Normalized Telegram record
Tokens Stay the Cost While Runtime Becomes the Product
The differentiated layer shifts toward execution, tools, policy, state, and user workflow while model inference remains metered input.
Signal contract
The differentiated layer shifts toward execution, tools, policy, state, and user workflow while model inference remains metered input. This dated record adds public evidence to the agent ready software exposes capabilities, agent economics moves to completed work analysis and keeps the claim auditable as the underlying products and practices change. Novelty: notable. Verification: source-linked.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | x.comsource | primary receipt | source_urls |
Observation
The differentiated layer shifts toward execution, tools, policy, state, and user workflow while model inference remains metered input.
Why it matters
This dated record adds public evidence to the agent ready software exposes capabilities, agent economics moves to completed work analysis and keeps the claim auditable as the underlying products and practices change.
Entities
No named entity extracted.
Provenance
This public record is an English normalization of QWG AI Telegram message 2457. The complete original-language post remains the canonical raw message.