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Metamodel flow checking metamodel checks in agent flows - #22

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FScholPer wants to merge 48 commits into
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metamodel_flow
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Metamodel flow checking metamodel checks in agent flows#22
FScholPer wants to merge 48 commits into
mainfrom
metamodel_flow

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@FScholPer

@FScholPer FScholPer commented Sep 7, 2026 •
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Frank Scholter Peres frank.scholter_peres@mercedes-benz.com, Mercedes-Benz Tech Innovation GmbH
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  • Co-Assisted by Devin

@FScholPer
feat: add context overlay sidecar and intersession retrieval
efd3403 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: address context overlay review findings
1723768 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
feat: shard context overlay and gate it in CI
cca1284 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: validate policy and reject legacy overlay
27b38be 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
feat: add temporal attention and trusted context boundaries
3833bcb 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: harden untrusted context rendering
ecf6a04 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: improve context-discipline consumer onboarding
c949ac0 
Signed-off-by: Frank Scholter Peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
FScholPer force-pushed the metamodel_flow branch 7 times, most recently from 2898b87 to 5c9e78c Compare September 8, 2026 12:27
@FScholPer
fix: restore context-discipline prior retrieval
0a0e52c 
Signed-off-by: Frank Scholter Peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: document and deduplicate grounded nodes
4a78464 
Signed-off-by: Frank Scholter Peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: resolve legacy grounded nodes on retrieval
51a2db8 
Signed-off-by: Frank Scholter Peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: annotate merged graph source index
ddeb411 
Signed-off-by: Frank Scholter Peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
feat: expose prior-context attention diagnostics
3e6efc6 
Signed-off-by: Frank Scholter Peres <frank.scholter.peres@mercedes-benz.com>
@FScholPer
fix: keep rejected context prose-free
f129e28 
Signed-off-by: Frank Scholter Peres <frank.scholter.peres@mercedes-benz.com>
@FScholPer
feat: select prior context by rank gap
15a92d4 
Signed-off-by: Frank Scholter Peres <frank.scholter.peres@mercedes-benz.com>
@FScholPer
feat: calibrate attention selection signals
40a49a7 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
refactor: expose label tail normalization
a990f20 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
feat: calibrate attention token signals
5169382 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
test: correct measured live ratios
6e996f1 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
feat: expand structural context focus
4668534 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix: score structural ground from live nodes
2f432e0 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
calibrate rank gap for structural coverage
e6137cf 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
expose prior-context focus size
1986151 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
disable recency decay by default
849ac22 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
clarify recency decay rationale
fddf9f7 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
carry overlay provenance through merged graph
091900e 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
format repository guidance for ruff
ae2ddad 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
add task class to session records
729aad7 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
add process graph source projection
6b3413e 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
FScholPer and others added 20 commits September 14, 2026 16:40
@FScholPer
add deterministic process task class detection
34ce03e 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
optimize process task class loading
264c3bc 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix installed process graph discovery
5a78f5a 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
test deterministic process module selection
493a20f 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
pin MCP servers to metamodel flow branch
70e3ad0 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
make session announcement protocol explicit
54783f1 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
make session guidance always-on
73bdde2 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
render session announcements as MCP content
d07b919 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
remove duplicated announcement example
7921059 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
add context session discipline hooks
54de635 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
support system Python in session hooks
bddcb6c 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
fix cross-platform session hook deployment
99aab2e 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
use verified hook approval command
e77254d 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
drop redundant parentheses in setup result
092d7af 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@FScholPer
document verified APM hook approval mechanism
f758282 
Signed-off-by: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@devin-ai-integration @FScholPer
add requirements graph source
a70c37a 
Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@devin-ai-integration @FScholPer
harden requirements graph immutability
e116ad1 
Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@devin-ai-integration @FScholPer
add process graph refresh
2f0c001 
Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@devin-ai-integration @FScholPer
schedule process graph refresh
b215616 
Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
@devin-ai-integration @FScholPer
fix process graph refresh no-op
73b8d1a 
Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: frank.scholter_peres <frank.scholter_peres@mercedes-benz.com>
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@FScholPer