SCBE-AETHERMOORE Operator Surface

Training Hub

local repo remains source of truth; Colab, Kaggle, Hugging Face, and Vercel are execution or publication surfaces

Colab notebooks
11
Hugging Face token
set
Kaggle credentials
missing
Zero-cost preflight
not run/blocked
Bijective gate
25/25
Operator bus
ready

Operator Agent Bus

The new bus is the practical coordination lane for bounded agent work: task packet in, local/private routing first, verification receipt out. It is not a public autonomy promise; it is the dispatch surface that keeps Codex, Claude, Cursor, Hugging Face, Colab, and local checks from stepping on each other.

Bus LayerWhat It DoesBuyer/Product Value
operator_agent_busRoutes narrow work packets into training, review, docs, release, and support lanes.Turns the repo from experiments into repeatable workflows with receipts.
Constrained decoding gateForces closed-vocabulary helper calls through the canonical schema before evaluation.Reduces support risk because the model must emit usable tool calls, not vague prose.
Verification receiptsRecords the command, artifact, gate result, and next action for each run.Makes delivery and troubleshooting inspectable after a customer buys.

Latest Training Proof

Local constrained bijective gate rerun: 25/25 passing across AV, RU, CA, UM, and DR on CPU with no new GPU spend. Receipt: artifacts/bijective_tongue/local_constrained_1778133356.json. Use this as a production-hardening proof for the shim, not as a general raw-model capability claim.

Daily Stack

StepCommandCost
refresh consolidated local bucketspython scripts/system/consolidate_ai_training.pylocal
verify zero-cost profile inputsnpm run training:preflight:zero-costlocal
open the safest remote compute lanenpm run training:surfaces -- --surface colabColab or existing subscription
review current candidates before new GPU timenpm run training:eval-matrix && npm run training:run-ledgerlocal
run reversible-buffer leakage testsnpm run experiment:info-leakage-bufferlocal
build Jupiter-ring feedback rowsnpm run training:jupiter-ringlocal
publish this operator viewnpm run training:hublocal/Vercel static hosting

Highest-Value Run Queue

RunTriagePlatformLaneNext Step
polly-coding-approval-metrics-v2/checkpoint-100EVALUATE_NEXTkagglecoding_approvalRun missing gates: frozen_perplexity, functional_benchmark.
polly-coding-approval-metrics-v2/checkpoint-60EVALUATE_NEXTkagglecoding_approvalRun missing gates: frozen_perplexity, functional_benchmark.
polly-coding-approval-metrics-v2/checkpoint-90EVALUATE_NEXTkagglecoding_approvalRun missing gates: frozen_perplexity, functional_benchmark.
brick3_instruct_live_20260424/checkpoint-30EVALUATE_NEXTlocalgeneral_trainingRun frozen perplexity plus functional coding-agent gate; do not merge until executable behavior passes.
brick3_instruct_live_20260424/checkpoint-60EVALUATE_NEXTlocalgeneral_trainingRun frozen perplexity plus functional coding-agent gate; do not merge until executable behavior passes.
brick3_local/checkpoint-400EVALUATE_NEXTlocalgeneral_trainingRun frozen perplexity plus functional coding-agent gate; do not merge until executable behavior passes.
brick3_local/checkpoint-450EVALUATE_NEXTlocalgeneral_trainingRun frozen perplexity plus functional coding-agent gate; do not merge until executable behavior passes.
brick3_local/checkpoint-500EVALUATE_NEXTlocalgeneral_trainingRun frozen perplexity plus functional coding-agent gate; do not merge until executable behavior passes.
20260426T013255ZEVALUATE_OR_RERUN_NEXThuggingface-job-packetaligned_foundationsConfirm remote artifact exists, pull/push adapter, then run the standard eval matrix.
20260425T010044ZEVALUATE_OR_RERUN_NEXThuggingface-job-packetbinary_hexConfirm remote artifact exists, pull/push adapter, then run the standard eval matrix.
20260426T091757ZEVALUATE_OR_RERUN_NEXThuggingface-job-packetdsl_synthesisConfirm remote artifact exists, pull/push adapter, then run the standard eval matrix.
20260426T091811ZEVALUATE_OR_RERUN_NEXThuggingface-job-packetdsl_synthesisConfirm remote artifact exists, pull/push adapter, then run the standard eval matrix.

Remote Compute Lanes

NotebookCategoryUse
scbe-finetune-freetrainingFree T4 LoRA fine-tuning lane for SCBE governance data.
qlora-trainingtrainingQLoRA training notebook for compact Colab model adaptation.
coder-code-primariestrainingQLoRA notebook for the SCBE coding-primaries lane across Python, JavaScript, Rust, Mathematica, Haskell, and Markdown.

Evidence Receipts

These paths are local repo receipts, not public download promises. Buyer delivery should go through the package URLs and manuals above.

PathStatusUse
artifacts/bijective_tongue/local_constrained_1778133356.jsonpresent25/25 constrained gate receipt
artifacts/training_run_ledger/latest/ledger.mdpresenttraining run ledger
artifacts/training_evaluation_matrix/latest.mdpresentevaluation matrix
products/packaged/SCBE_AI_Governance_Toolkit_v1.zipignored local artifactpaid Toolkit packet
products/packaged/SCBE_AI_Security_Training_Vault_v1.zipignored local artifactpaid Training Vault packet