fix(F08-F10): machine-checkable evidence, honest templates, demoted GPA

F08 - evidence metadata
- Only 1 of 26 claims carried structured source/last_verified/ownership, which
  is why recency and reference checks could not run. Added an evidence_schema
  block and an evidence block on all 26 claims.
- 8 dates were recovered from each claim's OWN recorded text; the other 18 are
  written as the literal "unrecorded". Nothing was inferred. "unrecorded" means
  nobody wrote it down, NOT that the claim is unevidenced - most carry evidence
  in their free-text scope.
- Coverage is reported as an advisory warning, never a gate: failing on it would
  push a future session to invent dates to clear the run.

F09 - templates
- resume_template.tex asserted "12+ years of production software experience".
  It does not hold: canonical employment starts 2014-11 (~11y10m) and the
  VISIBLE chronology starts 2015-05 (~11y4m) because Capgemini is omitted.
  Now "over ten years", with the arithmetic and the no-date-math rule inline.
- cv_template.tex still carries page targets, rendered-line budgets and 2L/3L
  variants the project dropped. Banner-marked as the ACADEMIC legacy path so it
  is not reached for whenever a posting says "CV".

F10 - US GPA
- The modified Bavarian formula converts FOREIGN grades INTO the German system.
  Inverting it to produce a US GPA is not a recognised method, and the TUM
  source calls even its forward calculator orientation only.
- Fields renamed to final_grade_us_4pt_orientation_only with that caveat. The
  German grades remain the canonical facts. If a recipient publishes its own
  conversion, use theirs and record which was used.

Validator PASS (1 advisory), 31/31 tests.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Qej5SBvhcbGXHwLqNWiskM

FIX_PROGRESS.md

@@ -6,11 +6,11 @@ Do not rewrite submitted application archives or invent missing evidence.
 
 ## Resume point
 
-F01–F06 complete. **Next: F07** — propagate evidence corrections into active writing sources
-(start at `bundles/bundle_ml_ai_engineer.md:74,81`, the PyTorch context loss named in the report).
+F01–F10 complete. **Next: F11** — dedupe scout results by requisition, not title
+(`job_scout/scout.py`, inside `_process_company`).
 Read this file and inspect `git log`/`git diff` before resuming; do not repeat completed work.
 
-Checkpoints so far: `afdef7e` (F01+F02), and the commit that carries F03–F06.
+Checkpoints: `afdef7e` (F01+F02) · `fc5f3e4` (F03–F06) · `ce5b7f5` (F07) · plus F08–F10.
 
 ## User rulings — 2026-09-11
 
@@ -31,10 +31,10 @@ Checkpoints so far: `afdef7e` (F01+F02), and the commit that carries F03–F06.
 | F04 | DONE | Three-level rule hierarchy in AGENTS.md + CLAUDE.md; deliverable vs QA separated; `resume_reference.md` Capgemini contradiction removed |
 | F05 | DONE | Per-claim forbidden wording enforced, identity/employer/placeholder/exclusion checks, `document_exclusions` given a canonical home, PASS no longer claims to be a truth certificate |
 | F06 | DONE | LaTeX comments, markup, accent macros and umlauts normalized; negations respected; German `und` in the cadence hint; advisory warnings labelled as never a gate |
-| F07 | TODO | Propagate evidence corrections into active writing sources |
-| F08 | TODO | Normalize source/context/ownership metadata without inventing evidence |
-| F09 | TODO | Safe professional templates; clearly separate academic legacy |
-| F10 | TODO | Preserve original grades; remove universal GPA conversion claim |
+| F07 | DONE | Overstatement narrowed (BS-1, zero-downtime, retrieval, evaluation, PyTorch context); undervaluation fixed (BS-6 reached no bundle at all; Linux/Ansible/Bash missing from taxonomy) |
+| F08 | DONE | `evidence_schema` + per-claim `evidence` block on all 26; 8 dates recovered from existing text, 18 written `unrecorded` rather than guessed; coverage reported as an advisory hint, never a gate |
+| F09 | DONE | `12+ years` -> `over ten years` with the reasoning inline; `cv_template.tex` banner-marked as the academic legacy path |
+| F10 | DONE | US figures renamed `*_orientation_only`; the Bavarian formula runs foreign-INTO-German, so inverting it is not a recognised conversion. German grades stay canonical |
 | F11 | TODO | Dedupe by requisition, not title |
 | F12 | TODO | Structured country/remote eligibility |
 | F13 | TODO | Shared decision identity resolver |
@@ -77,6 +77,12 @@ mid-remediation — it would destroy the ability to attribute a regression to a
     they must not be silently rewritten.** Feed this list into F17.
   - `tests/test_document_scanner.py` added: 8 must-fail, 4 must-not-fail, plus a guard that current
     packages stay clean. Full suite 31/31 pass.
+- F07: raw history preserved; only selection rules and safe wording changed. The NVIDIA/RUAG
+  "line could not be stopped" phrasing is left in the submitted letters and recorded as an OPEN
+  ITEM in `experience_bosch.md` - plausible, unevidenced, to be confirmed before reuse.
+- F08: `unrecorded` is deliberately a real value. Failing the build on it would push a future
+  session to invent dates to get a green run.
+- F10: no stale `final_grade_us_4pt` references remain anywhere in the repo.
 - Not re-run this session: the 45-document LaTeX build sweep and the visual sampling.
 
 ## Completion rules