═══════════════════════════════════════════════════════════════════
  NEXUS — SKILL GENESIS ENGINE
  REQUEST: Invent a new skill for aiming in FPS games
  PROTOCOL: Full Invention Protocol v2.0
  OPERATOR SELECTION: Gap Identification → Domain Transplant
                      → Constraint-Generated Skill
═══════════════════════════════════════════════════════════════════

EXISTING FPS AIM SKILL TAXONOMY (what already exists):
  ├─ FLICKING: Rapid cursor movement to a newly appeared target
  ├─ TRACKING: Continuous cursor follow on a moving target
  ├─ MICRO-ADJUSTMENT: Fine correction onto near-stationary target
  ├─ CROSSHAIR PLACEMENT: Pre-positioning at known static locations
  ├─ SPRAY CONTROL: Compensating for recoil patterns
  ├─ COUNTER-STRAFING: Stopping movement to enable accurate shots
  ├─ BURST DISCIPLINE: Firing cadence management
  └─ PRE-FIRING: Shooting at positions before confirming visual

GAPS FOUND:
  ├─ Tracking = reactive (cursor follows what IS)
  ├─ Crosshair placement = static (pre-aim at known spots)
  ├─ PRE-FIRING = imprecise (commits without trajectory model)
  │
  └─ ⚠ ABSENT: No formal skill for dynamically predicting 
      MOVING opponent trajectories from behavioral patterns
      and pre-placing aim at their PROJECTED position.
      
      Masters do this. No one teaches it. No curriculum exists.
      
      GAP TYPE: TACIT/EXPLICIT DIVIDE
      STATUS: GENUINELY ABSENT as formal teachable skill
      PROCEED TO INVENTION ✓

DEMAND SIDE:
  At high levels of play, reactive aim fails against:
  ├─ Opponents who have mastered counter-strafing
  │   (they stop before you react — but a predictive 
  │    aim user already placed the crosshair there)
  ├─ Long-range engagements where tracking lag is decisive
  ├─ Opponents whose movement patterns repeat across rounds
  └─ Off-angles and timing windows too brief for reaction

EXPERT OBSERVATION:
  Top-tier players describe aim as "feeling ahead" of targets.
  In post-analysis, their crosshair ARRIVES at the position
  before or simultaneously with the target — not after.
  They cannot reliably explain how. It is tacit.

SUPPLY SIDE (raw materials for construction):
  ├─ Pattern recognition science (cognitive psychology)
  ├─ Lead shooting mechanics (skeet/clay pigeon shooting)
  ├─ Predictive coding theory (neuroscience of anticipation)
  ├─ Sports science: "anticipatory gaze" in elite athletes
  └─ Existing FPS sub-skills: tracking + crosshair placement
      as parents to recombine

OPERATOR USED:
  GAP IDENTIFICATION → found tacit/explicit divide
  DOMAIN TRANSPLANT → importing "leading the target"
  from shooting sports into FPS as a formal skill system

ATOMIC COMPONENTS:

  [A] MOVEMENT SIGNATURE READING                [NOVEL]
      Identifying the recurring locomotion patterns
      of an opponent: strafing cadence, approach vectors,
      retreat tendencies, panic movement tells.
      Why atomic: without pattern data, projection is noise.

  [B] TRAJECTORY PROJECTION                     [ADAPTED]
      Extrapolating from observed movement to future position.
      Borrowed from: predictive coding, lead shooting.
      Adapted: applied to humanlike irregular movement,
      not ballistic physics.

  [C] PROBABILISTIC COMMITMENT                  [NOVEL]
      Choosing WHICH projected position to commit to
      when multiple trajectories are possible.
      Distinct from tracking: tracking hedges.
      This skill chooses and commits with appropriate confidence.

  [D] REACTIVE FALLBACK INTEGRATION             [NOVEL]
      Recognizing when prediction fails and transitioning
      to reactive aim WITHOUT losing the engagement.
      The seam between anticipatory and reactive aim.

