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 Token & Cost Reduction
Measured context window token savings vs. unindexed Markdown repositories (ODS DAG resolution).
Connect system architecture decisions directly to concrete implementation functions and test suites without fragile line numbers.
ods context docs/architecture/storage-engine.md---
description: Storage engine architecture and pool initialization logic.
owner: infra-team
ods:
profile: architecture
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
---Link service interface specs directly to Protocol Buffer schemas and JWT auth handlers so AI tools generate verified client libraries.
ods context api/v1/auth-service.md---
description: Authentication microservice gRPC contracts and verification handlers.
ods:
profile: api
status: stable
code:
- path: proto/auth/v1/service.proto
role: schema
- path: src/auth/jwt_verifier.rs
symbol: verify_token()
role: implementation
---Formally connect clinical assay protocols to spectrometry data files and parent trial approvals for instant FDA regulatory audits.
ods lint trials/---
description: Phase 2 oncology protocol for compound X7 trial cohorts.
owner: clinical-compliance
ods:
profile: sop
status: stable
depends:
- trials/assay-validation-protocol.md
- bio/molecule-compound-x7.md
resources:
- path: data/lab-spectrometry-results.csv
---Bind cohort screening guidelines directly to institutional review board (IRB) approvals and DNA sequencing batches.
ods context trials/cohort-alpha-eligibility.md---
description: Clinical eligibility and cohort screening criteria for Alpha trial.
owner: trial-board
ods:
profile: guide
status: stable
depends:
- ethics/irb-approval-2026.md
resources:
- path: assays/dna-sequencing-batch-04.csv
---Build verifiable dependency trees across draft theorems, foundational lemmas, and simulation notebook implementations.
ods graph papers/---
description: Proof of polynomial speedup in noisy quantum circuit simulation.
ods:
profile: note
status: stable
depends:
- papers/foundational-lemma-01.md
code:
- path: notebooks/simulation_runner.py
symbol: run_quantum_circuit()
role: implementation
---Link scientific experiment hypotheses directly to training scripts, model hyperparameters, and benchmark datasets.
ods context experiments/bert-fine-tuning.md---
description: Hyperparameter optimization and fine-tuning benchmarks for BERT.
ods:
profile: guide
status: stable
code:
- path: scripts/train_bert.py
symbol: train_epoch()
role: implementation
- path: configs/hyperparams.yaml
role: config
---Isolate confidential audit procedures and M&A terms using private share boundaries to ensure zero secret leakage to public LLMs.
ods context compliance/soc2-data-retention.md---
description: SOC2 customer data retention rules and secret redaction boundaries.
owner: infosec-team
ods:
profile: policy
status: stable
share: private
---
# SOC2 Data Retention Policy
CONFIDENTIAL CUSTOMER ENCRYPTION KEYS & RETENTION MATRIX
Structure acquisition deal rooms with strict private boundaries, linking target valuation notes directly to audited balance sheets.
ods context dealroom/target-valuation.md---
description: Acquisition target valuation model and risk assessment memo.
owner: legal-ma
ods:
profile: decision
status: stable
share: private
depends:
- dealroom/audited-financials-2025.md
---Connect propulsion hardware specifications directly to 3D STEP files and thermal wiring diagrams with automatic rename refactoring.
ods mv specs/propulsion-old.md specs/propulsion-valve-assembly.md---
description: Main propulsion valve assembly ISO 9001 verification and CAD model.
ods:
profile: architecture
status: stable
depends:
- specs/iso-9001-thermal-test.md
resources:
- path: cad/engine_valve_3d.step
- path: schematics/wiring_diag.pdf
---Map ASIL-D functional safety specifications directly to embedded C++ battery management firmware routines.
ods context safety/battery-thermal-management.md---
description: High-voltage battery thermal management safety protocol (ISO 26262).
ods:
profile: architecture
status: stable
code:
- path: firmware/bms/thermal_control.cpp
symbol: monitor_cell_temp()
role: implementation
---Connect design system button specifications directly to React UI components and CSS custom properties token files.
ods context design/button-component-spec.md---
description: Design specification for Button component states and color tokens.
ods:
profile: feature
status: stable
code:
- path: packages/ui/src/Button.tsx
symbol: Button()
role: implementation
- path: packages/tokens/colors.css
role: config
---Keep corporate identity standards connected to official SVG brand marks and web typography files with automated disk verification.
ods lint brand/guidelines.md---
description: Corporate brand identity, typography rules, and vector asset links.
ods:
profile: guide
status: stable
resources:
- path: assets/logos/brand-mark.svg
- path: assets/fonts/dm-sans.woff2
---Bind database disaster recovery runbooks directly to Terraform RDS modules and Kubernetes failover manifests for rapid incident mitigation.
ods watch terraform/---
description: PostgreSQL failover and disaster recovery procedures.
ods:
profile: sop
status: stable
code:
- path: terraform/modules/rds/main.tf
role: infrastructure
- path: k8s/deployments/api-service.yaml
role: config
---Link ingress routing guides to Helm templates and cluster configurations so AI operators query accurate networking rules.
ods context k8s/ingress-routing.md---
description: Multi-cluster ingress gateway routing and TLS termination spec.
ods:
profile: architecture
status: stable
code:
- path: k8s/helm/templates/ingress.yaml
role: infrastructure
---Connect environmental protection policies directly to public water quality datasets and legislative amendment notes with zero vendor lock-in.
ods lint policy/---
description: 2026 Environmental compliance guidelines and water quality data.
ods:
profile: policy
status: stable
depends:
- policy/clean-water-act-amendment.md
resources:
- path: public/water_quality_index_2026.csv
---Bind payment security requirements to C++ tokenization engines and database migration schemas for compliant fintech architectures.
ods context payments/tokenization-engine.md---
description: PCI-DSS payment tokenization engine and PAN encryption logic.
ods:
profile: policy
status: stable
code:
- path: src/tokenization/encryptor.cpp
symbol: encrypt_pan()
role: implementation
- path: db/migrations/004_pan_tokens.sql
role: migration
---Ready to set up ODS in your project?
Initialize any folder with a single command and get instant, smart AI reading lists today.