16 — Model routing and tiered delegation - jackin'

Why jackin'?Installation Verifying Releases Quick Start Core Concepts Design Principles

Workspaces Mounts Parallel Agents Parallel Agent Coordination Environment Variables Run Telemetry

GitHub CLI Authentication Z.AI (GLM Coding Plan)MiniMax (Token Plan)Kimi

Running inside tmux Security Model Comparison with Alternatives

Token-Optimization Research Dossier Token-Optimization Research Brief 00 — Executive Summary 01 — Token Economics and Measurement 02 — Baseline Audit of This Environment (Phase 0)03 — Prior art and market scan 10 — Style and Language Compression — Beyond Caveman 11 — Tokenizer arbitrage 12 — Context architecture — what enters the window at all 13 — Caching exploitation 14 — Retrieval, memory, and state offloading 15 — Output discipline and structured generation 16 — Model routing and tiered delegation 17 — Multi-agent protocols and subagent compression 18 — Provider-level features, current and beta 19 — Infrastructure-level (self-hosted / gateway tier)20 — Frontier — unrealistic but maybe real 30 — Composed Stacks: Conservative / Aggressive / Unbelievable 31 — Validation Harness: the No-Quality-Loss Proof Protocol 32 — Adoption Roadmap: Day 1 / Week 1 / Month 1 40 — Volume II extension: gap audit and blind-spot map 41 — Subscription & quota economics: the metric Volume I optimized was the wrong one for a subscriber 42 — Multimodal token economics: images, screenshots, PDFs 43 — Latency, wall-clock, and human-time as a second cost axis 44 — Fleet, team & multi-tenant cache economics (hosted)45 — Cross-agent / cross-provider portability matrix 46 — Fresh literature & market delta (clean-room re-sweep)47 — Meta layer: the cost of optimizing, budget governance, and online quality guarding 48 — Volume II frontier: new "unrealistic but maybe real" ideas 49 — Volume II: coverage-delta ledger, verdict delta, and corrections 51 - Code-intelligence tools: codedb, fff, CodeGraff, and alternatives 52 - Qdrant and vector databases for agent context 53 — Headroom and the context-compression layer (vs the caveman ecosystem)54 — Context-compression literature and market delta (2024–2026)55 — Token observability and session visualization (token-optimizer and peers)56 — RTK and write-time observation compression