The review's key point is that the error ran BOTH ways.
Overstatement, narrowed to canonical scope:
- BS-1 variants claimed "eliminated manual wafer inspection", "no manual
intervention" and "unattended quality monitoring". Canonical BS-1 supports a
qualitative reduction whose size is unverified. Reworded; the scope limit is
now stated inline where the variants are written.
- bundle_data_platform called BS-1 a "zero-downtime constrained deployment".
Integration into a fab that runs continuously is not a measured zero-downtime
property.
- experience_swisscom carried "grounded retrieval" as a skill and ATS keyword
while SW-8 records retrieval implementation as explicitly unknown, and its
reframing note invited "evaluation discipline" although formal model
evaluation is a globally forbidden pattern. Both removed.
- PyTorch sat in bundle_ml_ai_engineer as a bold tool and an ATS must-include
with no certification context - the exact way the context gets lost.
Undervaluation, the half that quietly costs him roles:
- BS-6 (Linux administration, intensive Ansible incl. self-written extensions)
has been canonical since 2026-08-27 but appeared in NO bundle, so the normal
selection paths could not see it. Added to the data-platform and data-engineer
bundles with its currency limit (employer-side ended Dec 2022; PP-3 is
personal) and the standing GitOps prohibition.
- Linux, Ansible and Bash were missing from skills_taxonomy entirely.
- skills_taxonomy still said the IBM certification year was "not recorded" and
that PyTorch needed verification; both were settled on 2026-08-27.
Not rewritten, deliberately: the NVIDIA and RUAG cover letters state the
production line could not be stopped. That exceeds the canonical record but is
plausible and both are already submitted. Recorded as an OPEN ITEM in
experience_bosch.md to be confirmed with the user before any reuse.
Validator PASS, 31/31 tests.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Qej5SBvhcbGXHwLqNWiskM
13 bullets, 6 skills lines, International Tech profile in English with an
explicit Languages line naming German as mother tongue (user instruction).
Framing leads on operate-and-own — Component Ownership with on-call and
governance answers the JD's "Betrieb" and "Verantwortung für Qualität und
Nachhaltigkeit" — and carries the Bosch industrial sensor-data thread
(defect records, wafer inspection images, PCM parameters) against the
role's vorausschauende-Wartung purpose. GenAI/LLM material dropped.
Two deviations from the approved 11-bullet plan, both deliberate:
Fraunhofer keeps one combined bullet rather than zero, because dropping the
role opens an unexplained 21-month gap between Vizrt and Bosch; and BS-1 is
added as a fifth Bosch bullet, HIGH priority in the bundle and directly
relevant to an employer running a 24/7 network.
Kept the guarded page break after testing the natural flow: without it page 1
fills, but two Bosch bullets land on page 2 with no visible employer header.
Hierarchy beats page-fill, and page-fill quotas were removed on 2026-07-27.
Gates: canonical validator PASS (0 warnings), forbidden-token scan PASS (none
of the seven non-canonical JD tools present), scope-discipline scan PASS,
compile PASS at exactly 2 pages, both pages visually inspected. SW-1 and SW-7
bullets also read by eye against their claims.json forbidden lists.
Not submitted — held pending the Anforderungsniveau K comp answer.
Also fixes a KB defect found during generation: bundle_data_engineer.md §S5's
cover-letter hook read "leading the migration of our legacy stack", a
full-ownership verb on a company-scale object that contradicts claims.json
SW-1 and its own narrative thread. Rewritten, warned inline, and recorded in
the CLAUDE.md corrections log. The other four bundles are unchecked.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WpMtWFtYkGkjSMShuTgXiB
dennisthiessenandClaude Opus 5