generated from coulomb/repo-seed
Coevolution workplan extension
This commit is contained in:
12
README.md
12
README.md
@@ -142,6 +142,18 @@ REPO_REGISTRY_LLM_PROVIDER=gemini
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REPO_REGISTRY_LLM_MODEL=gemini-2.5-flash
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REPO_REGISTRY_LLM_MODEL=gemini-2.5-flash
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```
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```
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LLM assistance can also be disabled even when a provider is configured:
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```bash
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REPO_REGISTRY_LLM_ENABLED=false
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```
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Individual analysis requests may opt out with `{"use_llm_assistance": false}`.
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For local demos, `{"trusted_auto_approve": true}` approves the generated
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candidate graph immediately after analysis and records the review decision as
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`trusted_auto_approve_candidate_graph`. The default remains review-first:
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automation is off unless explicitly requested.
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## Agent-Facing Endpoints
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## Agent-Facing Endpoints
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The v0.1 API covers the main registration, analysis, review, search, and inspection loop:
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The v0.1 API covers the main registration, analysis, review, search, and inspection loop:
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@@ -121,6 +121,8 @@ class RegistryService:
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*,
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*,
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source_path: str | None = None,
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source_path: str | None = None,
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use_cached_checkout: bool = False,
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use_cached_checkout: bool = False,
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use_llm_assistance: bool = True,
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trusted_auto_approve: bool = False,
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access_username: str | None = None,
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access_username: str | None = None,
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access_password: str | None = None,
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access_password: str | None = None,
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) -> ScanSummary:
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) -> ScanSummary:
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@@ -187,6 +189,7 @@ class RegistryService:
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repository,
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repository,
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facts,
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facts,
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stored_chunks,
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stored_chunks,
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use_llm_assistance=use_llm_assistance,
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)
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)
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except Exception as exc:
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except Exception as exc:
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log_operation(
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log_operation(
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@@ -221,6 +224,16 @@ class RegistryService:
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action="llm_extraction_used",
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action="llm_extraction_used",
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notes=f"Generated {len(candidates)} candidate ability draft(s).",
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notes=f"Generated {len(candidates)} candidate ability draft(s).",
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)
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)
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if trusted_auto_approve:
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self.approve_candidate_graph(
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repository_id,
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completed_run.id,
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notes=(
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"Trusted auto-populate mode approved candidate graph "
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f"after {candidate_source} candidate generation."
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),
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action="trusted_auto_approve_candidate_graph",
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)
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log_operation(
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log_operation(
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"analysis_completed",
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"analysis_completed",
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repository_id=repository_id,
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repository_id=repository_id,
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@@ -241,8 +254,10 @@ class RegistryService:
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repository: Repository,
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repository: Repository,
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facts: list[ObservedFact],
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facts: list[ObservedFact],
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chunks: list[ContentChunk],
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chunks: list[ContentChunk],
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*,
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use_llm_assistance: bool = True,
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):
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):
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if self.llm_extractor is not None:
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if use_llm_assistance and self.llm_extractor is not None:
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extracted = self.llm_extractor.extract(repository, chunks)
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extracted = self.llm_extractor.extract(repository, chunks)