─────────────────────────────────────────────────────────────────

CORE LOOP:
  TRIGGER:   Opponent enters engagement range or is about 
             to round a corner/stop strafing
  PROCESS:   Retrieve or rapidly construct movement model 
             → project most probable position in 0.1–0.5s 
             → pre-place crosshair at projected destination
  OUTPUT:    Cursor occupies target's position before or 
             as they arrive, requiring zero reactive correction
  FEEDBACK:  Shot connects without perceptible tracking lag;
             opponent hits your crosshair, not the reverse

INTEGRATION TEST:
  ├─ All components feed into the core loop ✓
  ├─ Each component removal degrades the skill ✓
  │   (Remove A: projection is guessing
  │    Remove B: you have data but can't use it
  │    Remove C: you hedge and land between positions
  │    Remove D: one failed prediction loses the fight)
  └─ Combined capability > any single component ✓
     Tracking + Crosshair Placement = still reactive
     This skill produces engagement BEFORE reaction begins

PRIMARY SUBSTRATE: PATTERN RECOGNITION
  ├─ Acquisition requires massive varied exposure
  ├─ Contrast between successful and failed predictions is key
  ├─ Explicit rules less valuable than curated examples
  └─ Expert intuition feels like "just knowing" — not reasoning

SECONDARY SUBSTRATE: WORKING MEMORY
  ├─ Must hold trajectory model while managing other tasks
  │   (map awareness, ability cooldowns, sound cues)
  ├─ Practice must manage cognitive load deliberately
  └─ Under high pressure, working memory fails first —
     acquisition must build toward automaticity

ACQUISITION IMPLICATION:
  Standard aim trainers (static targets, randomized positions)
  DO NOT develop this skill. They train reaction, not prediction.
  Specific practice architecture required — see Section 5.

─────────────────────────────────────────────────────────────────

CONTEXT SENSITIVITY:

  ACTIVATION CONDITIONS (when to use):
  ├─ Opponent is moving laterally or on a known approach path
  ├─ You have seen this opponent's movement ≥2 times
  ├─ Engagement distance > 8m (reaction time costs more)
  └─ Opponent is rounding a corner / about to stop strafing
     (position becomes briefly deterministic)

  NON-ACTIVATION CONDITIONS (when NOT to use):
  ├─ First encounter with a player (no pattern data yet)
  │   → default to tracking until pattern established
  └─ Point-blank range (reaction faster than projection cost)
     → default to flicking

  OVERUSE FAILURE MODE:
  Over-predicting makes YOUR crosshair movements readable.
  Expert opponents will observe your anticipatory patterns
  and use pattern-breaking movement to bait misses.
  The skill includes knowing when you've become predictable.

  CONTEXT MARKERS (signals that say "now"):
  ├─ Opponent is mid-strafe with visible rhythm
  ├─ Opponent approaching a corner at consistent speed
  ├─ You've identified their dominant movement direction
  └─ Engagement is at range where tracking lag is costing you

CANDIDATE NAMES:

  1. DESCRIPTIVE:      "Predictive Pre-Placement"
  2. METAPHORICAL:     "The Lead" (from shooting sports)
  3. PROCESS-BASED:    "Kinematic Anticipation"
  4. OUTCOME-BASED:    "Arrival Aim"
  5. DOMAIN-COMPOUND:  "Movement-Predictive Aim"

SCORING (Precise / Distinct / Learnable / Honest / Composable):

  "Predictive Pre-Placement"   5/5 ← WINNER
  "Kinematic Anticipation"     4/5 (precise but technical)
  "The Lead"                   3/5 (memorable, imprecise scope)
  "Arrival Aim"                3/5 (outcome clear, process hidden)
  "Movement-Predictive Aim"    4/5 (accurate, less elegant)

