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Deep Research has accumulated several strong subsystems — retrieval ranking, checkpoint/recovery, Gold Cases, Langfuse tracing, prompt-injection defenses, claim/evidence work, claim verifier work, and primary-source connectors — but the repository still lacks one explicit product acceptance target that proves these pieces work together as a complete research workflow.
Without that vertical slice, individual modules can be correct while the final report still loses source authority, evidence spans, verification status, or reproducibility between retrieval and synthesis.
Primary sources should be preferred for factual financial claims; secondary sources may add interpretation or market context. Unsupported conclusions must remain visibly unsupported rather than being promoted into confident report prose.
Non-goals
No requirement to cover every market or filing provider.
No requirement to implement a new research planner if the current planner is sufficient.
No requirement for a large multi-company benchmark.
Run one real Deep Research task through the production research path using a real model.
Retrieve at least one real primary source (regulatory filing / exchange disclosure / issuer IR document) and at least one additional independent source when relevant.
Retrieval output demonstrates dedup/source-ranking behavior; syndicated copies do not count as independent supporting evidence.
The final report contains stable claim IDs for factual/causal conclusions and evidence references that resolve to specific source spans/structured facts, not only source homepages.
Each material factual/causal claim is machine-readably classified as supported / contradicted / insufficient evidence (or equivalent).
Unsupported/contradicted claims are not silently rendered as verified conclusions.
At least one inline citation can be opened from the report into the corresponding evidence/source detail.
Run metadata records model/provider, retrieval policy/version, relevant tools, and trace/eval identity where available.
The run is represented in the current Gold Case / evaluation path, or produces an equivalent reproducible eval artifact with groundedness/evidence checks.
Provide a reproducible test report with exact commands, Bun/OS, model/provider, query, source set, verifier summary and focused/full test results.
Attach screenshots of the final report and at least one claim → citation/evidence inspection path.
Maintainer note
The goal is not architectural completeness. A narrow, credible, end-to-end research report is more valuable than adding another broad abstraction. Prefer wiring existing components together and fixing contract gaps discovered along the path.
Problem
Deep Research has accumulated several strong subsystems — retrieval ranking, checkpoint/recovery, Gold Cases, Langfuse tracing, prompt-injection defenses, claim/evidence work, claim verifier work, and primary-source connectors — but the repository still lacks one explicit product acceptance target that proves these pieces work together as a complete research workflow.
Without that vertical slice, individual modules can be correct while the final report still loses source authority, evidence spans, verification status, or reproducibility between retrieval and synthesis.
Related: #13 #15 #20 #21 #30 #32 #39 #100
Current state
Folio currently has or is actively developing:
The missing piece is one canonical report flow that demonstrates the whole chain rather than another isolated subsystem.
Expected direction
Choose one real public company and one bounded research question, for example:
The production flow should be:
Primary sources should be preferred for factual financial claims; secondary sources may add interpretation or market context. Unsupported conclusions must remain visibly unsupported rather than being promoted into confident report prose.
Non-goals
Validation / acceptance criteria
Maintainer note
The goal is not architectural completeness. A narrow, credible, end-to-end research report is more valuable than adding another broad abstraction. Prefer wiring existing components together and fixing contract gaps discovered along the path.