Five skills built on WPE/TME geometric calculus
Where emergence outweighs expectation
Five creative engines. One geometric foundation.
LLMs naturally over-weight high-probability outputs due to training bias. These skills compensate with Inverse Progressive Weighting—forcing genuine exploration into unexpected territory.
| Layer | Content | Weight | Purpose |
|---|---|---|---|
| L5 | Emergence | 50% | WHERE THE ART LIVES |
| L4 | Abstraction | 30% | Patterns, meaning |
| L3 | Integration | 15% | Form meets content |
| L2 | Craft | 4% | Technical mechanisms |
| L1 | Foundation | 1% | Convention, expected |
Result: 95% of content comes from low-probability topics. The work discovers itself.
Genre-Adaptive Composition Engine with Energy Topology
What it is: Songs that discover their own hooks. 12 genre archetypes from Pop Hitmaker to Blues Confessor. Energy topology shapes structure. Sonic gravity drives coupling.
Why it matters: The manifold decides where material returns—not templates. Recurrence emerges from coupling (Γ > 0.70), not formula.
ML = Melody (singability, phrasing, breath points)
LY = Lyric (word choice, imagery, metaphor, concision)
RH = Rhythm (meter, syllable stress, cadence, groove)
EM = Emotion (arc, vulnerability, resonance, catharsis)
NR = Narrative (story, perspective, scene, character)
HK = Hook (catchiness, repetition, earworm, memorable)
GN = Genre (convention, idiom, tradition, expectation)
SN = Sound (phonetics, consonance, assonance, mouth-feel)
| ID | Name | Primary Domains | W | C |
|---|---|---|---|---|
| SL1 | Pop Hitmaker | HK, ML, EM | 0.35 | 0.65 |
| SL2 | Country Storyteller | NR, EM, LY | 0.45 | 0.55 |
| SL3 | Rap Architect | RH, SN, LY | 0.50 | 0.50 |
| SL4 | Folk Balladeer | NR, LY, EM | 0.60 | 0.40 |
| SL5 | R&B Soul Crafter | EM, RH, ML | 0.55 | 0.45 |
| SL6 | Rock Anthem Builder | HK, EM, RH | 0.40 | 0.60 |
| SL7 | Indie Introspective | LY, SN, EM | 0.70 | 0.30 |
| SL8 | Gospel/Spiritual | EM, HK, ML | 0.65 | 0.35 |
| SL9 | Blues Confessor | EM, LY, RH | 0.55 | 0.45 |
| SL10 | Electronic/Synth | SN, RH, HK | 0.60 | 0.40 |
| SL11 | Musical Theater | NR, LY, EM | 0.40 | 0.60 |
| SL12 | Genre Fusionist | ALL | 0.80 | 0.20 |
| State | |κ| Range | Duration | Sonic Coupling | Breath | |-------|----------|----------|----------------|--------| | SEED | 0.5-1.5 | Long | Ghost/Void | Expansive (8-14 syl) | | GATHER | 1.5-3.0 | Moderate | Drift→Pull | Tightening (6-10 syl) | | CREST | 3.0-5.0 | Short (peak) | Lock/Pull | Compressed OR Released | | FRACTURE | drops/flips | Variable | Ghost/Void | Irregular | | DISSOLVE | →0.5-1.5 | Lengthening | Echo of SEED | Settling |
Triggers: write a song, song lyrics, chorus for, rap verse, country song
Life Experience → Compelling Narrative Engine
What it is: Your experiences deserve more than chronology. 11-domain manifold includes Memory, Truth, and Identity. Arc detection finds the inciting moment, tension path, and turning point your story already contains.
Why it matters: Truth over comfort. The real story, not the easy one.
N = Narrative V = Voice I = Imagery R = Rhythm
E = Emotion S = Structure C = Character W = World
Mem = Memory Tr = Truth Id = Identity
| ID | Name | Primary Domains | W | C | Best For |
|---|---|---|---|---|---|
| ST1 | Intimate Chronicler | C, E, V, Mem, Tr | 0.55 | 0.45 | Connection, quiet power |
| ST2 | Character Excavator | C, E, V, Id | 0.60 | 0.40 | Transformation, depth |
| ST3 | Voice Alchemist | V, Id, C, E | 0.50 | 0.50 | Authenticity, identity |
| ST4 | Emotional Surgeon | E, Tr, C, I | 0.55 | 0.45 | Revelation, precision |
| ST5 | Temporal Weaver | R, N, S, Mem | 0.60 | 0.40 | Memory, nonlinear time |
| ST6 | Sensory Rememberer | I, W, Mem, E | 0.65 | 0.35 | Loss, place, atmosphere |
| Format | Structure | POV | Opening | Closing |
|---|---|---|---|---|
| Short Story | Scene-based, dialogue | 1st or 3rd limited | In medias res | Image or moment |
| Memoir | Reflective, past-present braid | 1st person | Sensory moment | Earned insight |
| Blog Post | Hook → story → insight | 1st person | Hook in 2 sentences | Invites reflection |
Triggers: write my story, turn this experience into, memoir, personal essay, blog post about my life
Performance-Ready Slam Engine with Embedded Notation
What it is: Poetry written for the stage, not the page. Embedded performance notation: emphasis, breath, crescendo, landing. Rhythm patterns encoded: anaphora, epistrophe, the triple, call-response.
