# Task 2 — Deterministic Candidate Opportunities and Choice Scoring ## Implementation - Added the versioned `birth-time-choice-scoring-v2` engine for reusable minute candidates, bounded life-stage windows, candidate-backed partitions, normalized information gain, and deterministic choice adjudication. - Reused the existing local chart, D4/D9/D10/D24/D30, Vimshottari, and Narayana calculation path. Each candidate chart is computed once for the complete synthetic window set, then its activation rows are reused across dimensions. - Persisted candidate models are strictly rebound to birth date, `as_of_date`, range, canonical candidate minutes, supported dimensions, bounded window dates, finite non-boolean activation values, and mandatory-layer shape before reuse. - Fingerprint inputs contain only the scoring version, dimension code, ISO window boundaries, and sorted candidate memberships. User-facing prose never enters a hash basis. - Added deterministic high/medium/low gates. Only high confidence can set `can_apply=true`; low and medium remain non-applicable. Public evidence is always empty and compatibility counts mirror effective answers/dimensions. - Unknown, unmatched, free-text, client `option_id`, duplicate questions, empty server identifiers, unsupported dimensions, out-of-range candidate keys, negative/non-finite scores, and more than 10 effective evidence rows are rejected before scoring. - Added strict legacy-safe POST routing for `/api/dynamic_rectification_opportunities` and `/api/dynamic_rectification_score`; existing active-rectification endpoints and their behavior were not changed. ## Files changed - `scripts/dynamic_rectification.py` - `scripts/dynamic_rectification_opportunities.py` - `scripts/jyotish_api_server.py` - `tests/test_dynamic_rectification.py` - `tests/test_dynamic_rectification_scoring.py` - `tests/test_active_rectification_api.py` - `.superpowers/sdd/task-2-report.md` ## RED 1. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m pytest -q tests/test_dynamic_rectification.py -k packet` - Collection failed as expected with `ImportError: cannot import name 'dynamic_rectification' from 'scripts'`. 2. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m pytest -q tests/test_dynamic_rectification.py -k 'primary_choice or unknown or high_confidence'` - Three tests failed as expected because `score_choice_evidence` and `adjudicate_choice_rows` did not exist. 3. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m pytest -q tests/test_active_rectification_api.py -k dynamic` - Four tests failed as expected because both dynamic API handler methods did not exist. 4. Candidate-model hardening regressions failed before their fixes: out-of-bounds windows and boolean activations were accepted, unmatched text was silently ignored, and semantically identical score maps were rejected when JSON key order differed. 5. The candidate reuse regression showed a missing D10 layer incorrectly blocking every dimension instead of career only. 6. The persisted-clock edge regression produced an invalid window ending before it began on the exact twelfth birthday; the under-age regression also showed unnecessary chart computation before age 12. 7. Final strict-boundary self-review reproduced acceptance of a negative candidate score and an empty persisted partition ID; both are now rejected before score accumulation. ## GREEN 1. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m pytest -q tests/test_dynamic_rectification.py tests/test_active_rectification_api.py tests/test_active_rectification_questions.py tests/test_active_rectification_events.py` - `38` passed, `0` failed. 2. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m ruff check scripts/dynamic_rectification.py tests/test_dynamic_rectification.py tests/test_active_rectification_api.py` - Passed with no diagnostics. 3. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m compileall -q scripts/dynamic_rectification.py scripts/jyotish_api_server.py` - Passed. 4. `git diff --check` - Passed with no whitespace errors. 