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Less inference. Lower cost. Faster completion.

Resin finds recurring work in coding-agent sessions and compiles it into qualified tools. Matching runs use less inference, cost less, and finish faster.

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Selected session evidence

3 selected sessions

Resin compares recurring work across coding-agent sessions.

  • Codex CLI2 sessions
  • Claude Code1 session
Pattern repeated in all 3
Stable work Resin found

The same 2 steps

  1. 1Find the repository files
  2. 2Prepare the file list

Stays with your agentYour agent still decides what to change.

Resin compiles and qualifies
Tool Version 1Qualified
Tool

collect-repo-context

Collect the needed repository files before your agent starts the task.

Quality Checks
12/12 passed
Savings Factor
Estimated 68% vs Baseline
Activates automatically inside the Capability Envelope.
Less inferenceLower costFaster completionMeasured against a Baseline

Qualification & activation

Qualified tools activate automatically inside your Capability Envelope.

Each Tool Version must pass deterministic Quality Checks and fit the project's pre-authorized Capability Envelope before Resin activates it.

Out-of-envelope access stops activation.

A Tool Version activates only when every required capability stays in bounds.

Raw logs stay on this machine.

Before comparison, Resin removes detected secrets, identifiers, and raw local paths.

Repository-specific tools

Same job. The right commands for each repository.

A task may need different commands, paths, and dependencies in each repository. Resin tests each tool and update against the repository where it will run.

Same taskCollect the repository files this task needs

Implemented for each repository

This repositoryIts commands, paths, and dependencies
Another repositoryA different implementation of the same task
Resin qualifies an update only after it passes in that repository.

Illustrative estimate

See how each estimate is calculated.

Estimated savings apply each Tool Version's Savings Factor to matching runs after activation.

Baseline42k tokens
Savings Factor · Tool Version 368%
Matching runs after activation14
Illustrative estimate≈400k tokens avoided

Baseline from selected matching sessions. Each Tool Version is measured separately. This is an Inference Savings Estimate, not a guarantee or cash balance.

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