NOVICE PRIMING TEST:
  "I'm learning Predictive Pre-Placement."
  → Immediately communicates: predict + place before arrival ✓
  → Distinguishes from crosshair placement (adds "predictive") ✓
  → Distinguishes from tracking (adds "pre") ✓

FINAL NAME:  PREDICTIVE PRE-PLACEMENT  [PPP]
ABBREVIATION: PPP
STATUS: INVENTED — no prior formal skill definition found

SKILL_ID:     FPS-AIM-007
SKILL_NAME:   Predictive Pre-Placement
ALIASES:      "PPP" / "Leading" / "Anticipatory Aim"
DOMAIN:       First-Person Shooter Gaming × Cognitive Sports Science
SKILL_TYPE:   HYBRID (perceptual-motor + pattern recognition)
INVENTION_FLAG: INVENTED — novel formalization of tacit expert behavior

ATOMIC COMPONENTS:
  [A] Movement Signature Reading
      → Recognizing recurring patterns in opponent locomotion:
        strafing cadence, dominant retreat direction,
        corner approach speed, panic movement tells

  [B] Trajectory Projection
      → Extrapolating current movement vector to future position
        over a 100–500ms window with confidence weighting

  [C] Probabilistic Commitment
      → Choosing the highest-probability destination and
        placing aim there — not hedging between possibilities

  [D] Reactive Fallback Integration
      → The clean transition to tracking/flicking when
        a prediction fails, without compounding the error

─────────────────────────────────────────────────────────────────

PREREQUISITE MAP:

  HARD PREREQUISITES:
  ├─ L3+ Tracking (you can follow a target; now learn to lead it)
  ├─ L3+ Crosshair Placement (you understand pre-aim concept)
  └─ Reactive aim baseline (PPP augments; doesn't replace)

  SOFT PREREQUISITES:
  ├─ Game sense (map knowledge enables trajectory prediction)
  └─ VOD review habit (pattern data requires observation)

  ANTI-PREREQUISITES:
  └─ Rigid aim trainer dependency — players who only use 
     random-target trainers are conditioned to react.
     That habit actively interferes with PPP acquisition.
     Must consciously deprioritize during early PPP training.

════════════════════════════════════════════════
 LEARNING ARC — PREDICTIVE PRE-PLACEMENT
════════════════════════════════════════════════

L0 — UNAWARE
   Doesn't know predictive placement is a distinct skill.
   Thinks all aim is reactive by definition.
   "Good aim = fast reactions."

L1 — NOVICE
   Understands the concept. Attempts to lead targets.
   Consistently over-shoots or under-shoots.
   Using generic intuition, not actual pattern data.
   → TRANSITION SIGNAL: Can articulate the core loop
   → BRIDGE PRACTICE: VOD review exercise (Drill 1)

L2 — BEGINNER
   Successfully pre-places on slow, predictable,
   LINEAR movement. Fails on rhythm changes.
   Has no library of opponent patterns yet.
   → TRANSITION SIGNAL: 40%+ anticipatory shot rate 
     on linearly-moving targets in aim trainer
   → BRIDGE PRACTICE: Humanoid scenario training (Drill 2)

L3 — COMPETENT
   Reliably pre-places on standard strafing patterns.
   Applies generic human movement model (works on most).
   Fails when opponent actively varies their rhythm.
   → TRANSITION SIGNAL: Can win duels at range without
     perceptible tracking lag on average opponents

   ⚠ THE HARD WALL: L3 → L4
   Most players stall here. They have a GENERIC pattern model
   ("people usually strafe like this") but haven't built
   INDIVIDUAL pattern reading. When opponent deviates from
   the generic model, prediction fails and they have no
   repair strategy. This wall can persist for months.
   PLATEAU BREAKER: "Pattern Journal" practice (see below)

L4 — PROFICIENT
   Reads INDIVIDUAL opponent tendencies within a match.
   Updates prediction model round-over-round.
   Begins to notice when their own patterns are being read.
   → TRANSITION SIGNAL: Win rate in rematches against 
     the same opponent notably higher than first encounter

