
The taste is simple: real workflows, tight feedback loops, visible proof, and software that feels built by an operator.