Simulation Before Write
No agentic write operation executes without a prior simulation pass. Imagining consequences is not optional — it is the prerequisite to acting.
A simulation-first control plane for agentic software engineering. Software agents should imagine code futures before acting.
Treating software repositories as dynamic causal worlds — not static text — enables counterfactual planning, branch evaluation, and prediction-before-write workflows that autoregressive approaches cannot achieve.
Observatory Thesis
Systems that generate code by predicting the next token cannot reason about causal consequences. They write first and discover problems later.
A codebase is a deterministic, stateful world with defined laws (types, tests, contracts). It can be modeled, simulated, and reasoned over before any action.
Modern agentic environments provide state capture, tool access, artifact production, and execution verification - perfect conditions for a simulation control plane.
Model Context Protocol will serve as the bridge between the observatory's predictive intelligence and the tools that execute real interventions.
Live Observatory
Real-time visibility into world state, planned interventions, comparative timelines, experiment-centered lineage, replay-aware research consumers, evaluation persistence, advisory-only research prioritization, governed priority drift traceability, historically durable priority history, automated snapshot comparison surfaces, unified comparative governance synthesis, and closure-hardened release-candidate conditioning. Phase 24 active.
Capturing repo snapshot…
Scanning workspace…
Reading file metadata…
Analyzing imports…
Generating branch plans…
Reading repo signals…
Analyzing scope…
Building candidate branches…
Generating consequence projections…
Predicting branch outcomes…
Checking structural limits…
Analyzing prediction confidence…
Retrieving execution records…
Loading calibration data...
Retrieving ledger entries…
Reading immutable records...
Operating Principles
These are not guidelines. They are invariants. Any system claiming to implement CodeWorld Observatory must satisfy all four.
No agentic write operation executes without a prior simulation pass. Imagining consequences is not optional — it is the prerequisite to acting.
Every proposed change is evaluated as a counterfactual branch in the world model. The main timeline is never the first casualty of exploration.
Uncertainty is first-class data. Where the model cannot predict with confidence, the system makes that ambiguity explicit and visible to the operator.
Every plan, simulation, and outcome is recorded as an immutable, hashed artifact. The system can always trace the chain from intention to consequence.
Roadmap
Each phase is gated on the completion and verification of the preceding phase. No phase skipping.