ODS Across All Knowledge Domains
How different teams adopt ODS to keep their documents updated and reduce AI assistant costs by up to 94%.
Estimated Industry Cost Savings
16 Team Use CasesConnecting Design Decisions to Code
Software teams connect system design notes directly to specific functions and variables in their program files.
$ ods context docs/architecture/storage-engine.md ---
ods:
profile: guide
status: stable
depends:
- docs/architecture/database.md
code:
- path: src/storage/db.rs
symbol: init_pool()
role: implementation
- path: tests/db_test.rs
role: test
---Microservices Schema Connections
Software teams link API blueprints to service pages so AI assistants can write exact clients without errors.
$ ods context api/v1/auth-service.md ---
ods:
profile: spec
status: stable
code:
- path: proto/auth/v1/service.proto
role: schema
- path: src/auth/jwt_verifier.rs
symbol: verify_token()
role: implementation
---Medical Research Compliance
Research labs verify all links automatically to trace trial guidelines, lab notebooks, and molecules for auditing.
$ ods lint --strict trials/ ---
ods:
profile: spec
status: stable
owner: clinical-compliance
depends:
- trials/assay-validation-protocol.md
- bio/molecule-compound-x7.md
resources:
- path: data/lab-spectrometry-results.csv
---Trial Patient Guidelines
Medical centers connect trial eligibility guidelines to lab test notebooks and ethics approvals.
$ ods context trials/cohort-alpha-eligibility.md ---
ods:
profile: guide
status: active
depends:
- ethics/irb-approval-2026.md
resources:
- path: assays/dna-sequencing-batch-04.csv
---Research Papers & Citations
Research labs connect draft papers, mathematical proofs, and reference lists into clear connected maps.
$ ods graph --format dot papers/ ---
ods:
profile: feature
status: active
depends:
- papers/foundational-lemma-01.md
code:
- path: notebooks/simulation_runner.py
symbol: run_quantum_circuit()
role: implementation
---Reproducible Notebooks
Research teams connect project hypotheses to Jupyter notebooks and machine learning scripts.
$ ods context experiments/bert-fine-tuning.md ---
ods:
profile: guide
status: active
code:
- path: scripts/train_bert.py
symbol: train_epoch()
role: implementation
- path: configs/hyperparams.yaml
role: config
---Security Audits & Private Data
Companies use private file settings and secret tags to prevent sensitive data or secrets from leaking to public AI tools.
$ ods context compliance/soc2-data-retention.md ---
ods:
profile: guide
status: stable
share: private
owner: infosec-team
---
# SOC2 Data Retention Policy
CONFIDENTIAL M&A VALUATION DETAILS
Secure Financial Auditing
Legal teams set up transaction files with private boundaries for secure document reviews.
$ ods context dealroom/target-valuation.md ---
ods:
profile: spec
status: active
share: private
depends:
- dealroom/audited-financials-2025.md
---Aerospace Guidelines & 3D Models
Engineering teams link hardware manuals to 3D design files and safety documents with no broken links when files move.
$ ods mv specs/old.md specs/new.md ---
ods:
profile: spec
status: stable
depends:
- specs/iso-9001-thermal-test.md
resources:
- path: cad/engine_valve_3d.step
- path: schematics/wiring_diag.pdf
---Car Safety Specifications
EV engineering teams connect safety specifications directly to firmware program files.
$ ods context safety/battery-thermal-management.md ---
ods:
profile: spec
status: stable
code:
- path: firmware/bms/thermal_control.cpp
symbol: monitor_cell_temp()
role: implementation
---Design Spec & Code Tokens
Design teams link design documents to web code files to keep code matching the UI designs.
$ ods context design/button-component-spec.md ---
ods:
profile: feature
status: active
code:
- path: packages/ui/src/Button.tsx
symbol: Button()
role: implementation
- path: packages/tokens/colors.css
role: config
---Brand Guides & Image Links
Brand teams link identity guides to logos and font files to automatically verify links.
$ ods lint brand/guidelines.md ---
ods:
profile: guide
status: stable
resources:
- path: assets/logos/brand-mark.svg
- path: assets/fonts/dm-sans.woff2
---Cloud Setup & Emergency Guides
Operations teams link emergency guides to cloud configurations and setup scripts to help AI resolve issues fast.
$ ods watch terraform/ ---
ods:
profile: guide
status: active
code:
- path: terraform/modules/rds/main.tf
role: infrastructure
- path: k8s/deployments/api-service.yaml
role: config
---Cluster Setup & Deployment
Infrastructure teams map setup guides to deploy files and alert system rules.
$ ods context k8s/ingress-routing.md ---
ods:
profile: spec
status: active
code:
- path: k8s/helm/templates/ingress.yaml
role: infrastructure
---Public Rules & Data Graphs
Public agencies build connected policy guides and public catalog specs with zero vendor lock-in.
$ ods index --check policy/ ---
ods:
profile: spec
status: stable
depends:
- policy/clean-water-act-amendment.md
resources:
- path: public/water_quality_index_2026.csv
---Payment Security Guides
Payment platforms link security rules to encryption code modules and database setup scripts.
$ ods context payments/tokenization-engine.md ---
ods:
profile: spec
status: stable
code:
- path: src/tokenization/encryptor.cpp
symbol: encrypt_pan()
role: implementation
- path: db/migrations/004_pan_tokens.sql
role: migration
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