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if extracted:
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if extracted:
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return self.llm_mapper.map(extracted, facts, chunks), "llm"
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return self.llm_mapper.map(extracted, facts, chunks), "llm"
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@@ -290,6 +305,7 @@ class RegistryService:
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analysis_run_id: int,
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analysis_run_id: int,
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*,
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*,
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notes: str = "",
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notes: str = "",
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action: str = "approve_candidate_graph",
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) -> RepositoryAbilityMap:
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) -> RepositoryAbilityMap:
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graph = self.store.get_candidate_graph(repository_id, analysis_run_id)
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graph = self.store.get_candidate_graph(repository_id, analysis_run_id)
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pending_abilities = [
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pending_abilities = [
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@@ -347,7 +363,7 @@ class RegistryService:
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self.store.create_review_decision(
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self.store.create_review_decision(
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repository_id,
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repository_id,
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analysis_run_id,
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analysis_run_id,
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action="approve_candidate_graph",
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action=action,
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notes=notes,
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notes=notes,
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)
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)
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self.store.update_repository_status(repository_id, "indexed")
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self.store.update_repository_status(repository_id, "indexed")
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@@ -61,6 +61,7 @@ class Settings(BaseSettings):
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database_path: str = Field(default="var/repo-registry.sqlite3")
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database_path: str = Field(default="var/repo-registry.sqlite3")
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checkout_root: str = Field(default="var/checkouts")
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checkout_root: str = Field(default="var/checkouts")
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llm_enabled: bool = Field(default=True)
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llm_provider: str | None = Field(default=None)
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llm_provider: str | None = Field(default=None)
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llm_model: str | None = Field(default=None)
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llm_model: str | None = Field(default=None)
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embedding_provider: str | None = Field(default=None)
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embedding_provider: str | None = Field(default=None)
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@@ -80,7 +81,7 @@ def get_service(settings: Settings = Depends(get_settings)) -> RegistryService:
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store = RegistryStore(database_path)
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store = RegistryStore(database_path)
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store.initialize()
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store.initialize()
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llm_extractor = None
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llm_extractor = None
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if settings.llm_provider:
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if settings.llm_enabled and settings.llm_provider:
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adapter = create_llm_connect_adapter(
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adapter = create_llm_connect_adapter(
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settings.llm_provider,
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settings.llm_provider,
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model=settings.llm_model,
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model=settings.llm_model,
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@@ -246,6 +247,8 @@ def create_analysis_run(
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repository_id,
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repository_id,
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source_path=payload.source_path,
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source_path=payload.source_path,
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use_cached_checkout=payload.use_cached_checkout,
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use_cached_checkout=payload.use_cached_checkout,
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use_llm_assistance=payload.use_llm_assistance,
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trusted_auto_approve=payload.trusted_auto_approve,
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access_username=payload.access_username,
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access_username=payload.access_username,
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access_password=payload.access_password,
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access_password=payload.access_password,
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)
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)
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@@ -203,6 +203,8 @@ class EvidenceUpdate(BaseModel):
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class AnalysisRunCreate(BaseModel):
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class AnalysisRunCreate(BaseModel):
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source_path: str | None = None
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source_path: str | None = None
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use_cached_checkout: bool = False
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use_cached_checkout: bool = False
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use_llm_assistance: bool = True
