vamseeachanta Provider Session Quota Operations
When to Use
Use when auditing provider session logs, routing work based on readiness/quota, creating utilization scorecards, or recovering provider-specific review capacity.
Class-Level Workflow
- Bootstrap paths/exporters and classify provider artifacts before deriving metrics.
- Distinguish quota/readiness dispatch from session-corpus learning transfer.
- Keep utilization scorecards computable and evidence-backed.
- Use provider-specific recovery notes for Gemini/Codex/Codex only as subcases under this broader workflow.
Consolidated Session Learnings
The references/ directory contains archived narrow skills absorbed during the 2026-04-29 umbrella consolidation pass. Use the subsections below as the class-level index, then open the named reference when a case-specific recipe is needed.
Absorbed Narrow Skills (2026-04-29)
inventory-readiness-provider-dispatch
- Former skill demoted to
references/inventory-readiness-provider-dispatch.md. - Preserved insight: Build and operate a computable readiness matrix that connects raw-data-to-GTM package stages with Codex/Codex/Gemini dispatch lanes and weekly credit pacing.
provider-utilization-scorecard
- Former skill demoted to
references/provider-utilization-scorecard.md. - Preserved insight: Refresh provider quota snapshots and generate a weekly Codex/Codex/Gemini utilization scorecard grounded in quota data when available and session-activity fallback when not.
provider-audit-bootstrap-and-path-classification
- Former skill demoted to
references/provider-audit-bootstrap-and-path-classification.md. - Preserved insight: Fix provider-session ecosystem audit failures caused by source-checkout imports and over-aggressive symbolic-path classification.
provider-session-ecosystem-audit
- Former skill demoted to
references/provider-session-ecosystem-audit.md. - Preserved insight: Audit Codex/Codex/Hermes/Gemini session logs, normalize provider-specific quirks, and wire recurring exports/reporting for ongoing ecosystem health checks.
provider-session-ecosystem-audit-and-exporters
- Former skill demoted to
references/provider-session-ecosystem-audit-and-exporters.md. - Preserved insight: Build and maintain cross-provider session-log audits for Codex, Codex, Hermes, and Gemini, including exporter design, normalization, and behavioral verification.
provider-session-learning-transfer
- Former skill demoted to
references/provider-session-learning-transfer.md. - Preserved insight: Refresh provider session audit, identify post-audit/unassessed sessions, extract actionable learnings, and transfer them into repo notes and GitHub issues before a follow-up implementation session.
gemini-review-capacity-recovery
- Former skill demoted to
references/gemini-review-capacity-recovery.md. - Preserved insight: Handle Gemini adversarial-review runs that emit repeated 429 capacity errors before either recovering with a real verdict or failing unavailable.
workstation-aware-provider-orchestration
- Former skill demoted to
references/workstation-aware-provider-orchestration.md. - Preserved insight: Plan and operate a Hermes-led control plane that routes AI provider work across workstations using quota urgency, machine readiness, GitHub issue gates, and a dispatch ledger.