aibot88 Atlas State Skill
What Atlas Is
Atlas 330 is a Vedic cosmological field computer running as a Flask kernel (kernel.py)
on a van-mounted Intel NUC called kanjira at ~/atlas_core/. It integrates jyotish,
biodynamic agriculture, sacred geometry, Ayurveda, Gaudiya Vaishnava knowledge systems,
and NPU-powered relational graph computation into a unified living platform.
The guiding principle: everything is a projection of the cosmological field state.
Every API endpoint, every display, every sound event derives from kernel.field_state().
Nothing cosmological is hardcoded.
Repository Structure (as of April 22, 2026)
atlas_core/ Active computation repo
kernel.py Flask entry — 8,404 lines, 147 @app.route
npu_engine/ 238 Python files across 15+ subdirectories
jyotisha_engine.py Swiss Ephemeris chart + wave field (Apr 16)
jyotish_utils.py Rashi/graha normalization, CSV loaders
datasets.py Shared CSV/JSON loader, all data access
build_field_state.py FieldState construction pipeline
graph_engine.py GraphEngine (17,612 entities, 13,304 edges)
toroidal_field.py Toroidal θ/φ coordinates (OpenVINO NPU)
pasaka_engine.py Pasaka dice oracle
field/ 34 derive_*() engines (goloka, trajectory, etc.)
engines/ 9 ZoneEngine subclasses + base
renderers/ figure_renderer, species_renderer
sound/ 22 files — full audio pipeline, OSC bridge
rhythm/ 13 files — tala, theka, tihai, layakari
vocal/ 11 files — bhava, gamaka, phoneme, svara
mix/ 11 files — per-nakshatra/guna/deity mix
sympathetic/ 4 files — string model
routes/ 8 blueprints (112 routes total)
jyotish_bp.py /jyotish/* (10 routes, Apr 16)
sound_bp.py /sound/* (26 routes)
plants_bp.py /plants/* (17 routes)
system_bp.py /system/* (25 routes)
corpus_bp.py, reading_bp.py, render_bp.py, symbols_bp.py
geometry/, core/, zones/, time/, text/, system/, game/, nature/, ui/
datasets/ 240 CSV + 765 JSON across 42 domains
astro/ 16 CSV (nakshatra, tithi, graha, rashi)
cosmology/ 20 CSV (devi, deity, goloka, yantra geometry)
jyotish/ 5 CSV + 3 YAML (dignity, friendship, aspects, karakas, lords)
relations/ 27 CSV (canonical graph edges)
sources/ 140,941 JSONL corpus chunks, 80+ texts
ayurveda/, plants/, sound/, vastu/, gandharva/, geography/, species/ ...
static/ 16 HTML pages + 9 widgets
s0.html–s6.html S-layer domain pages (self-assembling)
oracle.html I Ching + Pasaka two-instrument oracle
jyotish_chart.html Nakshatra mandala + wave field
shalaka.html Sri Rama Shalaka grid oracle
home.html, dashboard.html, glyphs.html, hexd-portal.html
sc/ atlas_synth.scd — 17 SynthDefs, wave field handlers
research/ 32 markdown papers + 9 JSON artifacts
docs/audit/ System audit (April 21, 2026)
instance/personal/ natal.json (personal chart — NOT for public repo)
atlas_330/ Archive/presentation repo
apps/ 27 HTML apps across 11 domains
wiki/ 219 markdown pages
static/ shell.html (original vastu mandala), live.html, etc.
Known State as of April 22, 2026
Source: docs/audit/ documents + live measurement.
