Development / PUBLIC-SAFE SUMMARY

Student decisions and AI assistance

Documented assistance policy

Siyaa defines research goals and owns scientific decisions, review and interpretation. Codex is the current development assistant for code, tests and technical documentation.

An earlier local-model workflow was evaluated and discontinued for this project's needs. It is historical tooling, not a component of the current app.

The private append-only evidence ledger records assistance, decisions and measured operations separately. Its hash chain is tamper-evident, not immutable storage or independent proof that every external activity was captured.

Website summaries contain reviewed claims and source references. Raw prompts, private records and unredacted logs are not included. Draft reflections must be written/reviewed by Siyaa before being presented as her learning.

Supporting workspace artifacts

Source locations identify the original artifacts in the private project. Raw files are not publicly served. Hashes identify the reviewed source snapshot; they are provenance, not external certification.

• docs/ai-tooling.md:59SHA-256 c76e54933ce52f6789c9513a1e015854dbc09b08e28b39122356f3a6fadd1732
• docs/evidence-policy.md:57SHA-256 08df7ef1cc195339706cd22e54a09305eea1cb2eb0dfadb95feac48eb6321f79