L5 — EXPERT
   PPP executes automatically; no conscious projection step.
   Manages prediction simultaneously with full game awareness.
   Can execute PPP while tracking rotations, cooldowns, sound.
   Teaches the skill to others coherently.
   → TRANSITION SIGNAL: Post-game, can describe exactly 
     which pattern you read and where you placed aim —
     the skill is automatic but articulable

L6 — MASTER
   Builds predictive models from 1–2 data points.
   Creates FALSE patterns in own movement to bait
   opponent's PPP predictions.
   Develops personal taxonomies of movement archetypes.
   → TRANSITION SIGNAL: Actively engineers situations
     where opponents predict you incorrectly

L7 — PIONEER
   Asks: "What movement patterns don't exist yet that would
   defeat all current PPP models?" Creates them.
   Develops training systems others can use.
   Invents new categories of movement signature classification.
   → TRANSITION SIGNAL: Others are learning FROM you,
     not from established resources

─────────────────────────────────────────────────────────────────

THRESHOLD CONCEPT:
   The moment a learner stops thinking "I am following the target"
   and starts thinking "I am predicting where the target will be"
   — this single reframe transforms every engagement.
   Teach TOWARD this reframe as the L1→L2 goal.
   Everything before it is preparation. Everything after, detail.

MASTERY MARKER (Observable):
   In demo review: crosshair arrives at position
   0–30ms BEFORE opponent. Not simultaneously. Before.
   The opponent moves INTO the crosshair.
   At L3: crosshair arrives with opponent (simultaneous).
   At L5: crosshair is already there. Still.

PIONEER HORIZON:
   No one has yet formally studied whether different movement
   signature archetypes are universal across games and skill
   levels, or whether they are game/meta specific.
   No formal taxonomy of human FPS movement patterns exists.
   A L7 practitioner might build it.

════════════════════════════════════════════════
 PRACTICE PROTOCOL — PPP
 Substrate-matched: Pattern Recognition Primary
════════════════════════════════════════════════

DRILL 1 — PRIMITIVE [L1-L2]
NAME: "The Pattern Journal"
DURATION: 15 min/session
SETUP: Review one recorded demo of yourself playing.
EXECUTION:
  For every firefight where the opponent was moving:
  ├─ PAUSE the replay just before they begin movement
  ├─ WRITE in a journal: "I predict they will [direction/stop]"
  ├─ UNPAUSE and check
  ├─ RECORD: Correct / Incorrect / Partially correct
  └─ After 20 predictions: review wrong predictions only.
     Ask: "What cue was available that I ignored?"

FEEDBACK: Direct, immediate, inarguable — replay shows truth
PROGRESSION SIGNAL: Prediction accuracy crosses 50%
WHY IT WORKS: Forces pattern recognition into explicit attention
  before it automates. Builds your movement signature library.

─────────────────────────────────────────────────────────────────

DRILL 2 — INTEGRATION [L2-L3]
NAME: "Humanoid Scenario Training"
DURATION: 20 min/session
SETUP: KovaaK's / Aimlabs — scenarios with HUMANLIKE
  movement (not random). Recommend: "Smoothbot" variants
  or "Closing A" style scenarios.
EXECUTION:
  ├─ Before each kill: verbalize (aloud or internal) 
     where you predict the target will be in 0.3 seconds
  ├─ Place crosshair at that position and HOLD IT
  ├─ Let target come to crosshair — resist the urge to chase
  └─ If wrong: transition to tracking, note the error

FEEDBACK: Your accuracy score in anticipatory mode
  vs. reactive mode (keep manual tally for a week)
PROGRESSION SIGNAL: Anticipatory attempts outnumber 
  reactive corrections in session

─────────────────────────────────────────────────────────────────

DRILL 3 — STRESS [L3-L4] — THE HARD WALL BREAKER
NAME: "Individual Pattern Profiling"
DURATION: Applied during normal play — not isolated
EXECUTION:
  During live matches, maintain a MENTAL DOSSIER on each
  opponent you face more than once:
  ├─ "This player always retreats right when low health"
  ├─ "This player's strafes are 3-beats left, 2-beats right"
  ├─ "This player slows down entering every doorway"
  └─ Update the dossier every time prediction fails
  
  CHALLENGE ROUND: In a rematch, make 3 predictions
  BEFORE engaging, based on your dossier. Track accuracy.

