Planning
Junk Volume Detector
Paste a multi-week training log to flag sets that add fatigue without an overload signal: light sets and excess volume on stalled lifts.
Result
Effective vs junk sets
All logged sets, split into effective and flagged.
By exercise
| Exercise | Sets | Effective | Junk |
|---|---|---|---|
| squat | 17 | 17 | 0% |
| benchVolume above MRV without overload progression | 45 | 42 | 6.7% |
| curlSets below 60% of week's top weight; Stalled progression — consider deload or exercise rotation | 15 | 9 | 40% |
The formula, worked through
- Formula Junk Volume Threshold Formula
Junk volume: sets above MAV produce diminishing returns. Schoenfeld 2017 meta-analysis: ≥10 sets/muscle/week, plateau by ~20 sets. Above MRV is regression.
- Formula Hybrid Training Planner Formula
Hybrid weekly plan: 2-3 strength + 3-4 endurance + 1-2 mobility. Schoenfeld/Roberts 2023 framework. AM cardio + PM strength, ≥6h separation, polarized intensity.
- Formula Concurrent Training Interference Formula
Computes the hypertrophy penalty from concurrent cardio plus strength training: cardio above 3 sessions per week cuts muscle gain roughly 10-15%.
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Background on the Junk Volume Detector
- Formula HRV Deload Trigger Formula
HRV deload trigger: morning rMSSD below rolling 7-day baseline by 1.5+ SD for 3 days = deload signal. Plews & Laursen 2017. Use weekly average not daily.
Articles
- 11 min read Training to Failure vs Reps in Reserve: What Works
Training to failure vs reps in reserve, reviewed: Robinson 2024 recasts the binary debate as a continuous proximity curve where size and strength diverge.
- 9 min read How Many Sets Per Week for Hypertrophy? Dose-Response 2026
How many sets per week build muscle? The 2026 Pelland meta-regression maps the hypertrophy dose-response curve and turns it into weekly set targets.
- 12 min read Junk Volume in Hypertrophy
Junk volume in hypertrophy: how to read your training log for the sets that aren't producing growth, scoped to the 10-20 sets/week meta-window.
By goal
Use it from code
The same calculation as a JavaScript module you can import. It runs where you import it, with no request, key or rate limit.
import { compute } from "https://aifithub.io/engines/junk-volume-detector.js"; Input and output contract, TypeScript types and the guide for agents.