EVIDENCE / 01 The evidence layer for AI agents

Know what your agents did. Understand why.

Auktra connects developer intent, context, tool calls, and downstream actions into a traceable run history—so you can investigate where behavior changed and what led to it.

Join the First 50 See an example run
Private beta Claude Code · Cursor · Codex · MCP · more

Choose a signal to explore

The Auktra raccoon mark rendered as a precision-made green and graphite sculpture
Evidence trace active Intent + actions connected

Follow the path between instruction and action.

See the example run
01 / THE EVIDENCE PROBLEM

Same output. Different run.

The agent said “done.” That doesn’t mean the run was right.

RUN / A

Stayed in scope.

Read the relevant source. Modify pagination. Run the tests. Finish the task.

RUN / B

Stopped making sense.

The same task ended with deployment context and a request for cloud credentials.

Same final message. Very different run.

Outputs alone cannot explain which context entered the run, where the path changed, or why the action happened.

02 THE EVIDENCE LAYER

Reconstruct the run.
Follow it to the cause.

Auktra is being designed to connect instructions, context changes, tool calls, and effects into evidence developers can investigate.

Interactive walkthroughFollow one coding-agent run, event by event.

RUN / PAGINATION-017
12.8 secEvidence active
Original request

Fix the pagination bug in the admin dashboard.

  1. 10:42:00

    Developer intent capturedFix admin pagination

    Intent
  2. 10:42:08

    Expected work completedSource → component → tests

    Context
  3. 10:42:11

    Deployment context enteredAfter a relevant test failure

    1st deviation
  4. 10:42:13

    AWS credentials requestedTraced to the earlier context shift

    Action
Evidence informs responseBlocking is one option—not the whole product.
  1. 01RecordKeep the trace
  2. 02WarnSurface concern
  3. 03ApprovalAsk a human
  4. 04BlockStop the action
01 / CAPTURE

Know what happened.

Preserve intent, context, tool calls, decisions, and downstream actions.

02 / CONNECT

Understand why.

Connect an action to the context and events that influenced it.

03 / INVESTIGATE

Find the first divergence.

See where the run first stopped matching the developer’s intent.

03 / RELIABILITY → SECURITY

The path gives the action meaning

Security should understand the task, not just the command.

First, evidence helps debug mistakes, bad context, and incorrect tool choices. The same evidence can later support task-aware warnings, approvals, and blocks.

01

Reliability first

Investigate mistakes, unexpected context, incorrect tools, and failed runs.

02

Causal, not just chronological

Connect intent → context → tool call → action, then surface the first divergence.

03

Control in proportion to evidence

Record, warn, require approval, or block—with the evidence behind the decision.

WHERE AUKTRA LIVES Evidence connected
01

Your coding agentClaude Code · Cursor · Codex

02

Auktra evidence layerObserve · correlate · investigate

03

Tools + systemsMCP · files · shell · APIs · cloud

04 FOUNDING COHORT

Join the first 50 developers shaping Auktra.

We’re working directly with developers building real agent workflows before opening Auktra more broadly.

50 carefully chosen
early-access spots