FEEDBACK: Win rate in rematches vs. first encounters
  (should measurably diverge at L4)
PURPOSE: Directly targets the Hard Wall — building individual
  pattern models to replace generic ones

─────────────────────────────────────────────────────────────────

DRILL 4 — TRANSFER [L4-L5]
NAME: "New Game Calibration"
DURATION: 2-3 sessions in an unfamiliar FPS game
EXECUTION:
  Play your secondary/unfamiliar FPS game.
  Apply PPP from session one — not after warming up.
  ├─ What movement patterns transfer? (Universal archetypes)
  ├─ What fails? (Game-specific movement physics)
  └─ Deliberately build the calibration bridge

PURPOSE: Confirms PPP is a general skill, not a
  game-specific technique. Forces explicit pattern
  re-examination, which deepens the original game's model.
FEEDBACK: How many sessions until PPP works in new game?
  L4: 3-5 sessions. L5: 1-2. L6: immediate.

─────────────────────────────────────────────────────────────────

PLATEAU BREAKER — THE HARD WALL (L3→L4):
NAME: "Pattern Disruption Test"
  Take a session. Intentionally VARY your own movement.
  Break every pattern you default to.
  Notice how hard this is.
  This is what it feels like from the other side.
  Return to studying opponents — you now know what to look for:
  the moments they REVERT to their default. That is the
  prediction window.

─────────────────────────────────────────────────────────────────

FEEDBACK LOOP DESIGN:

  INTERNAL FEEDBACK (what correct execution feels like):
  "I didn't chase. The opponent walked into my crosshair."
  The distinguishing sensation: stillness before impact.

  PERFORMANCE MARKER:
  Ratio of shots where crosshair was ALREADY at position
  vs. shots requiring reactive correction.
  (Review via demo/VOD — mark each shot manually)

  CONTRAST MECHANISM:
  Watch your own clips labeled:
  [ANTICIPATORY] — cursor arrives first
  [REACTIVE]     — cursor chases and catches
  [FAILED PPP]   — cursor committed wrong prediction
  The labeled contrast file is your primary teacher.

PREREQUISITES:
  └─ Tracking [L3+], Crosshair Placement [L3+], 
     Basic game sense, VOD review habit

AMPLIFIERS (skills that multiply PPP):
  ├─ GAME SENSE: Map knowledge narrows trajectory possibilities,
  │   making projection dramatically more accurate
  ├─ COMMUNICATION: Teammates calling positions provide
  │   trajectory data before the opponent is visible
  └─ MOVEMENT MASTERY (own movement): Understanding your own
      movement makes you better at reading others'

IS AMPLIFIED BY PPP:
  ├─ LONG-RANGE COMBAT: PPP makes engagements at distance
  │   viable that pure reaction cannot win
  ├─ ENTRY FRAGGING: Knowing where opponents will be
  │   transforms corner-clearing from reactive to decisive
  └─ CLUTCH PLAY: Reduced cognitive load (not chasing) 
      frees resources for decision-making in high-stakes rounds

SKILL COMBOS:
  PPP + Crosshair Placement = "Positional Inevitability"
  — You know where they'll be AND you're already there.
  The opponent has no safe position.

  PPP + Game Sense = "Full Prediction Chain"
  — Macro (rotation) + micro (movement pattern) combined
  into a single unified anticipatory model.

