GPU environments
Cluster setup, containers, scheduling, storage and resource monitoring.
DAPPWEB / INFRASTRUCTURE ENGINEERING
AI. Blockchain.
Built on solid ground.
From model deployment and training to DApps, institutional payments and CBDC research. Define one verifiable scope, then build and hand over in stages.
01 / AI infrastructure
Deploy. Train. Measure.
Private model deployment
Model selection, multi-GPU serving, internal or offline APIs and access controls.
Inference optimization
Quantization, engine adaptation and latency, throughput and memory benchmarks.
Fine-tuning
LoRA/QLoRA, supervised or full-parameter fine-tuning with agreed evaluations.
Pretraining feasibility
Domain-adaptive pretraining, data/tokenizer review and small-scale runs before larger compute commitments.
Data and model operations
Licensed-source records, cleaning, annotation, versioning, checkpoints and rollback.
DELIVERYDeployment configuration, model artifacts, reproducible training/evaluation records and runbooks.
02 / Enterprise AI
Knowledge into workflows.
Knowledge and RAG
Document processing, hybrid retrieval, reranking, citations and permission boundaries.
Agents and automation
Tool integration, bounded workflows, human approvals and failure recovery.
Business system integration
Connect approved CRM, ERP, databases and internal APIs.
Evaluation and governance
Task-specific tests, privacy controls, feedback and version acceptance.
DELIVERYA scoped application, knowledge pipeline, integration interfaces and acceptance evidence.
03 / DApp engineering
Contract to customer.
Wallets and accounts
Connections, signing, network changes and transaction lifecycle states.
Contracts and APIs
Agreed contract modules, existing ABI integration, tests and deployment scripts.
Onchain data
RPCs, event indexing, monitoring, duplicate handling and state reconciliation.
DEX and asset applications
Selected swap, approval, liquidity, token and NFT flows.
Payments and orders
Payment matching, confirmations, refunds and exception reconciliation.
Network adaptation
Assess EVM, Solana and Move ecosystems per module and dependency.
DELIVERYSource changes, normal/failure-path tests and deployment handover. Audit and mainnet release are separately scoped.
04 / Institutional systems
Connect institutions.
Permissioned networks
Node admission, identities, governance and upgrade workflows.
Asset lifecycle
Registration, authorized issuance/redemption, transfer rules and offchain reconciliation.
Institutional key interfaces
HSM integration planning, approvals, rotation and recovery exercises.
Interoperability and privacy
Payment interfaces, ledger messaging, data minimization and authorized audit access.
DELIVERYAn agreed prototype or integration module, gateway, operator tools and validation records.
05 / Sovereign infrastructure
Research to controlled pilot.
CBDC architecture research
Retail/wholesale scenarios, operating roles and centralized versus distributed ledger assessment.
Sovereign deployment
Local infrastructure, isolation, dependency records and source/operations transfer.
Authorized lifecycle prototypes
Simulated issuance, distribution, redemption, destruction and supply reconciliation.
Banks, wallets and merchants
Two-tier interfaces, wallet/payment prototypes and institution reconciliation.
Offline and settlement trials
Device/risk feasibility, double-spend controls, DvP/PvP and cross-system trials.
Resilience and oversight
Authorized reporting, privacy assessment, capacity tests and recovery exercises.
DELIVERYArchitecture studies, sandbox modules, pilot evidence and handover. Production responsibilities require authority, specialist review and institutional acceptance.
06 / DELIVERY
Validate first. Then scale.
- 01
Assess
Goals, systems, data permissions and acceptance.
- 02
Validate
A model, compute baseline or one critical flow.
- 03
Implement
Defined modules, milestones and dependencies.
- 04
Hand over
Test evidence, source, configuration and runbooks.
Scope and procurement
Technical services, compute/cloud, third-party licenses, independent assessments and maintenance are itemized separately. Training outcomes, throughput, timing and cost are agreed after baseline assessment.
A CBDC may use a centralized or distributed ledger. Monetary policy, issuance authority and regulatory rules remain with the competent institutions. This catalog does not establish central-bank authorization, sovereign project credentials or production qualification. Offline payments, cryptographic infrastructure and core production systems require specialist validation and confirmed delivery arrangements.
Technical references: BIS CBDC architecture ↗ · Project Rosalind ↗
START WITH ONE DELIVERABLE
Which layer are you building?
Share the goal, current environment, data/access constraints, budget and target date. Start with an assessment or pilot.