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trusted_auto_approve: bool = False
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access_username: str | None = None
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access_username: str | None = None
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access_password: str | None = Field(default=None, repr=False)
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access_password: str | None = Field(default=None, repr=False)
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@@ -212,6 +214,8 @@ class AnalysisRunCreate(BaseModel):
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{},
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{},
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{"source_path": "/path/to/local/repository"},
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{"source_path": "/path/to/local/repository"},
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{"use_cached_checkout": True},
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{"use_cached_checkout": True},
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{"use_llm_assistance": False},
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{"trusted_auto_approve": True},
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{
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{
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"access_username": "git-user",
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"access_username": "git-user",
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"access_password": "access-token",
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"access_password": "access-token",
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@@ -214,6 +214,8 @@ def render_repository_index(
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<label>Username <input name="access_username" autocomplete="username" placeholder="Optional for private HTTP(S) repos"></label>
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<label>Username <input name="access_username" autocomplete="username" placeholder="Optional for private HTTP(S) repos"></label>
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<label>Password or access token <input name="access_password" type="password" autocomplete="current-password" placeholder="Used for this Git operation only"></label>
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<label>Password or access token <input name="access_password" type="password" autocomplete="current-password" placeholder="Used for this Git operation only"></label>
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<label class="checkbox"><input type="checkbox" name="explore_after_registration" value="1" checked> Explore after registration</label>
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<label class="checkbox"><input type="checkbox" name="explore_after_registration" value="1" checked> Explore after registration</label>
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<label class="checkbox"><input type="checkbox" name="use_llm_assistance" value="1" checked> Use LLM assistance if configured</label>
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<label class="checkbox"><input type="checkbox" name="trusted_auto_approve" value="1"> Trusted auto-populate after analysis</label>
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<div class="actions">
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<div class="actions">
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<button type="submit">Register</button>
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<button type="submit">Register</button>
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<span data-pending>Registering repository...</span>
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<span data-pending>Registering repository...</span>
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@@ -426,6 +428,8 @@ def create_repository_from_form(
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access_username: str = Form(""),
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access_username: str = Form(""),
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access_password: str = Form(""),
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access_password: str = Form(""),
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explore_after_registration: str | None = Form(None),
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explore_after_registration: str | None = Form(None),
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use_llm_assistance: str | None = Form(None),
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trusted_auto_approve: str | None = Form(None),
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service: RegistryService = Depends(get_service),
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service: RegistryService = Depends(get_service),
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):
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):
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try:
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try:
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@@ -444,6 +448,8 @@ def create_repository_from_form(
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if explore_after_registration:
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if explore_after_registration:
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summary = service.analyze_repository(
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summary = service.analyze_repository(
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repository.id,
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repository.id,
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use_llm_assistance=bool(use_llm_assistance),
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trusted_auto_approve=bool(trusted_auto_approve),
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access_username=access_username or None,
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access_username=access_username or None,
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access_password=access_password or None,
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access_password=access_password or None,
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)
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)
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@@ -508,6 +514,8 @@ def repository_detail(
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<form class="stack" method="post" action="/ui/repos/{repository_id}/analysis-runs">
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<form class="stack" method="post" action="/ui/repos/{repository_id}/analysis-runs">
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<label>Override source path <input name="source_path" placeholder="Optional local path"></label>
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<label>Override source path <input name="source_path" placeholder="Optional local path"></label>