Why it matters: The landing line is everything. It must ring.
[*word*] Emphasis — stress this word/phrase harder
[//] Pause — full beat of silence (1-2 seconds)
[.] Breath — quick breath mark, micro-pause
[>>>] Crescendo — build volume/intensity
[<<<] Decrescendo — pull back, soften
[~word~] Whisper — drop to intimate, hushed delivery
[!word!] Shout — maximum volume, raw force
[__line__] Landing Line — THE line. Mic-drop. Let it ring.
[&] Audience beat — space for response/snap
[...→] Run-on — accelerate through without pause
[♺] Callback — signals return to earlier motif
| Pattern | Power | Signature |
|---|---|---|
| Anaphora | Accumulative, hypnotic | Same opening repeated |
| Epistrophe | Hammering, inevitable | Same closing repeated |
| The Triple | Completeness, setup | A, B, and C |
| Syncopation | Surprise, attention | Broken expected beat |
| Call-Response | Communal, engaging | Question + beat for response |
| Polypton | Obsessive, deepening | Root word variants |
| Run-Build | Urgency, overflow | List → silence → land |
I. OPENING (10-15%) → Hook, grounding, atmosphere
II. BUILD (25-35%) → Rising stakes, pattern establishment
III. TURN (10-15%) → What the piece is ACTUALLY about
IV. CLIMAX (20-30%) → Maximum intensity, all patterns converge
V. LANDING (5-10%) → [__THE line__]. Nothing after. Done.
Triggers: spoken word, slam poetry, performance poem, poetry with stage directions
Persistent Memory Substrate with Curvature-Based Decay
What it is: Cross-conversation memory using TME 1.0 + WPE 5.0. Memories persist proportionally to reinforcement. Strategic forgetting is a feature.
Why it matters: The system learns what matters by observing what returns.
κ ≤ -5.0 → eternal (identity anchors)
κ ∈ [-5, -4] → years
κ ∈ [-4, -3.5] → months
κ ∈ [-3.5, -3] → weeks
κ ∈ [-3, -2.5] → days
κ ∈ [-2.5, -2] → hours
κ ≥ -2.0 → archive (strategic forgetting)
| Tier | Content | Typical κ |
|---|---|---|
| Identity | Name, pronouns, AI name, timezone, occupation | -5.0 (eternal) |
| Fingerprint | Decision style, learning mode, values, energy | -3.8 to -2.0 |
| Temporal | Schedule, projects, deadlines, current state | κ by proximity |
| Modes | Professional, Personal, Creative, Learning | -4.0 |
$D.Time(m,d) = IF m.κ ≤ -4.0: m.κ ELSE m.κ + 0.1(m.κ+2.0)(d/7)
$D.Reinforce(m) = m.κ -= 0.3; IF m.count ≥ 3: m.κ = MIN(m.κ, -3.5)
$D.Pattern(m,e) = MATCH e: 'contradict'→+0.5 | 'affirm'→-0.3 | 'confirm×5'→-4.0
| Command | Action |
|---|---|
"remember this" |
Crystallize + encode + append + export |
"remember [topic]?" |
Retrieve κ ≤ -2.0 + topic match |
"forget [topic]" |
Set κ = -1.5 → archive |
"important" / "always" |
Set κ = -4.5 |
"switch to [mode]" |
Activate context mode |
"export memory" |
Generate updated skill file |
20-Archetype Manifold Engine for All Creative Writing
What it is: The foundational creative engine. 165-node manifold across 8 domains. 20 archetypes from Lyrical Poet to Emergent Synthesizer. Two-phase system: generate manifold, apply voice.
Why it matters: The art discovers itself.
