Run By Numbers

Demo

Progression Explorer

Design a progression backward from the goal, and see three architect's ways to build the same adaptation.

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Example output

Adaptation Summary

The goal workout — 5 x 1000m at 5K rhythm (3:38/rep) with 90-second jog recovery — sits squarely in Specific Endurance for a 5K XC athlete. It's the race-rehearsal session: 5000m of total volume at race pace, which IS the race distance run in controlled pieces. This is the workout that teaches the nervous system and the muscle fiber pool what 5K effort feels like when it's broken into manageable, repeatable doses, with just enough recovery to complete the next rep at the same rhythm rather than recover fully.

The window is 2026-07-06 to 2026-09-19 — 11 weeks. That's long enough to justify a full 3:1 loading rhythm (a flatten-and-repeat week roughly every third or fourth week) rather than a straight linear build. The athlete is currently doing 6 x 800m around threshold effort (upper Stamina, ~87-90% territory) — meaningfully slower and shorter than 1000m reps at 5K pace (~94%, upper Stamina/Aerobic Power border). That gap — both in pace and in the aerobic-power zone the goal workout lives in — is exactly what the 11 weeks needs to close.

Volume ceiling check: the goal workout totals 5000m at 5K pace. The 5K ceiling is ~1.5x race distance = ~7500m. 5000m sits comfortably under that ceiling — this is a well-dosed goal session, not a stretch to the limit, which leaves room for the final pre-goal milestone to approach but not exceed it.


Progression 1: Volume-First Build

Overview

The philosophy: teach the athlete to hold 5K rhythm over an increasing total distance before worrying about rep length or recovery tightness. Start short and comfortable, add reps (or total meters) week over week, and leave rep length and recovery untouched until volume has been earned. This is the most conservative, most classically "build the engine first" approach.

Progression Logic

Volume leads. The number of reps (and therefore total race-pace meters) climbs first; rep length (1000m), recovery (90s jog), and pace (5K rhythm) are set early and held constant for long stretches. Only once the full 5-rep, 1000m-per-rep volume is achieved does rep length get revisited if needed — but in this case the goal workout's rep length (1000m) can be adopted early since the athlete already handles 800m reps, so the entire progression is about adding reps at that same length.

Why It Starts Here

The athlete is coming off 6 x 800m at threshold — shorter reps, slower pace than the goal. Starting with 3-4 x 1000m at 5K pace with generous recovery assumes the athlete has the aerobic base (35 mpw) to handle the jump in rep length, but not yet the accumulated race-pace volume to string five of them together with only 90 seconds jog. The assumption being made: this athlete's limiter is total race-pace volume tolerance, not pace itself — she's already shown competence near this intensity zone.

Intermediate Milestones

  • Week 1: 3 x 1000m @ 5K pace (3:38), 2:00 jog recovery. Rep length starts at goal value; recovery is loosened slightly above goal (2:00 vs. 90s) to make the volume jump safe.
  • Week 3: 4 x 1000m @ 5K pace (3:38), 2:00 jog recovery — volume moves from 3 to 4 reps; rep length holds at 1000m, recovery holds at 2:00, pace holds at 3:38. Single control changed: volume.
  • Week 4 (flatten week): repeat Week 1's 3 x 1000m @ 3:38, 2:00 jog — deliberate step back, not elimination of quality.
  • Week 6: 5 x 1000m @ 5K pace (3:38), 2:00 jog recovery — volume moves from 4 to 5 reps; recovery and pace unchanged. This hits the goal's rep count and total distance (5000m) but still with the looser 2:00 recovery.
  • Week 8: 5 x 1000m @ 5K pace (3:38), 90s jog recovery — recovery density tightens from 2:00 to 90s; volume and pace hold. This is the recovery-density control moving, now that volume is proven.
  • Week 10 (goal rehearsal): 5 x 1000m @ 3:38, 90s jog — full goal workout, confirmed.

Monitoring Progress

Watch whether splits hold flat across all reps as volume climbs — if rep 4 or 5 drifts 4-6+ seconds slow while reps 1-2 look easy, the volume jump outpaced fitness. Listen for the word test late in reps (short phrases vs. full sentences) and check recovery jog quality — is she jogging or walking by rep 4?

Risks

The long stretch of loose (2:00) recovery before tightening it can mask a recovery-density problem — an athlete might look fine at 5 x 1000m/2:00 jog and then fall apart when recovery tightens to 90s in week 8, because that's a real physiological demand that hasn't been tested yet. This progression front-loads volume risk and back-loads density risk.