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<label class="checkbox"><input type="checkbox" name="use_cached_checkout" value="1"> Analyze cached checkout without fetching upstream</label>
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<label class="checkbox"><input type="checkbox" name="use_cached_checkout" value="1"> Analyze cached checkout without fetching upstream</label>
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<label class="checkbox"><input type="checkbox" name="use_llm_assistance" value="1" checked> Use LLM assistance if configured</label>
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<label class="checkbox"><input type="checkbox" name="trusted_auto_approve" value="1"> Trusted auto-populate after analysis</label>
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<label>Username <input name="access_username" autocomplete="username" placeholder="Optional for private HTTP(S) repos"></label>
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<label>Username <input name="access_username" autocomplete="username" placeholder="Optional for private HTTP(S) repos"></label>
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<label>Password or access token <input name="access_password" type="password" autocomplete="current-password" placeholder="Used for this Git operation only"></label>
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<label>Password or access token <input name="access_password" type="password" autocomplete="current-password" placeholder="Used for this Git operation only"></label>
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<div class="actions">
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<div class="actions">
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@@ -837,6 +845,8 @@ def create_analysis_run_from_form(
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repository_id: int,
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repository_id: int,
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source_path: str = Form(""),
|
source_path: str = Form(""),
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use_cached_checkout: str | None = Form(None),
|
use_cached_checkout: str | None = Form(None),
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|
use_llm_assistance: str | None = Form(None),
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|
trusted_auto_approve: str | None = Form(None),
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access_username: str = Form(""),
|
access_username: str = Form(""),
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access_password: str = Form(""),
|
access_password: str = Form(""),
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service: RegistryService = Depends(get_service),
|
service: RegistryService = Depends(get_service),
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@@ -845,6 +855,8 @@ def create_analysis_run_from_form(
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repository_id,
|
repository_id,
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source_path=source_path or None,
|
source_path=source_path or None,
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use_cached_checkout=bool(use_cached_checkout),
|
use_cached_checkout=bool(use_cached_checkout),
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|
use_llm_assistance=bool(use_llm_assistance),
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|
trusted_auto_approve=bool(trusted_auto_approve),
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access_username=access_username or None,
|
access_username=access_username or None,
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access_password=access_password or None,
|
access_password=access_password or None,
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)
|
)
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@@ -604,6 +604,43 @@ def test_analyze_repository_can_use_optional_llm_extractor(tmp_path):
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assert "1 candidate ability" in decisions[0].notes
|
assert "1 candidate ability" in decisions[0].notes
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|
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|
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|
def test_analyze_repository_can_disable_optional_llm_extractor(tmp_path):
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|
source = tmp_path / "repo"
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|
source.mkdir()
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|
(source / "README.md").write_text(
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|
"# Email Router\nRoutes incoming customer email.\n",
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|
encoding="utf-8",
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|
)
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|
store = RegistryStore(tmp_path / "registry.sqlite3")
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|
store.initialize()
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|
extractor = FakeLLMExtractor(
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|
[
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|
ExtractedAbility(
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|
name="Business Email Routing",
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|
description="Route incoming messages.",
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|
source_paths=["README.md"],
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|
)
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|
]
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|
)
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|
service = RegistryService(
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|
store,
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|
ingestion=GitIngestionService(tmp_path / "checkouts"),
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|
llm_extractor=extractor,
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|
)
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|
repository = service.register_repository(name="Email Router", url=str(source))
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|
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|
summary = service.analyze_repository(
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|
repository.id,
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|
use_llm_assistance=False,
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|
)
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|
graph = service.candidate_graph(repository.id, summary.analysis_run.id)
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|
decisions = service.list_review_decisions(repository.id, summary.analysis_run.id)
|
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|
|
||||||
|
assert extractor.calls == []
|
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|
assert graph.abilities[0].name == "Route Incoming Customer Email"
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|
assert all(decision.action != "llm_extraction_used" for decision in decisions)
|
||||||
|
|
||||||
|
|
||||||