Scale
| Metric | Count |
|---|---|
| kernel.py routes | 147 |
| Blueprint routes | 112 |
| Total routes | 259 |
| Engine files (*_engine.py) | 98 |
| Total Python files (npu_engine/) | 238 |
| CSV datasets | 240 |
| Dataset domains | 42 |
| Graph entities | 17,612 |
| Graph edges | 13,304 |
| Corpus JSONL chunks | 140,941 |
| Research papers (md) | 32 |
| Static HTML pages | 16 |
| Blueprints registered | 8 |
Live Systems
| System | Status |
|---|---|
| Kernel (Flask, port 5000) | Running |
| Swiss Ephemeris (panchanga + jyotisha) | Active |
| Sound field loop (60s tick, 15 OSC msgs) | Running |
| SuperCollider (17 SynthDefs + wave handlers) | Available |
| Graph engine (17.6K entities) | Active |
| Toroidal field (OpenVINO NPU) | Active |
| Vector store (140K chunks) | Active |
| iGPU render (4 projections) | Active |
| Geosolar logger (600s tick) | Running |
Sound Architecture — LIVE
Sound pipeline is fully operational as of April 18, 2026:
derive_sound_spec()→ 15 OSC messages per tick (5 standard + 10 wave field)- Tanpura drone: breathing (4s prana LFO), dynamic partials (Sa/Pa/Ma/ga), drift
- Wave field → gamak intensity, tempo from tithi phase (60-120 bpm), dominant k → partial
- Rhythm task: prime-grouped percussive pulse (3/5/7-fold from wave field)
- Raga from Moon nakshatra (27 NAK_RAGA mappings)
- Natal tonal filter (home raga, crossover at activation 0.5)
- Blocker: PipeWire JACK shim to MOTU M2 for SC. pw-cat path works.
Jyotisha Layer (April 16-18, 2026)
jyotisha_engine.py: Swiss Ephemeris, compute_chart, dignity, combustion, aspects, Tara Bala, tithi, two-source wave field (compute_wave_field, compute_nakshatra_field)jyotish_utils.py: normalization (3-way rashi, 3-way graha), DMS parser, CSV loadersjyotish_bp.py: /jyotish/chart, /compute, /natal, /transits, /tara, /wave_field, /calendar, /sound_state, /compatibilityjyotish_chart.html: nakshatra mandala, wave opacity overlay, pada ring, graha placement, SI overlay- Naming: simplified IAST for rashi (Mesha), English for graha (Sun), matching graha_master.csv
- Ayanamsha: swe Lahiri default, custom_ayanamsha_deg param for calibration
S-Stack Framing
The S0–S6 stack is sabda descending — the same present-moment field state re-expressed at increasing density of manifestation, not seven functional surfaces:
- S0 = cosmological frame (Gaudiya + Vedic substrate, static, read-only)
- S1 = devi (today's Nitya + her yantra + her retinue)
- S2 = nada (para → pasyanti → madhyama → vaikhari as nested rings)
- S3 = kala (panchanga, counted time)
- S4 = yantra (geometry, chladni interference, today's field's geometric face)
- S5 = bhumi (land/direction/season)
- S6 = lila (prescribed action, human experience interface)
Each layer analyzes the same moment in its own medium. Not "seven apps" — one descent re-read at seven densities.
Portal Aesthetic Rule
Register belongs to the layer, not the system:
- S0/S1 → temple register (gold on plum, Cormorant Garamond, devotional)
- S3/S4 → cartographer register (navy/orange, JetBrains Mono)
- S2 → hybrid (temple shell with cartographer readouts)
Unified portal is polyvocal, not consistent-chrome. The bindu/ego-point is invariant: current field state + natal imprint + resonance score.
Research Paper Inventory
~/atlas_core/research/ contains active research papers. Read the relevant
paper before working in its domain:
- yantra_eigenvalue_exploration.md — Lo Shu ±2√6 invariant, Kronecker scaling, Brahmasthana Theorem, Lo Shu breaks I Ching Q6 degeneracy 7→27 eigenvalues
- two-source-interference-v3.md — Findings 7-14: N-source boundary silence, two-source = classical aspects (k=1 conjunction, k=3 trine, k=4 square, k=6 sextile, k=12 rashi; BPHS Ch. 28), 180° parity rule, wave matrix rank 15 = Nitya count, gandanta p<0.0001, Kp null, planetary retrograde primes {3,5,7,11}, tidal-weighted → 44 regions (Sri Yantra 43+bindu)
- planetary-primes-v1.md — Mercury=3, Venus=5, Mars=7, Jupiter=11 retrograde symmetries (ephemeris-verified); tidal-weighted cos(nθ) → 44 regions
- vertebral-primes-v1.md — Cross-species vertebral analysis; C7+T12+L5=24=Sri Yantra crossings; hand 27=nakshatras; 44 upper-limb marma = wave field regions. PENDING: bat T=12 primary-literature verification.
BIHS Institutional Context
The Bhaktivedanta Institute for Higher Studies (BIHS) is headquartered in Gainesville, FL — the same city as kanjira. Designated home of the Richard L. Thompson Archives (Sadaputa Dasa). Runs hybrid Thompson reading groups alternate Saturdays.