Best Fit

An athlete with a solid aerobic base but limited exposure to sustained race-pace volume — exactly this athlete's profile (35 mpw, comfortable, but only short-rep threshold work so far). Works well when quality days are limited to two per week, since this approach doesn't need frequent exposure — it needs patient, spaced volume additions.

Why an Architect Might Reject This

If splits are already drifting badly at 4 reps with 2:00 recovery by week 3 (before the recovery ever tightens), that's a signal the aerobic base isn't as ready as assumed — a coach should abandon this build and drop back toward the density-first progression (Progression 3), which manages fatigue more gradually by tightening recovery in small increments rather than asking for five full reps before the recovery bill ever comes due.


Progression 2: Complexity-First Build (Container Shrinks)

Overview

The philosophy: start with a longer, more forgiving rep container at the SAME total volume and race pace, then progressively shrink the rep length toward 1000m while holding volume and recovery-per-meter roughly constant. This teaches pace precision in a longer, easier-to-hold container first, then asks the athlete to hit the same rhythm in a shorter, higher-turnover format — which is a complexity change (more transitions, more precision demanded per unit time).

Progression Logic

Complexity leads, expressed as rep-length changes but reasoned as a container question: how long can she hold 5K rhythm cleanly? Start with fewer, longer reps (e.g., 1600m) at 5K pace, and shrink toward 1000m as she proves she can hit the rhythm cleanly at the front end of the effort — because if she can hold pace for 1600m, holding it for a shorter 1000m rep is a different (higher turnover, more surge-and-settle) skill, not simply an "easier" version. Total race-pace volume is set early near the goal's 5000m and largely held; what changes is how that volume is divided.

Why It Starts Here

This assumes the athlete's limiter is precision and pacing discipline at 5K rhythm — not raw volume tolerance — which is plausible given she's already comfortable at 35 mpw and has handled 800m threshold reps. Starting with 3 x 1600m @ 5K pace tests whether she can find and hold the rhythm over a long, continuous stretch before we ask her to repeat it five times with short recoveries.

Intermediate Milestones

  • Week 1: 3 x 1600m @ 5K pace (5:48.8), 3:00 jog recovery. Total = 4800m near goal volume; long container to teach pace literacy.
  • Week 3: 3 x 1200m @ 5K pace (4:21.6), 2:30 jog recovery — rep length shrinks from 1600m to 1200m; volume (reps) and pace hold; recovery shifts down modestly as part of this single "container shrink" step (flagged: if recovery is held at literal 3:00 instead, that's the cleaner single-control move — note this tradeoff explicitly to the coach rather than silently scaling it).
  • Week 4 (flatten week): repeat Week 1's 3 x 1600m @ 5:48.8, 3:00 jog.
  • Week 6: 4 x 1000m @ 5K pace (3:38), 2:00 jog — rep length shrinks again to goal length; reps increase from 3 to 4 to approach goal total volume (4000m); recovery holds at prior step's value.
  • Week 8: 5 x 1000m @ 5K pace (3:38), 2:00 jog — volume moves from 4 to 5 reps; rep length and recovery hold.
  • Week 10 (goal rehearsal): 5 x 1000m @ 3:38, 90s jog — recovery tightens to goal value in the final step.

Monitoring Progress

The key read here is precision, not just fatigue: does she hit 5:48.8 for 1600m cleanly, or does she surge early and fade? As reps shorten, watch whether she can settle into rhythm within the first 200-300m of a 1000m rep — shorter reps punish slow starts more than long ones do.

Risks

Because rep length and rep count both move at points in this build (as flagged above at Week 3), a coach following this path carelessly risks stacking two controls at once — the cardinal-rule violation the canon warns against. This progression requires more deliberate bookkeeping than Progression 1 to avoid that trap.

Best Fit

An athlete who runs unevenly — fast early, fading late, or erratic splits — where teaching pace discipline in a long container is the priority before demanding fast turnover. Also fits an athlete who's mentally more comfortable "settling in" than "popping" into rhythm repeatedly.

Why an Architect Might Reject This

If the athlete already paces evenly (which her jump from 800m-threshold work to clean 5K splits would suggest), this progression is solving a problem she doesn't have and burns weeks on pace literacy at the expense of volume-building. If splits are clean from week 1, a coach should pivot to Progression 1's volume-first build, which more directly targets what the goal workout actually demands.


Progression 3: Density-First Build (Recovery Leads)

Overview

The philosophy: fix volume and rep length at goal values almost immediately, and progress by tightening recovery density week over week. This is the most direct rehearsal of the goal workout's actual demand — repeating race pace under shrinking rest — and treats recovery tolerance, not volume or rep length, as the primary variable to develop.