5. Real local-engine smoke using persisted `as_of_date=2026-07-18`, range `05:30—05:31` - Built version `birth-time-choice-scoring-v2`, `2` candidate minutes, and `20` bounded dimension/window activation rows. It correctly returned no opportunity when those two real candidates had no scoreable partition gain. ## Pre-work gate - Ran `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python scripts/pre_work_check.py --remote-timeout 8 --command-timeout 45`. - The gate remained red only on the unrelated fragment-governance assertion: `candidate_count` expected `0`, observed `2`. Remote visibility was also reported as blocked, so no cloud-sync claim is made. ## Self-review - Candidate generation owns one versioned deterministic rectification boundary and delegates chart/Dasha mathematics to the existing engine rather than duplicating it. - Untrusted HTTP payloads are allowlisted at the API boundary; persisted candidate models and service-resolved evidence are parsed again at the deterministic module boundary before expensive computation or scoring. - Candidate-model reuse is deterministic across days because every window derives from persisted `as_of_date`; the process clock is never read. - Effective evidence is the only scored input. Answered-count/UI semantics remain outside the scorer, so unknown and unmatched choices cannot become score evidence. - Hash bases were manually inspected and contain no descriptors, labels, prompts, notes, or other prose. - Legacy endpoints remain byte-for-byte unchanged except for adjacent registration of the two new routes; the full legacy focused suites stayed green. - No dependencies, logging, mutable module state, broad exception handlers, or model-controlled confidence fields were introduced. ## Concerns - Full-file Ruff on `scripts/jyotish_api_server.py` still reports inherited baseline debt (import ordering, legacy f-strings, an existing undefined `swe`, and other unrelated diagnostics). Ruff is clean for the new module and both modified test files; compileall and all focused suites pass. ## Review fixes - Both dynamic routes now fail closed unless `JYOTISH_DYNAMIC_RECTIFICATION_TOKEN` is configured and the request carries its exact bearer value. Comparison uses `secrets.compare_digest`; missing and wrong credentials are rejected before payload validation or scoring. - Removed both routes from `API_COMMAND_MAP`, `TECHNIQUE_EXAMPLE_ENDPOINTS`, technique-example dispatch, and generated technique summaries. They remain direct authenticated POST routes only. - Latitude, longitude, and timezone are required. The normalized location triple is persisted inside the candidate model and exact-matched during reuse. - Adjudication preserves submitted candidate order, so an overnight `23:59` to `00:00` leader is one contiguous segment. - Question IDs are trimmed opaque nonempty strings. Duplicate detection uses the normalized value and remains enforced. - Split candidate-model/opportunity work into `dynamic_rectification_opportunities.py` and scoring regressions into `test_dynamic_rectification_scoring.py` without changing public entrypoints. - Pure LOC after the split: public engine `215`, opportunity module `231`, opportunity tests `168`, scoring/auth tests `213`, active API tests `230`. ### Review RED 1. Location/timezone reuse tests initially passed for the wrong reason because the old model rejected the new location field entirely; the original same-location reuse regression also failed until location became part of the canonical model contract. 2. Overnight and opaque-ID regressions failed with UUID validation; the independent reviewer reproduction also showed wall-clock sorting split `23:59` and `00:00` into tied leaders. 3. Missing/wrong bearer regressions reached request validation/scoring instead of raising `Forbidden`; a forged unauthenticated four-row request could therefore reach the scorer. 4. Missing `lat`, `lon`, or `tz` silently normalized to zero. 5. Browser-runnable registration assertions failed because both private endpoints appeared in technique examples, command mapping, dispatch, and summaries. ### Review GREEN 1. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m pytest -q tests/test_dynamic_rectification.py tests/test_dynamic_rectification_scoring.py tests/test_active_rectification_api.py tests/test_active_rectification_questions.py tests/test_active_rectification_events.py` - `45` passed, `0` failed. 2. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m ruff check scripts/dynamic_rectification.py scripts/dynamic_rectification_opportunities.py tests/test_dynamic_rectification.py tests/test_dynamic_rectification_scoring.py tests/test_active_rectification_api.py` - Passed with no diagnostics after correcting one import-order finding. 3. `/Users/jesse/Downloads/Copse/astrology/yinduzhanxing/.venv/bin/python -m compileall -q scripts/dynamic_rectification.py scripts/dynamic_rectification_opportunities.py scripts/jyotish_api_server.py` - Passed. 4. `git diff --check` - Passed after removing one trailing blank line in the API regression file.