Atlas is a contemporary computational extension of the Bhaktisiddhanta → Thompson methodological lineage — same lineage-act (keeping Bhagavata cosmography coherent with present-day instrumental resolution), different era's tools.
Confessional-Methodology Stance
The Gaudiya astronomical lineage is characterized academically as "confessional methodology, not history of science." Atlas accepts this honestly. The lineage is specific and short: Bhaskara (12c) → Bhaktisiddhanta (19c) → Thompson (20c) → Atlas (21c), each re-expressing the same Bhagavata cosmography at its era's instrumental resolution. This is lineage-continuation-through-re-expression, not orthodoxy-inheritance. Do not over-claim continuity with classical acharyas who did not themselves write ganita-sastras.
Architecture Decisions (Permanent)
- Gamak ARE the notes (Pearson 2016) — SC uses continuous pitch, not quantized
- Bhedabheda filter: harinama / japa / smarana NEVER appear in avoid lists (BRS 1.2)
- Screen IS Vastu Purusha Mandala (8 zones, content by zone deity)
- Animal → Graha → Mood → Music:
blend_toward_graha()is gradual - Atlas functions as an OS: toroidal field = scheduler, corpus = filesystem, panchanga = clock
_OV_DEVICE="AUTO"is verified correct (do not override)- Naming: simplified IAST for rashi (Mesha not Mesa), English for graha keys (Sun not Surya)
- Ayanamsha: Lahiri (swe default). Custom param available for calibration.
- House system: whole-sign implemented, others accept parameter + raise NotImplementedError
Compute Routing (verified April 2026)
- CPU wins all element-wise math (field query, yantra to 81×81)
- NPU wins transformer inference (MiniLM 2.43ms)
- GPU wins 729×729+ matmul, Chladni 1024×1024 (2.1× faster), gamak DSP at 16+ notes
Key APIs
GET /field → current field state
GET /spine → full FieldState from 10 engines
GET /jyotish/natal → natal chart (Swiss Ephemeris, real positions)
GET /jyotish/transits → current sky chart (real ephemeris)
GET /jyotish/wave_field → two-source wave interference analysis
GET /jyotish/calendar → per-day ephemeris for date range
GET /jyotish/sound_state→ wave-derived sound parameters
GET /goloka → ashtakala + Vraja forest + Nitya Devi
GET /trajectory → temporal arc projection
GET /sound/state → current sound spec
GET /corpus/search → JSONL passage search (140K chunks)
GET /layers/<layer> → S-layer composed content
GET /oracle → I Ching + Pasaka oracle page
GET /lila/augury/* → hexagram, omen, cast, pasaka routes
Session Startup Protocol
- Read this skill file
- Read
~/atlas_core/CLAUDE.mdfor repo-specific instructions - Identify session type: engine / dataset / route / frontend / sound / research / jyotish
- Check
docs/audit/OPEN_QUESTIONS.mdfor pending decisions - If touching S-layers: check
docs/audit/S_LAYER_CURRENT_STATE.md - If touching research: read the relevant paper in
research/first - If touching sound: know that the pipeline is LIVE and producing audio
What Claude Should Never Do
- Hardcode cosmological values — always derive from /field
- Modify
datasets/relations/relations_resolved_canon.csvwithout confirmation - Assume natal.json can be public (contains personal birth data)
- Re-derive findings already captured in research/ papers
- Override user-set raga/mode with wave field suggestions
- Count stub directories as missing engines (they're planned refactors)
- Fabricate attestation for data that doesn't have it
Current Known Gaps / Blockers
natal.jsoncontains personal birth data — must be .gitignored before public push- Bat T=12 in vertebral paper: genus-level verification needed before distribution
- 6/15 Nitya yantra geometry rows are SPECULATIVE (no canonical source text)
- PipeWire JACK shim for SC→MOTU: pw-cat workaround works
- Krishna paksha Devi ordering (reverse vs forward) unresolved
- Lagna differs from natal.json by 4.46° (ASC computation method, not ayanamsha)
- 3 S-layers (S0, S2, S6) have no layer_composer content
- s4-bloom.html (54K Chladni variant) is unrouted
- HTML-in-core boundary: stated rule is "JSON only" but 16 HTML pages exist in static/