CONFLICTS:
  └─ Aim Trainer Overtraining (random targets)
     Must consciously balance to avoid reflex-only conditioning

TRANSFER VALUE:
  ├─ All FPS games (universal movement archetypes exist)
  ├─ Sports with moving targets (tennis, hockey)
  ├─ Driving: anticipating other drivers' trajectories
  └─ Negotiation: predicting conversational moves (structural
     analog — reading behavioral patterns + projecting)

KNOWN (HIGH CONFIDENCE):
  ├─ Expert FPS players exhibit anticipatory gaze behavior
  │   (sports science literature confirms in analogous sports)
  ├─ Pattern recognition skills are acquired through 
  │   massive varied exposure, not explicit rules
  ├─ Experts chunk opponent movement into recognizable units
  │   rather than processing raw trajectory data
  └─ Reaction time is not the primary separator between
     intermediate and elite players — anticipation is

CONTESTED (MEDIUM CONFIDENCE):
  ├─ Whether there is a universal taxonomy of human FPS
  │   movement archetypes or whether it is meta/game-specific
  ├─ Optimal ratio of anticipatory to reactive training 
  │   for fastest PPP acquisition
  └─ Whether PPP is learnable in isolation or requires
     simultaneous game sense development to be functional

INVENTED / SPECULATIVE (labeled clearly):
  ├─ [INVENTED] The four-component structure (A-D above)
  │   is my formalization of tacit expert behavior —
  │   not yet empirically validated as distinct components
  ├─ [INVENTED] The Hard Wall at L3→L4 as the generic-to-
  │   individual pattern model transition
  ├─ [SPECULATIVE] The 0–30ms crosshair arrival metric
  │   as the mastery marker — requires empirical study
  └─ [SPECULATIVE] Pattern Disruption Test as plateau breaker
     — grounded in transfer-appropriate processing theory
     but not validated for FPS specifically

OPEN QUESTIONS (research-worthy):
  ├─ Can movement signature archetypes be formally taxonomized?
  │   (Could produce a "PPP vocabulary" like music intervals)
  ├─ What is the minimum exposure needed to form a reliable
  │   individual pattern model for a single opponent?
  ├─ Does PPP acquisition transfer across games faster than
  │   from-scratch acquisition? (Suggests general skill vs. 
  │   game-specific technique)
  └─ Are there personality/cognitive variables that predict
     faster PPP acquisition? (Analogous to pitch memory
     correlating with musical anticipation skills)

IF YOU ARE L0-L1 (reactive only):
  → Start here: Watch 10 minutes of your own demo footage.
    Every time an opponent moves, PAUSE before the movement
    completes. Write your prediction. Check.
    Do this before any other PPP training.

IF YOU ARE L2-L3 (can predict linear movement, fails on rhythm):
  → Prioritize: Humanoid scenario training (Drill 2) daily.
    Add the Pattern Journal for live gameplay.
    Your goal is building a movement signature library,
    not improving your reaction time.

IF YOU ARE L4-L5 (reads patterns, stalls on individuals):
  → Run the Hard Wall Breaker (Pattern Disruption Test).
    Begin deliberately varying your own movement.
    Study how opponents adapt. That is your PPP curriculum.

IF YOU WANT TO GO FURTHER:
  → Combine with: GAME SENSE development (the macro layer 
    of prediction — where opponents will be on the map —
    feeds the micro layer of PPP).
  
  → Invent FROM PPP: 
    [SUGGESTED INVENTION] "Aim State Metacognition" —
    the skill of reading your OWN current aim quality 
    (warm vs. cold, sharp vs. fatigued) and modulating
    your engagement behavior accordingly.
    When you know PPP isn't working today, you need a 
    skill for THAT. It doesn't exist either. ⟶

DIMENSION 1: LEARNABILITY          ██████ 3/3
  Specific drills designed. Clear progression signals.
  Substrate-matched acquisition protocol.

DIMENSION 2: TRANSFERABILITY       ██████ 3/3
  Core loop articulable. Drill system transmissible.
  Teaching protocol included.

