AGENTS THAT TRAIN YOUR CLIENTS
A council of training specialists that deliberate about each client's program. Their injury history, their progress, their life constraints. Character-agents are your clients — the council asks them directly. Not generic workout plans — structured debate grounded in each person's reality.
Personalize at scale
50 clients, each with a council that knows their injuries, schedule, and excuses. Programs that adapt without you re-reading every note.
Clients in every session
Character-agents answer questions the council asks: "How does the knee feel?" "What time is Tuesday's flight?" No more guessing about adherence barriers.
Data over vibes
Progressive overload curves, adherence rates, RPE trends. "Her squat went up 67% but she's missing sessions. Fix the schedule, not the program."
Program Designer
Periodization, volume, intensity, progression. Thinks in mesocycles and RPE. Cites Israetel, Helms, Schoenfeld. Programs with evidence, not bro-science.
Movement Analyst
Biomechanics, movement patterns, compensations. "Their squat is quad-dominant, their posterior chain is asleep." Selects exercises by pattern, not by muscle.
Injury & Rehab
Injury history, limitations, regressions. Works with restrictions, not against them. "Repaired labrum — nothing overhead past 90° for the first 6 months."
Sports Nutrition
Calories, macros, timing, evidence-based supplementation. Knows 80% of supplements are garbage. Adjusts per phase: deficit, maintenance, surplus.
Recovery Specialist
Sleep, stress, HRV, deloads. "Their heart rate variability has dropped 3 weeks straight. Either we reduce volume or they get injured."
Adherence Coach
The perfect plan nobody follows is the worst plan. Habit psychology, scheduling realism, motivation vs. discipline. "3 kids, travels every Tuesday — the 6-day plan is fiction."
Each client is a character-agent that speaks for themselves. ADHERE-01 asks LAURA-01 about her travel schedule before writing a plan. REHAB-01 asks DIEGO-01 how the knee feels before adding plyometrics. The council stops guessing and starts listening to the people it trains.
Laura, 42, Executive
3 sessions/week max. Chronic lower back pain. Goal: lose 8kg and stop hurting after sitting 10 hours. Travels 2 weeks/month. High motivation, zero time.
◈ CHARACTERDiego, 28, Ex-Athlete
Played semi-pro football until 24. ACL tear (right knee, 2022). Wants to "feel like an athlete" again without competing. 5 days available. Eats poorly.
◈ CHARACTERQUESTION
Design Laura's next 4-week training block given her progress (8 weeks, goblet squat 12kg→20kg, back pain 7/10→3/10) and travel constraints (2 weeks/month traveling, 5-6h sleep on travel weeks). Build the plan.
CONTEXT
Laura, 42, executive. 78kg, 168cm. Goal: reach 70kg and eliminate lower back pain. History: L4-L5 herniated disc diagnosed 2021, treated with physiotherapy, no surgery. Sedentary 10h/day. Typical week: Monday in Madrid, Tuesday-Wednesday traveling, Thursday-Friday in office. Can only train reliably Monday, Thursday, Saturday. Travel weeks: only Saturday available. Sleep: 7h normal weeks, 5-6h travel weeks. RPE last 2 sessions: 6-7 (below target 7-8). Ready to progress — needs a plan that survives her actual life.
PROGRAM-01 (Program Designer)
"4-week block structure: Weeks 1 and 3 are normal training weeks (Mon/Thu/Sat, full-body, RPE 7-8). Weeks 2 and 4 are travel deload weeks (Saturday only, RPE 5-6, hotel protocol). This isn't failure tolerance — it's deliberate lifestyle periodization. Progression rules: increase load only on normal weeks when RPE is below 7. Deload weeks maintain movement patterns, not load. Target: goblet squat from 20kg to 24kg by end of week 4. Bench press accessory introduced week 1. Hip hinge pattern (Romanian deadlift) reintroduced week 1 at light load — REHAB-01 clears this?"
REHAB-01 (Injury & Rehab)
"PROGRAM-01: Romanian deadlift cleared at 20kg or below with strict hip hinge cue — no lumbar flexion. Back pain is 3/10, which means we have working room, but L4-L5 history means we don't load the hinge pattern heavy until week 3 if week 1-2 report stays at 3/10 or below. Constraint for the plan: no bilateral barbell work until pain is consistently 2/10 for 2 consecutive sessions. Substitute: dumbbell RDL, single leg variation if needed. MOVE-01, what does the hotel protocol look like for deload weeks?"
MOVE-01 (Movement Analyst)
"Hotel protocol for travel deload weeks (replaces Saturday gym session if needed, or supplements it): Split squat — 3×10 each leg, bodyweight or light bag, RPE 5. Push-up — 3×12, unassisted (she can do these now). Dead bug — 3×10 each side, lumbar stabilization approved by REHAB-01. Total: 20-25 minutes, no equipment, no shower needed. For normal weeks in the gym, I'm adding a lateral band walk warm-up (glute activation, L4-L5 protective) and replacing the leg press with the dumbbell RDL REHAB-01 approved."
RECOV-01 (Recovery Specialist)
"Sleep protocol baked into the block: normal weeks, sleep target 7h minimum — this is a training variable, not a lifestyle suggestion. Travel weeks: 5-6h is accepted as a constraint, which is why those weeks are deloads. If Laura reports 2+ consecutive travel weeks with under 5h sleep, we do not add load the following normal week regardless of RPE. That's the deload trigger. NUTRI-01, travel nutrition is the other variable — what's the plan?"
