Autonomous
Engineering Workforce.

Works alongside your engineers or independently to deliver complex engineering projects, end to end.

Explore the impact

Company knowledge. Human authority.

Continue to the organization view

02 / 11

A change never lives
in one file.

The decision explains the code. The code connects to the work. The work tells your engineers what needs their attention.

From AugmentedWolf’s own source

Replace the embedding provider.
Keep the callers working.

The migration connects a compatibility decision to query-time search and background indexing. The review must also cover where company data travels.

  1. DecisionPreserve the caller contract

    Keep vector fields, dimensions and return values compatible.

  2. Codeembed-client.js

    One interface for embeddings and result reranking.

  3. WorkSearch and indexing

    Queries and background jobs share this dependency.

  4. Human reviewApprove the data boundary

    Provider access and data handling need an explicit decision before rollout.

A source-backed example. The final step is a review requirement, not a claim that approval was recorded. Read the source review.

03 / 11

Know the blast radius before the first line changes.

Same interface. Different consequences.
Choose a change to trace what depends on it.

Changed interfaceEmbedding clientembed-client.js
Review requiredCode searchos-search.js

Builds query vectors and ranks results.

Review requiredKnowledge indexingos-embed-worker.js

Creates text vectors for background jobs.

2 dependent paths to review

The provider changes.
Both paths need review.

Search and background indexing call the same embedding interface. A provider change crosses both boundaries.

Check before rollout

  • Keep the code and text vector contracts compatible.
  • Exercise query-time search and background indexing.
  • Approve credentials and the external data boundary.
Curated from real imports and call sites. This is a bounded example, not a live portfolio scan.Inspect the evidence

04 / 11

Everything learned becomes organizational knowledge

Decisions, conversations, code, and documents stay connected to the work that produced them. The next engineer or agent starts with the context already assembled.

  1. WorkWhat happened
  2. LearningWhat mattered
  3. Shared contextWhat applies now
  4. Next sessionContinue immediately

05 / 11

Work continues on your servers

Start a complex engineering project. Close the laptop. AugmentedWolf continues through research, implementation, testing, and review on company infrastructure.

You startIntent and constraints
Company servers continueResearch · Implement · Test · Review
Ready for reviewThe next human decision

06 / 11

Autonomous execution. Verifiable results.

A frozen contract defines the job. Every run produces traceable artifacts, tests, reviews, costs, and an audit trail. When proof is missing, the system asks for a human decision.

ContractFrozen
ExecutionArtifacts attached
TestsEvidence recorded
ReviewStrict majority
ResultReady or escalated

Every action is tied to an identity, machine, model, cost, and result.

07 / 11

Productivity you can measure

See output, durability, rework, test discipline, delivery time, cost, reach, and trend by team and project.

Output
What reached production
Persistence
What remains live
Rework
What had to be rewritten
Tests
What shipped with proof
Cost
What each result consumed
Trend
What changes over time

08 / 11

Every model. Your infrastructure. Your rules.

Claude Code, OpenCode, external providers, and local models work through one policy layer. Each request uses an approved model, on an approved machine, with a complete trace.

Claude CodeOpenCodeProvidersLocal models
Company policy
TaskDataCostLocation

Source code and internal knowledge stay inside the company network when policy requires it.

09 / 11

An implementation you can inspect

A provider changed.
The contract stayed.

Requirement

Replace the local embedding service without changing the public return shape used by its callers.

Implementation

The Jina client returns the vector, field, dimension and model version. Code vectors use 1536 dimensions; text vectors use 1024.

Verified in source

Search and indexing import the shared client. Reranking explicitly logs failures and returns the original result order.

Human decision

Provider access and the data boundary require review. An approval record was not available in the inspected material.

Read the source review

Source reviewed 19 October 2026. Delivery time and spend were not recorded in this evidence. This verifies implementation, not autonomous delivery or a production outcome.

Historical snapshot 14 August 2026

Snapshot from AugmentedWolf's own project database. These are historical activity counts, not delivery benchmarks.

134,097
conversation turns
2,949
code symbols
641
knowledge entries
506
file summaries
241
engineering tasks
75
saved sessions

10 / 11

Built around your organization

Your repositories define the map. Your policies define where models run. Your gates define what can ship. Runningwolf implements and operates the system with you.

Repository estate Infrastructure Operating rules Production operation

11 / 11

Let's talk

Talk directly with Runningwolf about where AugmentedWolf would run, what it would connect, and what you need it to deliver.