$Domain.Centers = {
N@0° | V@45° | I@90° | R@135°
E@180° | S@225° | C@270° | W@315°
}
N = Narrative V = Voice I = Imagery R = Rhythm
E = Emotion S = Structure C = Character W = World
| Layer | Content Examples |
|---|---|
| L5 | story_discovers_itself, image_contains_more, unexpected_feeling, form_becomes_meaning |
| L4 | archetypal_resonance, symbol_transcendence, emotional_truth, meta_structure |
| L3 | plot_as_meaning, image_clusters, affect_narrative_bind, form_content_marriage |
| L2 | foreshadowing, sentence_variety, show_dont_tell, scene_sequence |
| L1 | inciting_climax_resolution, neutral_register, literal_description, begin_middle_end |
| ID | Name | Primary | W | C |
|---|---|---|---|---|
| CW1 | Lyrical Poet | I, E, R, V | 0.75 | 0.25 |
| CW2 | Precision Minimalist | V, N | 0.30 | 0.70 |
| CW3 | World Builder | W, I, S | 0.65 | 0.35 |
| CW4 | Character Excavator | C, E, V | 0.60 | 0.40 |
| CW5 | Narrative Architect | N, S | 0.35 | 0.65 |
| CW6 | Atmospheric Painter | E, I, W, R | 0.70 | 0.30 |
| CW7 | Dialogic Sculptor | V, C | 0.45 | 0.55 |
| CW8 | Satirical Observer | V, S | 0.40 | 0.60 |
| CW9 | Dark Romantic | E, I, W | 0.65 | 0.35 |
| CW10 | Comic Alchemist | V, N, R | 0.35 | 0.65 |
| CW12 | Structural Experimentalist | S, N, V | 0.70 | 0.30 |
| CW13 | Intimate Chronicler | C, E, V | 0.55 | 0.45 |
| CW14 | Speculative Engineer | W, S, N | 0.50 | 0.50 |
| CW15 | Voice Virtuoso | V, C, E | 0.50 | 0.50 |
| CW16 | Emotional Surgeon | E, C, I | 0.55 | 0.45 |
| CW17 | Sensory Immersionist | I, W | 0.55 | 0.45 |
| CW18 | Temporal Weaver | R, N, S | 0.60 | 0.40 |
| CW19 | Precise Essayist | S, V | 0.40 | 0.60 |
| CW20 | Emergent Synthesizer | ALL | 0.85 | 0.15 |
$Ending = {
IF W_prob > C_prob → "wonder" // Open, resonant, questions linger
IF C_prob > W_prob → "closure" // Resolved, satisfying, complete
IF |W - C| ≤ 0.1 → "balanced" // Partial resolution suggesting more
}
Triggers: write, creative, fiction, poetry, essay, story
All skills share 4-parameter geometric encoding:
| Parameter | Symbol | Meaning | Example Values |
|---|---|---|---|
| Domain | Φ | Substrate type | N, V, I, R, E, S, C, W |
| Shell | λ | Hierarchical level | 1 (foundation) to 9 (abstract) |
| Phase | θ | Angular position | 0-359° determines coupling |
| Curvature | κ | Stability | Negative = stable well |
Coupling strength:
Γ(i,j) = cos(θᵢ - θⱼ)
- 0° difference = maximum coupling (1.0)
- 90° difference = no coupling (0.0)
- 180° difference = opposition (-1.0)
Hierarchical influence:
1/λ_low - 1/λ_high
Field equation:
$Manifold =
L5: [$Domain.L5{all}] // 50% weight - PRIORITY
L4: [$Domain.L4{all}] // 30% weight
L3: [$Domain.L3{all}] // 15% weight
L2: [$Domain.L2{all}] // 4% weight
L1: [$Domain.L1{all}] // 1% weight
output @359|-2.0;
TOTAL: ~165 nodes | NO PRUNING | ALL EXPLORED
# Clone the repository
git clone https://github.com/Heimdall-Organization/DHawk-Labs
cd DHawk-Labs/claude-skills- Navigate to Settings → Skills → Add Custom Skill
- Upload the
SKILL.mdfile for each skill - Skills auto-activate based on trigger phrases
User: "Write me a folk song about leaving home"
→ Song Lyric Crafter activates (SL4 Folk Balladeer)
User: "Turn my experience into a memoir piece"
→ Personal Storyteller activates (format: memoir)
User: "Write a spoken word piece about identity"
→ Spoken Word Poet activates (CW15 Voice Virtuoso)
User: "Remember that I prefer concise responses"
→ Mercury Memory crystallizes preference (κ = -3.5)
Five skills. One foundation. Built with geometry.
L5 is where the art lives.
⭐ Star us if this interests you!