What Talent Resources actually does
HR managed one supply (people) against one demand (jobs). TR runs a three-way balancing act.
The balancing act
1. Read the market
Labor markets, AI model and agent capability curves, vendor and open-source options, regulation, cost trends, and what competitors are staffing with what.
2. Read the business
Strategy, demand forecasts, risk appetite, quality and safety bars, and which outcomes need judgment versus throughput.
3. Read both talent pools
Internal people and skills, external candidates, and the catalog of AI talent: models, agents, robots, their evaluated skills, cost, and limits.
The output is a staffing decision per outcome: the mix of human and AI talent, who leads, what is checked by whom, and when the mix should change.
One lifecycle, two kinds of talent
| Stage | Human talent | AI talent |
|---|---|---|
| Source | Recruiting, internal mobility, partners | Model/agent marketplaces, build vs buy, open-source, robotics vendors |
| Qualify | Interviews, work samples, references | Evaluations, red-teaming, benchmark on our tasks, security and licensing review |
| Onboard | Orientation, access, mentoring | Scoped identity, tool permissions, context and memory, sandbox trial period |
| Deploy | Role, manager, goals | Role in a pod, autonomy level, escalation rules, budget cap |
| Develop | Learning, coaching, career paths | Fine-tuning, prompt and tool upgrades, version pinning |
| Evaluate | Performance review, feedback | Continuous scorecards: quality, safety incidents, cost per outcome, drift |
| Retire / transition | Redeploy, reskill, respectful exit | Replace, roll back, decommission with data retention and audit trail |
The net-positive test
Every staffing decision is scored against four ledgers. A change ships only if the total is positive and no ledger is badly negative.
Customer
Quality, speed, trust, safety.Business
Cost, resilience, growth capacity, risk.People
Meaningful work, skills growth, fair transition, wellbeing.Society
Responsible-AI, compliance, environmental and community impact.A formal Net Positive Index (weights, scoring, thresholds) is a planned next iteration. See the build log.
New roles inside TR
- AI Talent Scout: tracks and sources AI capability, runs vendor and model evaluations.
- Hybrid Team Architect: designs pods, picks leads, sets autonomy levels.
- Agent Onboarding & Identity Lead: permissions, sandboxing, audit identity for every AI worker.
- Workforce Balance Analyst: models supply, demand and the net-positive score.
- People Transition Partner: reskilling and fair redeployment of humans as work shifts.