TVIJO
RUCart 0

COMP · v2 · 2026-10-15

Why fewer stars can still be the right choice

Mechanisms, evidence and a useful next step.

My first scale mixed two questions

COMP-v1 gave1point to a scoped/custom building block and2to documented support. Five scoped checks therefore summed to5/10. That arithmetic did not show50percent quality or half the business value. It mixed feature availability with delivery packaging, and made a service look uniformly weaker than a packaged runtime.

Read four separate dimensions

Capability: what mechanism is present. Readiness: what must be installed, configured or built. Business fit: what the buyer needs accepted. Evidence: documentation, scoped implementation or comparable runtime test. None of these is automatically a score for the other three.

When TVIJO is the better fit

Choose a scoped TVIJO engagement when you need an owned integration, explicit acceptance, operator handoff and adaptation to a domain process. Choose an existing agent runtime when its documented interface already covers your immediate personal-assistant need. The right delivery choice can use both. No head-to-head outcome benchmark has established a universal winner.

No cosmetic rerating

The first edition remains inspectable as a historical technical-coverage rubric. We did not turn our5into10. The current decision table names concrete options, gaps, scope and examples; an unknown is not an absence. A fair new numerical benchmark needs the same tasks, budget, acceptance and failure reporting for everyone.

Where TVIJO can be the better fit

For a buyer who needs an integrated, accepted deliverable and an operator handoff, the engagement can matter more than a packaged feature count. These are scoped strengths, not exclusive features or a measured victory.

Control the implementation and deployment

Our own project source lets us adapt task contracts, data handling and deployment to the engagement. Delivery and licensing rights are agreed in the contract.

Not unique ownership: several alternatives also expose source or support custom code. Source access does not prove speed, security or product quality.

Use a bounded team, not an agent-count slogan

Project components include task ownership, criteria, checkpoints and authenticated messages. Their scope is explicit. Codex/Claude subscriptions and DSHREM workers can have different roles.

Message-auth tests are scoped, not a universal worker rollout or OS sandbox. The1/3/6-worker experiment is a protocol, not a measured scaling win.

Inspect cost per accepted result

Metered DSHREM tasks have caps, holds and provider-reported charges. A cost worksheet includes failed work and review; subscription quota stays separate.

A budget cap is not a price quote or proof of cheaper delivery. Unknown spend remains unknown and blocks a final total.