DVNC Dev
Articles about DVNC Dev
Amazon Bedrock Managed Agents Compute Guide
Choose self-hosted compute or AgentCore Runtime for Amazon Bedrock Managed Agents, then gate the preview on identity, reconciliation, cost and cleanup evidence.
Desktop AI Agent Pilot Cost and Rollout Worksheet
Scope one legacy-application workflow with a whole-cost worksheet, five operating routes, 22 tested cases and an eighteen-part release gate.
OpenAI Agents API Self-Hosted Sandbox Lifecycle
Operate OpenAI Agents API sessions and self-hosted compute as separate lifecycles, with idempotent start, reconnect, shutdown and cleanup gates.
AI Incident Response Agent Cost and Rollout Worksheet
Scope one incident-response workflow with five operating routes, a whole-workflow cost model, tested controller and sixteen-part release gate.
A2A Voice Handoffs Need One Contact-Level Receipt
A tested contact receipt joins A2A task state, trace evidence, business read-back and the final owner of a live voice interaction.
21 Tests for an AI Incident-Triage Correlation Gate
A tested Node.js gate blocks transitive alert merges, binds approval to exact membership and reconciles the incident record.
A Desktop Agent Session Is a Lease, Not a Login
A portable lease binds desktop-agent identity, policy, interaction modes, stop control, telemetry and cleanup before a session is accepted.
GitHub Agentic Autofix Memory Validation Gate
Validate GitHub agentic autofix memories with origin evidence, current regression tests, ownership, cross-feature scope and rehearsed deletion.
AWS SES Agent Skill: Safe Email Send Boundary
Bind exact email authority around the AWS SES agent skill, avoid blind timeout retries, and reconcile acceptance with delivery evidence.
AgentCore Lifecycle Hooks: Tool-Call Deny Boundary
Place AgentCore lifecycle-hook policy at the last reversible point, separate Lambda decisions from notifications, and reconcile completed tool effects.
AI Security Questionnaire Cost and Rollout Worksheet
Scope one security-questionnaire workflow with a four-route evidence contract, joined cost model, tested classifier and rollout checklist.
OpenAI Prompt Objects: Production Migration Gate
Move OpenAI prompt objects into code with typed inputs, release evidence, cache comparisons, behavioral evals and an explicit rollback gate.
What an AI Release-Readiness Pilot Should Cost
A release-readiness worksheet for one repository and delivery path, with a four-route contract, tested gate, joined cost model and rollout checklist.
AgentCore IngestData: Reconcile HTTP 202
An evidence contract for AgentCore IngestData: stable idempotency, retained provenance, asynchronous read-back and failed-job recovery.
AI Employee Onboarding Agent Cost and Rollout
Scope one employee-onboarding workflow with a four-route contract, joined cost worksheet, authoritative read-back and controlled release checklist.
GitHub Actions Expired Artifacts: Keep a Manifest
Preserve GitHub Actions artifact identity, digests and verified copies before expiry removes the provider record from the UI and REST API.
Claude Compliance API Enrichment Gate
A least-privilege pattern for collecting Claude activity with a feed-only key, then resolving names through a case-bound higher-scope service.
GitHub Actions Workflow Runs API 2,500+ Limit
A tested method for partitioning saturated GitHub Actions workflow-run queries, enumerating each page and proving coverage from unique run IDs.
Three-Way Invoice Matching for AI Agents
Implement invoice, purchase-order and receipt matching with typed outcomes, stable duplicate keys, source-system read-back and 15 tested cases.
GitHub Proof of Presence and AI Agent Approval
GitHub's identity challenge raises the bar for sensitive actions. AI agents still need exact proposal binding, narrow credentials and read-back.
OpenAI API Key Governance: Issuance Before Rotation
A production control for OpenAI API keys: restrict issuance, inventory existing credentials, rotate with readback and prove revocation.
GitHub Copilot September 28 Policy Changes
Prepare for GitHub Copilot's September 28 policy, retention and Balanced code-review changes with a concrete enterprise release record.
HVAC AI Receptionist: Cost and Rollout Checklist
Scope one after-hours HVAC call workflow with an editable cost model, route acceptance matrix, safety boundaries and release checklist.
B2B SaaS Support AI: Cost Model and Rollout Checklist
Choose a support workflow with an editable cost model, five-route exception matrix and rollout checklist. For B2B SaaS support and engineering leaders.