WITHOUT A SHARED SYSTEM
Same project. Three different versions.
Developer ACursorArchitecture in a chat
Developer BCodexRules in a local file
Developer CChatGPTInstructions, repeated
Decisions disappear. Constraints drift. Context gets rebuilt.
AI ENGINEERING INTELLIGENCE
Give every AI tool
the same understanding
of your project.
Your tools are intelligent.
Make their understanding shared.
ARGV gives engineering teams a persistent project intelligence layer for Cursor, Codex, and other AI tools. Shared context, workflows, validation, and governance across the software lifecycle.
Built around your coding tools. Built for your whole project.
ONE PROJECT. ONE SOURCE OF TRUTH.01 / SYSTEM VIEW
Project truth
ArchitectureRequirementsRulesMemoryTests
ARGVProject intelligence & orchestration
Context → workflow → validationCursorTask Pack handoff
CodexTask Pack handoff
CLILocal Bridge
ExtensionPlanned
CIPlanned
A shared layer for the tools you useCursorCodexGitHub CopilotClaude CodeYOUR STACK. YOUR AGENTS.
01 / THE CONTEXT GAP
Smart assistants. Fragmented understanding.
Every developer starts a new conversation. Your project shouldn’t have to.
WITH ARGVShared project truth
One project intelligence layer.
Shared context · workflows · history
CursorCodexCLI
A consistent brief, wherever the engineering work happens.
02 / PROJECT INTELLIGENCE
A project system that remembers.
Keep the architecture, intent, and hard-earned decisions together. Put that understanding to work on every task.
Core context, memory, Task Packs, runs, and usage are available in the web platform. Expanded workflow automation and organization governance are planned.
PROJECT / PAYMENTS-APIPersistent intelligence
payments-apiThe project, beyond the current conversation.
Understand
ArchitectureRequirementsContext
Remember
MemoryEngineering rulesExecution history
Coordinate
WorkflowsValidationGovernanceUsage / cost
The next task starts with what your project already knows.
03 / CONTEXT-AWARE WORK
From project truth to verified progress.
A workflow should know which project it belongs to. ARGV structures the work around your constraints, then carries that context to your chosen engineering tool.
- 01
Project context
Architecture, memory, requirements, and the rules that matter.
- 02
Workflow
A project-aware plan with scoped tasks and acceptance criteria.
- 03
Execution
Contextual Task Packs for the engineering tool you choose.
- 04
Validation
Checks and regression criteria to verify the implementation.
- 05
Durable history
Keep the reasoning, context, and outcome for the next task.
More than a saved prompt. Context, tasks, acceptance criteria, and regression checks travel together. Coding happens in your external tool; validation criteria come back to the project.
Workflow model04 / AN IDEA, WITH A PLAN
From an idea to a working 3D game.
“Build a modern 3D Flappy Bird.” Start with the idea. Give the engineering work a shared understanding, a structured path, and a definition of done.
ARGV / PROJECT WORKSPACE01 / CREATE PROJECT
flappy-world
A modern 3D arcade game
02 / PROJECT UNDERSTANDING
03 / STRUCTURED WORKFLOW- Stack
- TypeScript · 3D renderer
- Architecture
- Separate game state & rendering
- Requirements
- Flight, pipes, collision, scoring
- Constraints
- Responsive · keyboard & touch
- Acceptance
- Predictable physics · restart works
- Scaffold the projectExample complete
- Model flight & collisionExample complete
- Build the gameplay loopExample complete
- Add UI & assetsNext
- Test & validateNext
04 / HANDOFF TO YOUR AGENT
Context + implementation tasks
+ acceptance criteria
FLAPPY / 3DBEST 024
12
Result conceptPhysics · gameplay · polish
05 / VALIDATE✓ Collision behavior✓ Restart flow✓ Input handling
06 / KEEP THE OUTCOME
The story shows how project intelligence guides a build. The scene and checks are illustrative; ARGV does not ship a one-click game generator or automatically execute these tasks.
API / SAAS FEATUREExample workflow
Implement subscription billing safely.
The feature is new. Your architecture and constraints already exist.
WebhookVerify & deduplicateEntitlement
- Requirements
- Plan changes, retries, cancellation
- Constraints
- Server-owned secrets · idempotent events
- Workflow
- Model → endpoints → implementation → tests
- Validation
- Duplicate events · invalid signatures · access checks
EXISTING CODEBASEExample workflow
Change authentication.
Keep the existing flows.
Bring the decisions behind the code into the next change.
Existing contextScoped changeRegression checks
- Context
- Session model · provider rules · redirects
- Affected code
- Login · callback · protected routes · logout
- Execution
- Task Pack carries the do-not-break rules
- Validation
- Sign-in · expiry · return URLs · existing sessions
05 / YOUR TOOLS, CONNECTED BY CONTEXT
Work where you already work.
ARGV doesn’t replace Cursor or Codex. It makes them project-aware.
Web platform
AvailableYour home for project intelligence, Task Packs, execution history, and usage. Project sharing is available; broader organization governance is planned.
payments-apiCLI
Workflow CLI plannedLocal Bridge is available for local handoff delivery. The broader project and workflow command experience is coming soon.
# Illustrative future syntax
$ argv project use payments-api
$ argv context
$ argv brain run implement-checkout
$ argv validateIDE extension
Coming soonBring the project’s understanding alongside the code and your agent.
checkout.ts ARGV
ARGVProject: payments-apiContextArchitectureRulesCurrent Task
Run workflow →
Send to agent ↗
Validate changes ✓
Send to agent ↗
Validate changes ✓
Integrations
PlannedFuture connections to the places engineering work begins and gets reviewed.
GitHubPlannedCIPlannedJiraPlannedSlackPlanned
Today: portable Task Packs for Cursor, Codex, Copilot, Claude Code, and generic coding agents. No direct integration with those tools is required.
06 / INTELLIGENCE THAT COMPOUNDS
An assistant for each developer.
A shared system for the company.
Buying another AI seat gives another developer an intelligent assistant.
ARGV gives the company a shared system for how those assistants understand and execute engineering work.
CursorCodexChatGPTIDE agents
ARGV shared project systemShared contextShared historyShared workflowsGovernanceValidationUsage / cost visibility
The organizational direction builds on today’s project sharing and persistent intelligence. Business administration, expanded governance, and team-level cost reporting are planned.
07 / START WITH YOUR PROJECT
Individual focus. Shared ambition.
Explore the core experience now. Choose the workspace that fits how you engineer.
Pro is an individual subscription. Collaboration and Business workspaces are planned separately. Subscription plan is independent from AI funding and provider choice.
FREE TRIAL
Get to know ARGV.
Experience project intelligence before choosing a paid plan.
Explore free10 sponsored generations
- ✓ Individual personal workspace
- ✓ 10 ARGV-sponsored generations
- ✓ Project Brain & Task Packs
- ✓ No project sharing on Trial
PRO
Your engineering workspace.
For individual engineers and freelancers.
$19per month · billed monthly
- ✓ Individual Pro subscription
- ✓ Unlimited personal projects
- ✓ Project intelligence & workflows
- ✓ No team/project sharing (Business later)
- ✓ Choose ARGV Managed or BYOK later
BUSINESS
How your company engineers.
For teams, agencies, and companies building a shared engineering system.
Coming soonOrganizational plan · not available for purchase yet
- ✓ Business workspace — planned
- ✓ Members & collaboration — planned
- ✓ Shared Brain — planned
- ✓ Workspace-owned subscription — planned
BETTER UNDERSTANDING. BETTER ENGINEERING.