Closed-Loop Coding Agent

Autonomous Evolution Monitor
IDLE

Current Cycle

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0 / -
Completed iterations

Token Budget Consumption

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0
0 in / 0 out Limit: 500,000

Last Refactor Status

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No Runs
Waiting for cycle...

System Sync

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Real-time update heartbeat

DGM Fitness

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-
Test pass rate Best: -

Latest Refactoring Action

No refactoring action registered yet.

System Metrics Summary

Goal Drift Index (GDI) - Limit ≤ 0.440
Constraint Score (CPS) - Target = 1.0
Regression Risk - Threshold < 80%
Prompt Optimization - -

Mathematical Drift Coefficients

SAHOO regulates model modifications through multi-dimensional similarity distances to prevent regression and semantic drift.

Semantic Drift (Trigram Cosine Distance) -
Lexical Drift (Levenshtein Edit Distance) -
Structural Drift (Line & Size delta) -
Distributional Drift (Keyword Frequency delta) -

Harness Halting Policies

Goal Drift Index (GDI) ≤ 0.440

Calculates semantic weight of drift. Triggers hard halt if surpassed.

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Constraint Preservation (CPS) = 1.0

Safety lock. Checks path safety, dynamic eval ban, compile success, and secret hardcoding.

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Regression Risk ≤ 80%

Gaussian CDF model of performance regression risk based on historical scores.

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Prompt Benchmarking and Utility Scores

Prompt optimization mutates the Task Agent system prompt and benchmarks efficiency metrics (time, token usage) against a baseline task.

No prompt benchmarking runs registered yet.

Learnings Registry (Learnings.md)

Reading persistent experiences and repo learnings...

Skill Registry & Playbooks

This registry tracks self-evolved playbooks and code refactoring achievements that have been successfully integrated into the system.

Loading registered skills...

Daemon Console Output

Loading evolution logs...

Live Research Decision Log

This log records active agent decisions, debugging actions, compiler feedback, and system state snapshots dynamically.

No research sessions recorded yet. Start a task to log decisions.

DGM Agent Archive & Selection Tree

This archive tracks the evolved population nodes (stable commits) of the agent. If evolution fails repeatedly, the system backtracks to one of these verified parent states.

No evolved agent nodes in the archive yet. Complete a successful evolution step to record a parent node.

OpenHands Central Event Stream

Live append-only stream recording agent Actions and environment Observations.

No events recorded in the stream yet.

Active Microagents Registry

Lightweight specialized sub-agent instruction profiles loaded dynamically by triggers.

Loading microagents...

Evolution Cycles History

Waiting for evolution cycles to commit...