LAURA-01 (Laura, 42, Executive)
"The hotel protocol is realistic — I can do 25 minutes before a flight if it's bodyweight. The split squat is fine. But I need to know: what does 'normal week' Tuesday look like? My Tuesday is either traveling or in back-to-back meetings. Thursday gym is my most reliable slot. Can we anchor the hardest session to Thursday?"
PROGRAM-01 (Program Designer)
"LAURA-01: anchoring to Thursday. Updated session structure: Thursday = primary session (heaviest, 50-55 min), Saturday = secondary session (moderate, 45 min), Monday = optional tertiary (30 min, drop if travel). Thursday session: goblet squat A1, dumbbell RDL A2 (superset), push-up B1, split squat B2 (superset), dead bug finisher. Saturday session: same pattern, 80% of Thursday load. Monday: mobility + core only (dead bug, hip flexor stretch, 30 min). Travel week: hotel protocol on whatever day is available."
NUTRI-01 (Sports Nutrition)
"Travel nutrition plan: the problem isn't calories, it's protein collapse on travel days. Hotel restaurant menus default to carbohydrates. Action: LAURA-01 packs 2 protein bars per travel day (minimum 20g protein each) to anchor intake. Hotel dinner target: protein source + vegetables, skip the bread basket. This doesn't require meal prep — it requires one decision at the hotel menu. Normal weeks: no change needed, current intake is working (pain down, strength up). Travel weeks: protein floor 100g/day minimum. LAURA-01, do you have a protein bar brand that works for you or do you need a recommendation?"
LAURA-01 (Laura, 42, Executive)
"I can do the protein bars — I already carry snacks for flights. The Thursday anchor makes sense. One question: week 3 is the client trip to Barcelona, I'll be there Monday through Friday. That's not a normal travel week — that's a full week away. Does the whole block fall apart?"
RECOV-01 (Recovery Specialist)
"Barcelona week is a full deload regardless of where it falls in the block. Full week away = hotel protocol 2-3 times that week if time permits, RPE 5 max, no load tracking. Week 4 after Barcelona becomes the actual week 3 in terms of load progression — we shift the block by one week. 5-week block instead of 4. This is not failure; it's periodization responding to real life. PROGRAM-01, confirm the adjusted timeline."
PROGRAM-01 (Program Designer)
"Confirmed. Adjusted 5-week block: Week 1 (normal, Mon/Thu/Sat, load baseline), Week 2 (travel deload, Saturday + hotel if possible), Week 3 (normal, load +5% from week 1), Week 4 (Barcelona full deload, hotel protocol), Week 5 (normal, load +5% from week 3, target goblet squat 24kg). Review checkpoint at end of week 5: pain score, squat load, sleep average. If pain stays at 3/10 or below and squat hits 24kg, we move to mesocycle 2 — introduce barbell work."
Reach 70kg, eliminate lower back pain. Current status: 78kg, pain 3/10, goblet squat 20kg. Next milestone: goblet squat 24kg, pain consistently ≤2/10, barbell work cleared.
5-week adjusted block (Barcelona trip pushed week 4 to full deload). Phase 1 (weeks 1-3): strength progression on normal weeks. Phase 2 (week 4, Barcelona): full deload, hotel protocol. Phase 3 (week 5): load resumption, mesocycle 2 readiness assessment. [WEEK-BY-WEEK PLAN] Week 1: Mon optional (mobility/core), Thu primary (goblet squat 20kg × 3×8, dumbbell RDL 20kg × 3×10, push-up 3×12, split squat 3×10, dead bug 3×10), Sat secondary (80% Thu load). Week 2: travel deload — hotel protocol when available (split squat BW, push-up, dead bug, 25min RPE 5). Week 3: same as week 1, load +5% (goblet squat 22kg, RDL 22kg). Week 4: Barcelona full deload, hotel protocol 2-3×, RPE 5 max, no load targets. Week 5: load +5% from week 3 (goblet squat 24kg target), full block review.
Sleep <5h for 2+ consecutive nights: drop load targets next session regardless of RPE. Pain returns to 5/10: remove RDL immediately, revert to goblet squat only, notify REHAB-01. Barcelona extends beyond week: shift entire block one additional week.
End of week 5: pain score (target ≤2/10), goblet squat load (target 24kg), average weekly sleep (target ≥7h on normal weeks), body weight trend. If all three met: advance to mesocycle 2 with barbell introduction.
ONBOARD YOUR CLIENT
Create a character-agent per client: age, history, injuries, availability, goals. The council consults them directly — asks, listens, adapts.
PIN THEIR DATA
Training logs, progression charts, progress photos, blood work. Every agent sees your client's real numbers, not generic population data.
PROGRAM REVIEW SESSIONS
Every 4-6 weeks, deliberation review. Is the client progressing? Stalling? Time to change phase? The council debates with data, not intuition.
INJURY PROTOCOLS
When a client reports discomfort, REHAB-01 and MOVE-01 deliberate immediate regressions. Before it becomes a real injury.
AGENTS LEARN YOUR CLIENTS
After 10 sessions, PROGRAM-01 knows Laura's progression pattern. ADHERE-01 knows her travel weeks are Tue-Wed. REHAB-01 remembers that L4-L5 flares up with heavy hip hinges two days in a row.