Progression Logic

Recovery density leads. Reps (5) and rep length (1000m) are set close to goal values early; pace is held at 5K rhythm throughout; what shrinks over the weeks is the jog recovery between reps, from generous down to the goal's 90 seconds.

Why It Starts Here

This assumes the athlete's aerobic engine (35 mpw, 6 x 800m at threshold) is already sufficient to handle 1000m at 5K pace — she just needs to learn to recover fast and go again. Starting with fewer reps at longer recovery (e.g., 3 x 1000m, 3:00 jog) tests the pace and rep length in isolation before recovery becomes the demand, and only then adds reps once density tightening is underway.

Intermediate Milestones

  • Week 1: 3 x 1000m @ 5K pace (3:38), 3:00 jog recovery. Rep length and pace set at goal values immediately; recovery loose to isolate the pace/length question first.
  • Week 3: 3 x 1000m @ 5K pace (3:38), 2:15 jog recovery — recovery tightens from 3:00 to 2:15; reps and pace hold. Single control: recovery density.
  • Week 4 (flatten week): repeat Week 1's 3 x 1000m @ 3:38, 3:00 jog.
  • Week 6: 4 x 1000m @ 5K pace (3:38), 2:15 jog — here volume moves (3→4 reps) while recovery holds at the just-established 2:15; this follows the canon's ordering (volume before further recovery tightening resumes).
  • Week 8: 4 x 1000m @ 5K pace (3:38), 105s jog — recovery tightens again from 2:15 to 1:45; volume and pace hold.
  • Week 10 (goal rehearsal): 5 x 1000m @ 3:38, 90s jog — final volume step (4→5) combined with final recovery step (105s→90s) lands on the goal; note this is technically two controls moving in the same week and should be flagged and split across two sessions if the coach wants strict single-control discipline this close to the goal.

Monitoring Progress

The critical read is how quickly heart rate and breathing settle during the recovery jog as it shortens — if the athlete is still gasping when the next rep starts, the density step outpaced her recovery capacity. Also watch for pace fade specifically on reps 3-5, since that's precisely where a too-fast density progression shows up first.

Risks

This is the most demanding of the three progressions early on relative to what the athlete has proven she can do — jumping straight to 1000m at 5K pace (faster and longer than her 800m threshold work) in week 1 assumes a bigger fitness jump than Progressions 1 or 2 assume. In hot August weather specifically, shrinking recovery too aggressively risks heat-driven pace collapse that looks like a fitness problem but is really an environmental one.

Best Fit

An athlete who paces well and handles rep length fine but has historically needed long recoveries to repeat quality — i.e., someone whose limiter is genuinely repeatability, not endurance or pacing skill. Also a strong fit late in a progression (as a finishing tool) more than as an opening strategy for an athlete who hasn't yet run 1000m at 5K pace at all.

Why an Architect Might Reject This

If early sessions show good pace but rapid, uncorrectable fade as recovery shrinks — especially compounded by August heat — a coach should abandon this recovery-led build and shift to Progression 1's volume-first approach, which gives the athlete more rest to bank quality reps while the aerobic base catches up, deferring the recovery squeeze until cooler weather in September.


Teaching Moment

All three progressions land on the identical goal workout — 5 x 1000m @ 3:38, 90s jog — but they disagree about which capacity is the actual bottleneck standing between this athlete and that session.

ProgressionAssumes the limiter is...Early demandLate demand
1: Volume-Firstrace-pace volume toleranceeasy pace/length, loose recoverytighter recovery only at the end
2: Complexity-Firstpacing precision/container controllong, forgiving repsshort, high-turnover reps
3: Density-Firstrecovery/repeatabilitygoal pace and length immediatelyrecovery squeezed hardest, earliest

Notice that Progression 3 is the riskiest at the start (biggest jump from her current 800m-threshold fitness) but the most direct rehearsal of the goal's actual stress. Progression 1 is the safest start but defers the hardest part (density) to the very end, leaving less runway to fix problems if recovery tolerance turns out to be the real gap. Progression 2 solves a problem — pacing precision — that this athlete's race times don't clearly indicate she has.

The deeper lesson: a progression is not a checklist of workouts that get harder. It's a hypothesis about which single capacity is standing between the athlete and the goal, expressed as a deliberate sequence where only one variable moves at a time so you can tell, week to week, whether the hypothesis was right. Three coaches looking at the same athlete and the same goal workout can reasonably disagree about which capacity is the limiter — and build three different, equally legitimate columns to test that disagreement.

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