Jyotisha/docs/research/skill_gap_truth_audit_latest.md

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.