Climate Reality describes.
Contexts and constraints come first. A statement becomes meaningful when its physical, computational, and evidential conditions are explicit.
Featured Statement
Engineering Statements With AGAPI-Agents
Toward reproducible specifications for agentic science. Engineering Statements specify next steps in context.
Climate Reality describes contexts and constraints. Engineering Statements specify next steps in context. Climate Democracy prescribes collaborative action.
Premise
AGAPI-Agents demonstrates an open-access agentic platform for scientific workflows. It connects reasoning engines with scientific tools, databases, and machine-learning models through an Agent–Planner–Executor–Summarizer architecture.
Engineering Statements propose a portable specification layer for this kind of work: claims, constraints, tools, evidence, workflows, and outputs written clearly enough to be inspected, reproduced, extended, and improved.
Engineering Statements specify.
Specifications translate scientific intent into next steps: what to test, what tools to use, what evidence to keep, and what outputs to produce.
Climate Democracy prescribes.
Shared context and reproducible artifacts can support collaborative action instead of isolated claims or premature division.
Engineering Statements Specify
An Engineering Statement is not merely a prompt. It is a structured statement of scientific intent that preserves context while defining executable next steps.
- Claim / Objective
- Constraints
- Tools and Data
- Workflow
- Evidence
- Outputs
AGAPI-Agents
AGAPI provides open infrastructure for agentic science by connecting scientific intent to planning, execution, evidence, summarization, and scientific results.
Its materials-science workflows include database search, property prediction, force-field optimization, X-ray diffraction analysis, band-structure calculation, heterostructure construction, and multi-step defect engineering.
Why Constraint Evaluation Matters
Tool use is not automatically beneficial. Scientific agents need ways to evaluate whether a selected tool, database, model, or workflow improves the statement being tested.
Engineering Statements make that evaluation explicit by separating preferences, constraints, evidence, and outputs. Preferences guide the approach. Constraints preserve meaningful evaluation.
Shared Scientific Intent
This page is an initial Climate Reality feature for the in-progress engineering-statements repository. Repo outputs, notebooks, YAML examples, and executable artifacts can be added as the project develops.
Next Step: Use AGAPI Through Engineering Statements
The next technical step is to use AGAPI directly, starting from a clear Engineering Statement instead of an isolated prompt. The statement specifies the objective, constraints, evidence, tools, workflow, and outputs before an agentic science system begins planning or execution.
The first companion artifact is agapi-agents.yaml . It is a portable YAML specification connecting AGAPI-style infrastructure with reproducible next steps.
The companion notebook demonstrates the workflow by loading the YAML, rendering a readable Engineering Statement, and writing reusable Markdown, JSON, and YAML outputs.
Open the AGAPI Engineering Statement notebook in Google Colab →
Explore Further
- 📄 AGAPI-Agents paper AGAPI-Agents: An Open-Access Agentic AI Platform for Accelerated Materials Design on AtomGPT.org.
- 💻 AGAPI GitHub repository Open implementation from atomgptlab.
- 📓 AGAPI example notebook JARVIS tools notebook demonstrating AGAPI usage.
- 🗣️ AGAPI announcement thread Original social post from Dr. Kamal Choudhary.
- 🧪 Engineering Statements repository In-progress specification layer for shared scientific intent.
- 🧾 AGAPI Engineering Statement YAML Portable specification for claims, constraints, evidence, workflows, outputs, and next steps.
- 📓 AGAPI Engineering Statement notebook Companion notebook that loads the YAML and renders reusable artifacts.