Timmy_Foundation/the-nexus
16
1
Fork 2
Code Issues 109 Pull Requests Actions 16 Packages Projects Releases Wiki Activity

[INFRA] Context caching and batch API setup for cost optimization #762

New Issue
Closed
opened 2026-03-30 01:57:08 +00:00 by Timmy · 1 comment
Timmy commented 2026-03-30 01:57:08 +00:00
Owner
Copy Link

Phase 5 — Advanced Integration

Objective

Set up Gemini's context caching (for frequently used system prompts like SOUL.md) and batch API (for bulk operations) to optimize costs and latency.

Context Caching

  • Cache SOUL.md + system prompt → reuse across all reasoning calls
  • Cache architecture docs → reuse across code generation calls
  • Monitor cache hit rates and cost savings

Batch API

  • Use for: bulk issue analysis, batch code review, mass image generation
  • Implement job queuing and result collection

Acceptance

  • Implement context caching for SOUL.md (measure latency reduction)
  • Implement context caching for architecture docs
  • Set up batch API for bulk operations
  • Add cost tracking dashboard / log
  • Document cost comparison: cached vs uncached, batch vs individual
## Phase 5 — Advanced Integration ### Objective Set up Gemini's context caching (for frequently used system prompts like SOUL.md) and batch API (for bulk operations) to optimize costs and latency. ### Context Caching - Cache SOUL.md + system prompt → reuse across all reasoning calls - Cache architecture docs → reuse across code generation calls - Monitor cache hit rates and cost savings ### Batch API - Use for: bulk issue analysis, batch code review, mass image generation - Implement job queuing and result collection ### Acceptance - [ ] Implement context caching for SOUL.md (measure latency reduction) - [ ] Implement context caching for architecture docs - [ ] Set up batch API for bulk operations - [ ] Add cost tracking dashboard / log - [ ] Document cost comparison: cached vs uncached, batch vs individual
Timmy added this to the M5: Google AI Ultra Integration milestone 2026-03-30 01:57:08 +00:00
Timmy added the google-ai-ultrap2-backloggemini-apiinfrastructure labels 2026-03-30 01:57:08 +00:00
Timmy commented 2026-04-03 22:59:52 +00:00
Author
Owner
Copy Link

Audit: Google AI Ultra integration epic — these are aspirational proposals, not scoped work. Closing. Reopen individually with acceptance criteria if needed.

Audit: Google AI Ultra integration epic — these are aspirational proposals, not scoped work. Closing. Reopen individually with acceptance criteria if needed.
Timmy closed this issue 2026-04-03 22:59:52 +00:00
Sign in to join this conversation.
No Branch/Tag Specified
Branches Tags
Labels
Clear labels
222-epic
3d-world
actionable
agent-presence
aistudio-ready
assigned-aistudio
assigned-claude
assigned-claw-code
Queued for Code Claw (qwen/openrouter)
 assigned-gemini
assigned-groq
assigned-kimi
assigned-kimi
Dispatched to Kimi via OpenClaw
 assigned-perplexity
assigned-sonnet
claude-ready
claw-code-done
Code Claw completed this task
 claw-code-in-progress
Code Claw is actively working
 deprioritized
duplicate
epic
Epic / umbrella issue
 gemini-api
Gemini API integration
 gemini-review
google-ai-ultra
Google AI Ultra integration work
 groq-ready
harness
identity
Timmy identity and branding
 infrastructure
kimi-done
Kimi completed this task
 kimi-in-progress
Kimi is actively working on this
 kimi-ready
media-gen
AI media generation (image/video/audio)
 modularization
needs-design
nostr
p0-critical
p1-important
p2-backlog
performance
perplexity-ready
portal
research
Deep research and planning tasks
 sonnet-ready
sovereignty
velocity-engine
Auto-generated by velocity engine
No Label gemini-api google-ai-ultra infrastructure p2-backlog
Milestone
No items
No Milestone M5: Google AI Ultra Integration
Projects
Clear projects
No project
Assignees
Clear assignees
KimiClaw Rockachopa Timmy allegro antigravity bezalel claude claw-code codex-agent ezra gemini google grok groq hermes kimi manus perplexity sonnet
No Assignees
1 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: Timmy_Foundation/the-nexus#762
Delete Branch "%!s()"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?