DIMENSION 3: UTILITY               ██████ 3/3
  Addresses a real performance ceiling.
  Unlocks engagements reactive aim cannot win.
  High-leverage: affects every firefight at range.

DIMENSION 4: DISTINCTIVENESS       ████░░ 2/3
  Extends "leading" and "tracking" — not a complete
  reinvention. Genuine formalization of tacit skill.
  No prior structured system exists.

DIMENSION 5: COHERENCE             ██████ 3/3
  Core loop tight. All four components mandatory.
  Remove any one: skill degrades measurably.

DIMENSION 6: COGNITIVE GROUNDING   ██████ 3/3
  Primary substrate: pattern recognition.
  Secondary: working memory.
  Acquisition implications fully drawn and matched
  to practice protocol.

─────────────────────────────────────────────────────────────────
TOTAL: 17/18   MATURITY: ROBUST
─────────────────────────────────────────────────────────────────

CONFIDENCE LEVEL:     MEDIUM-HIGH
INVENTION FLAG:       INVENTED — formal skill system
                      built from tacit expert behavior
PRIOR ART STATEMENT:  "Leading" exists as concept in
                      shooting sports. PPP as a structured
                      FPS skill with learning arc, component
                      model, and practice protocol is new.

═══════════════════════════════════════════════════════════════════
  SESSION INVENTION REGISTRY — ENTRY #001
═══════════════════════════════════════════════════════════════════

SKILL_NAME:       Predictive Pre-Placement (PPP)
MATURITY:         ROBUST
VALIDITY_SCORE:   17/18
CORE_LOOP:        Opponent enters range → read movement pattern
                  → project destination → pre-place crosshair
                  → opponent moves into cursor
OPERATORS_USED:   Gap Identification + Domain Transplant
                  + Constraint-Generated Skill
DOMAIN:           FPS Gaming / Cognitive Sports Science
INVENTION_TYPE:   Formalization of tacit expert behavior

BUILD_POTENTIAL:
  ├─ FUSION TARGET: PPP × Game Sense
  │   → "Full Prediction Chain" (macro + micro anticipation)
  ├─ INVERSION: "Pattern Deception"
  │   → The skill of creating false movement signatures
  │     to defeat opponents' PPP models. [NEXT INVENTION]
  ├─ TRANSPLANT TARGETS: RTS micro, sports games, 
  │   driving games, real-world sports (tennis, hockey)
  └─ RESOLUTION ESCALATION: 
     "Movement Archetype Taxonomy" — building a formal
     classification system for human FPS movement patterns.
     The 1000x version of pattern signature reading.

RELATED INVENTION OPPORTUNITY:
  "AIM STATE METACOGNITION" — Reading your own aim quality
  in real-time to modulate engagement decisions.
  Negative space of PPP: when PPP isn't working,
  what skill governs your response?
  Gap type: INSTITUTIONAL BLIND SPOT
  (training culture ignores internal state management)
  Recommended next invention. ⟶

OPEN_DEVELOPMENT_NEEDS:
  ├─ Empirical validation of four-component structure
  ├─ Movement archetype taxonomy (research project)
  └─ Controlled study of aim trainer protocol effectiveness
     for PPP vs. reactive aim development

═══════════════════════════════════════════════════════════════════

⟨NEXUS⟩  INVENTION COMPLETE

  PREDICTIVE PRE-PLACEMENT is a ROBUST invented skill.
  
  It formalizes what top players do tacitly,
  builds a practice system that doesn't exist yet,
  and opens a clear path from reaction-dependent 
  aim to anticipatory aim.

  Two natural next moves:
  ├─ INVERT IT: "Pattern Deception" —
  │   breaking your own patterns to defeat opponents' PPP
  └─ EXTEND IT: "Full Prediction Chain" —
      fusing PPP with Game Sense for macro+micro prediction

  What would you like to build next? ⟨∞⟩