def test_analyze_repository_falls_back_when_optional_llm_extractor_returns_no_candidates(tmp_path):
|
def test_analyze_repository_falls_back_when_optional_llm_extractor_returns_no_candidates(tmp_path):
|
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source = tmp_path / "repo"
|
source = tmp_path / "repo"
|
||||||
source.mkdir()
|
source.mkdir()
|
||||||
@@ -623,6 +660,40 @@ def test_analyze_repository_falls_back_when_optional_llm_extractor_returns_no_ca
|
|||||||
assert graph.abilities[0].name == "Support Fallback"
|
assert graph.abilities[0].name == "Support Fallback"
|
||||||
|
|
||||||
|
|
||||||
|
def test_analyze_repository_can_trusted_auto_approve_candidates(tmp_path):
|
||||||
|
source = tmp_path / "repo"
|
||||||
|
source.mkdir()
|
||||||
|
(source / "README.md").write_text(
|
||||||
|
"# Auto Approved\nReports health over HTTP.\n",
|
||||||
|
encoding="utf-8",
|
||||||
|
)
|
||||||
|
(source / "app.py").write_text(
|
||||||
|
"from fastapi import FastAPI\n"
|
||||||
|
"app = FastAPI()\n"
|
||||||
|
'@app.get("/health")\n'
|
||||||
|
"def health():\n"
|
||||||
|
" return {}\n",
|
||||||
|
encoding="utf-8",
|
||||||
|
)
|
||||||
|
service = make_service(tmp_path)
|
||||||
|
repository = service.register_repository(name="Auto Approved", url=str(source))
|
||||||
|
|
||||||
|
summary = service.analyze_repository(
|
||||||
|
repository.id,
|
||||||
|
trusted_auto_approve=True,
|
||||||
|
use_llm_assistance=False,
|
||||||
|
)
|
||||||
|
ability_map = service.ability_map(repository.id)
|
||||||
|
graph = service.candidate_graph(repository.id, summary.analysis_run.id)
|
||||||
|
decisions = service.list_review_decisions(repository.id, summary.analysis_run.id)
|
||||||
|
|
||||||
|
assert service.get_repository(repository.id).status == "indexed"
|
||||||
|
assert graph.abilities[0].status == "approved"
|
||||||
|
assert ability_map.abilities[0].name == "Report Health Over HTTP"
|
||||||
|
assert decisions[0].action == "trusted_auto_approve_candidate_graph"
|
||||||
|
assert "deterministic candidate generation" in decisions[0].notes
|
||||||
|
|
||||||
|
|
||||||
def test_analyze_repository_records_llm_failure_and_falls_back(tmp_path):
|
def test_analyze_repository_records_llm_failure_and_falls_back(tmp_path):
|
||||||
source = tmp_path / "repo"
|
source = tmp_path / "repo"
|
||||||
source.mkdir()
|
source.mkdir()
|
||||||
|
|||||||
@@ -1087,6 +1087,8 @@ def test_ui_register_analyze_and_approve_loop(tmp_path):
|
|||||||
assert "Registering repository..." in index_response.text
|
assert "Registering repository..." in index_response.text
|
||||||
assert "Password or access token" in index_response.text
|
assert "Password or access token" in index_response.text
|
||||||
assert "Explore after registration" in index_response.text
|
assert "Explore after registration" in index_response.text
|
||||||
|
assert "Use LLM assistance if configured" in index_response.text
|
||||||
|
assert "Trusted auto-populate after analysis" in index_response.text
|
||||||
|
|
||||||
create_response = client.post(
|
create_response = client.post(
|
||||||
"/ui/repos",
|
"/ui/repos",
|
||||||
@@ -1096,6 +1098,7 @@ def test_ui_register_analyze_and_approve_loop(tmp_path):
|
|||||||
"access_username": "",
|
"access_username": "",
|
||||||
"access_password": "",
|
"access_password": "",
|
||||||
"explore_after_registration": "",
|
"explore_after_registration": "",
|
||||||
|
"use_llm_assistance": "1",
|
||||||
},
|
},
|
||||||
follow_redirects=False,
|
follow_redirects=False,
|
||||||
)
|
)
|
||||||
@@ -1108,6 +1111,8 @@ def test_ui_register_analyze_and_approve_loop(tmp_path):
|
|||||||
assert "Run Analysis" in detail_response.text
|
assert "Run Analysis" in detail_response.text
|
||||||
assert "Running analysis..." in detail_response.text
|
assert "Running analysis..." in detail_response.text
|
||||||
assert "Analyze cached checkout without fetching upstream" in detail_response.text
|
assert "Analyze cached checkout without fetching upstream" in detail_response.text
|
||||||
|
assert "Use LLM assistance if configured" in detail_response.text
|
||||||
|
assert "Trusted auto-populate after analysis" in detail_response.text
|
||||||
assert "Repository Metadata" in detail_response.text
|
assert "Repository Metadata" in detail_response.text
|
||||||
|
|
||||||
edit_repository_response = client.post(
|
edit_repository_response = client.post(
|
||||||
@@ -1128,6 +1133,7 @@ def test_ui_register_analyze_and_approve_loop(tmp_path):
|
|||||||
f"{repository_path}/analysis-runs",
|
f"{repository_path}/analysis-runs",
|
||||||
data={
|
data={
|
||||||
"source_path": "",
|
"source_path": "",
|
||||||
|
"use_llm_assistance": "1",
|
||||||
"access_username": "",
|
"access_username": "",
|
||||||
"access_password": "",
|
"access_password": "",
|
||||||
},
|
},
|
||||||
@@ -1266,7 +1272,7 @@ def test_ui_register_analyze_and_approve_loop(tmp_path):
|
|||||||
)
|
)
|
||||||
second_run_response = client.post(
|
second_run_response = client.post(
|
||||||
f"{repository_path}/analysis-runs",
|
f"{repository_path}/analysis-runs",
|
||||||
data={"source_path": ""},
|
data={"source_path": "", "use_llm_assistance": "1"},
|
||||||
follow_redirects=False,
|
follow_redirects=False,
|
||||||
)
|
)
|
||||||
assert second_run_response.status_code == 303
|
assert second_run_response.status_code == 303
|
||||||
@@ -1344,6 +1350,8 @@ def test_ui_register_and_explore_lands_on_analysis_result(tmp_path):
|
|||||||
"access_username": "",
|
"access_username": "",
|
||||||
"access_password": "",
|
"access_password": "",
|
||||||
"explore_after_registration": "1",
|
"explore_after_registration": "1",
|
||||||
|
"use_llm_assistance": "",
|
||||||
|
"trusted_auto_approve": "1",
|
||||||
},
|
},
|
||||||
follow_redirects=False,
|
follow_redirects=False,
|
||||||
)
|
)
|
||||||
@@ -1354,7 +1362,13 @@ def test_ui_register_and_explore_lands_on_analysis_result(tmp_path):
|
|||||||
result = client.get(response.headers["location"])
|
result = client.get(response.headers["location"])
|
||||||
assert result.status_code == 200
|
assert result.status_code == 200
|
||||||
assert "Candidate Graph" in result.text
|
assert "Candidate Graph" in result.text
|
||||||
|
assert "approved" in result.text
|
||||||
assert "Observed Facts" in result.text
|
assert "Observed Facts" in result.text
|
||||||
|
assert "trusted_auto_approve_candidate_graph" in result.text
|
||||||
|
|
||||||
|
repository_detail = client.get("/ui/repos/1")
|
||||||
|
assert repository_detail.status_code == 200
|
||||||
|
assert "Use Approved Registry" in repository_detail.text
|
||||||
finally:
|
finally:
|
||||||
app.dependency_overrides.clear()
|
app.dependency_overrides.clear()
|
||||||
|
|
||||||
|
|||||||
@@ -8,7 +8,7 @@ status: active
|
|||||||
owner: codex
|
owner: codex
|
||||||
topic_slug: foerster-capabilities
|
topic_slug: foerster-capabilities
|
||||||
created: "2026-04-26"
|
created: "2026-04-26"
|
||||||
updated: "2026-04-28"
|
updated: "2026-04-29"
|
||||||
state_hub_workstream_id: "c121d462-f2e4-45d3-9d2d-9c04a3556953"
|
state_hub_workstream_id: "c121d462-f2e4-45d3-9d2d-9c04a3556953"
|
||||||
---
|
---
|
||||||
|
|
||||||
@@ -102,7 +102,7 @@ export.
