# Jyotish Skill Gap Truth Audit

Generated: `2026-07-17T07:10:34.895862+00:00`

## Public Claim Boundary

- can_claim_global_first: `false`
- can_claim_all_skills_complete: `false`
- can_claim_perfect_accuracy: `false`
- reason: The skill has strong breadth, but external oracle closure, long-term benchmark history and several traditional judgment layers remain unfinished.

## Capability Snapshot

- technique_count: `91`
- capability_valid: `true`
- hard_front_count: `5`
- pyjhora_artifact_count: `9`
- pyjhora_packet_count: `6`
- past_correction_count: `6`

## PyJHora Black-Box Assets

- dasha_artifacts: `2`
- shadbala_artifacts: `2`
- tajika_sahams_artifacts: `5`

## External Oracle Closure

- total_tasks: `9`
- external_verified_tasks: `9`
- open_tasks: `0`
- can_claim_global_oracle_closure: `false`

## Remaining Hard Fronts

### Dasha external oracle

- id: `dasha_external_oracle`
- priority: `P0`
- status: `active_target_set_closed`
- current_truth: Dasha engines are usable and the current Dasha-only external oracle target set is closed at 2/2 packets; exact start dates beyond this target set, balance periods, sub-period boundaries and multi-family comparisons still need expansion before claiming software-grade Dasha timing accuracy.

### Long-term public benchmark

- id: `long_term_public_benchmark`
- priority: `P0`
- status: `active_gap`
- current_truth: Benchmark scripts exist, but the skill still lacks a long-running public history comparable to the strongest global projects.

### Shadbala external absolute values

- id: `shadbala_external_absolute_values`
- priority: `P0`
- status: `active_target_set_closed`
- current_truth: Internal six-component Rupa/Virupa aggregation is usable and the current Shadbala external absolute-value target set is closed at 2/2 packets; Raman expansion rows and broader source comparisons are not complete.

### Tajika / Sahams annual closure

- id: `tajika_sahams_annual_closure`
- priority: `P0`
- status: `active_target_set_closed`
- current_truth: Varshaphala, Muntha, Year Lord, Mudda Dasha and Sahams have local structure, and the current annual external oracle target set is closed at 5/5 packets. This closes the present packet set, but annual judgment depth, broader public sample breadth, and stronger interpretation closure are still incomplete.

### Article-level interpretation template industrialization

- id: `article_template_industrialization`
- priority: `P1`
- status: `active_gap`
- current_truth: Several high-granularity templates are frozen, but article-derived rules must keep being distilled into guarded templates with sources, cross-checks and forbidden claims.

## Past Corrections

- `ashtakoot_not_all_zero`: Ashtakoot matrices and non-zero scoring exist; the remaining issue is external validation and finer-grained comparison, not total absence.
- `panchanga_not_empty`: Panchanga and Muhurta engines are deep; remaining work is UI, external oracle comparison and festival/v vrata breadth.
- `covered_is_not_complete`: Covered means there is a stable entry or usable layer; complete requires mature workflow, tests, boundary text and, where needed, external oracle closure.
- `single_factor_reading_risk`: Use D1, relevant Varga, Dasha, Transit, strength and historical verification where applicable. Single-factor readings should be capped at low confidence.
- `enemy_sign_not_debilitation`: Enemy sign and debilitation are separate dignity states. Do not label a planet as debilitated unless it is in the classical debilitation sign/degree zone.
- `jaimini_kp_tajika_not_absent`: These fronts have usable structures; the hard work is tail-difference closure, traditional workflow deepening and external sample validation.

## Must Not Overclaim

- Dasha exact-date boundaries are externally closed.
- Shadbala absolute Rupa values are fully calibrated against JHora or book examples.
- Tajika/Sahams annual prediction is traditional-software-grade closed.
- All Indian astrology techniques are complete.
- The skill is already the undisputed global open-source number one.
- A single chart factor, article rule, screenshot or template can override D1/Varga/Dasha/Transit convergence.

## Boundary

This audit answers the skill-level truth question. A covered technique is not the same as a complete externally closed technique; single-factor case readings must remain confidence-capped.