|
|||||||
|
|
||||||
```task
|
```task
|
||||||
id: RREG-WP-0003-T04
|
id: RREG-WP-0003-T04
|
||||||
status: todo
|
status: done
|
||||||
priority: medium
|
priority: medium
|
||||||
state_hub_task_id: "076385fe-4dbf-4aca-b89f-c7372d9eebd9"
|
state_hub_task_id: "076385fe-4dbf-4aca-b89f-c7372d9eebd9"
|
||||||
```
|
```
|
||||||
@@ -131,3 +131,65 @@ that produce only weak candidates.
|
|||||||
|
|
||||||
Acceptance: trying the product on repo-registry itself feels understandable and
|
Acceptance: trying the product on repo-registry itself feels understandable and
|
||||||
useful even when a scan finds gaps or weak evidence.
|
useful even when a scan finds gaps or weak evidence.
|
||||||
|
|
||||||
|
## P1: Expectation Gap Feedback Loop
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: RREG-WP-0003-T07
|
||||||
|
status: todo
|
||||||
|
priority: medium
|
||||||
|
```
|
||||||
|
|
||||||
|
Capture the gap between what a curator expected to see and what deterministic
|
||||||
|
analysis actually produced. Treat these gaps as first-class scanner optimization
|
||||||
|
inputs: a user should be able to record missing expected abilities, capabilities,
|
||||||
|
features, facts, or classifications for an analyzed repository. The system should
|
||||||
|
preserve the source of the expectation (`human`, `llm-assisted`, or `comparison`)
|
||||||
|
and link it to the analysis run that missed it.
|
||||||
|
|
||||||
|
Acceptance: after inspecting a repository such as `llm-connect`, a curator can
|
||||||
|
record that expected concepts like `OpenRouter provider support`, `Claude model
|
||||||
|
usage`, or `provider fallback policy` were missing. The gap is visible from the
|
||||||
|
repository/review UI and can be used to create deterministic scanner regression
|
||||||
|
fixtures.
|
||||||
|
|
||||||
|
## P1: Provider-Aware Deterministic Scanning
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: RREG-WP-0003-T08
|
||||||
|
status: todo
|
||||||
|
priority: medium
|
||||||
|
```
|
||||||
|
|
||||||
|
Extend deterministic scanning and content indexing to identify provider and
|
||||||
|
integration concepts that generic language/framework/file facts miss. Initial
|
||||||
|
targets are LLM infrastructure repositories: OpenRouter, Anthropic/Claude,
|
||||||
|
OpenAI, Gemini, model-provider registries, credential environment variables,
|
||||||
|
adapter classes, routing rules, and fallback policies. These should appear as
|
||||||
|
source-linked facts and map into useful candidate capabilities/features without
|
||||||
|
requiring LLM assistance.
|
||||||
|
|
||||||
|
Acceptance: analyzing `llm-connect` with LLM assistance disabled can surface
|
||||||
|
source-linked facts and candidate graph entries for OpenRouter support, Claude or
|
||||||
|
Anthropic support where present, provider configuration/credentials, and any
|
||||||
|
explicit model fallback behavior found in code, docs, or config.
|
||||||
|
|
||||||
|
## P1: Scanner Coevolution Regression Harness
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: RREG-WP-0003-T09
|
||||||
|
status: todo
|
||||||
|
priority: medium
|
||||||
|
```
|
||||||
|
|
||||||
|
Create a repeatable improvement loop where reviewed expectation gaps become
|
||||||
|
fixtures and tests. For each trial repository, store a small expectation profile
|
||||||
|
that lists important concepts the deterministic scanner should eventually detect.
|
||||||
|
Compare deterministic outputs against optional LLM-assisted or human-curated
|
||||||
|
expectations, then promote confirmed misses into scanner/candidate-generator
|
||||||
|
regression tests.
|
||||||
|
|
||||||
|
Acceptance: the repository has at least one expectation fixture for an LLM
|
||||||
|
infrastructure repo and a test that fails if deterministic analysis stops
|
||||||
|
surfacing expected provider concepts. The workflow remains LLM-optional: LLMs may
|
||||||
|
suggest expectations, but deterministic tests encode the accepted learning.
|
||||||
|
|||||||
Reference in New Issue
Block a user