diff --git a/_sidebar.md b/_sidebar.md index 17acc05..f4772ec 100644 --- a/_sidebar.md +++ b/_sidebar.md @@ -134,6 +134,7 @@ * [Ai agent orchestration](docs/ai-agent-orchestration.md) * [Ai agent self healing architectures](docs/ai-agent-self-healing-architectures.md) * [Ai agent semantic routing](docs/ai-agent-semantic-routing.md) + * [Ai agent token optimization strategies](docs/ai-agent-token-optimization-strategies.md) * [Ai agent tool calling architectures](docs/ai-agent-tool-calling-architectures.md) * [Ai agent vibe coding state machines](docs/ai-agent-vibe-coding-state-machines.md) * [Antigravity ide vibe coding](docs/antigravity-ide-vibe-coding.md) diff --git a/docs/ai-agent-token-optimization-strategies.md b/docs/ai-agent-token-optimization-strategies.md new file mode 100644 index 0000000..02873de --- /dev/null +++ b/docs/ai-agent-token-optimization-strategies.md @@ -0,0 +1,64 @@ +--- +technology: AI Agents +domain: Documentation +level: Senior/Architect +version: Agnostic +tags: [ai-agents, vibe-coding, orchestration, token-optimization, best-practices] +ai_role: Senior Architect +last_updated: 2026-05-07 +--- + +# 🤖 AI Agent Token Optimization Strategies + +> 📦 [best-practise](../README.md) / 📄 [docs](./) + +In 2026, efficient Token Optimization Strategies are MANDATORY for scaling Multi-Agent Systems. This guide ensures AI Agent Orchestration operates within optimal token limits. + +## 1. Context Payload Inflation + +### ❌ Bad Practice +```typescript +class Orchestrator { + async run(task: string, db: Database) { + const fullDatabaseDump = await db.getAllRecords(); + const prompt = `Solve this: ${task}. Context: ${JSON.stringify(fullDatabaseDump)}`; + return await llm.predict(prompt); + } +} +``` + +### ⚠️ Problem +Injecting unpruned global state into prompts causes immediate context window overflow, leading to unpredictable hallucinations, severe O(n) performance degradation, and massive token cost explosions. + +### ✅ Best Practice +```typescript +class Orchestrator { + async run(task: string, vectorDb: VectorDatabase) { + const relevantEmbeddings = await vectorDb.query(task, { limit: 5 }); + const prompt = `Solve this: ${task}. Context: ${JSON.stringify(relevantEmbeddings)}`; + return await llm.predict(prompt); + } +} +``` + +### 🚀 Solution +Dynamically pruning context using Semantic Search and Vector databases explicitly limits the input to O(1) relevant context. This strict boundary MUST be enforced to guarantee deterministic outcomes and systemic stability. + +> [!IMPORTANT] +> Agents MUST NOT be provided with unpruned context. Only retrieve the minimal viable context. + +## 2. Process Flow + +```mermaid +graph LR + A[User Task] --> B(Orchestrator) + B --> C{Semantic Search} + C -->|Pruned| D[Worker Agent] + D --> E[Deterministic Output] + + classDef default fill:#e1f5fe,stroke:#03a9f4,stroke-width:2px,color:#000; + classDef component fill:#e8f5e9,stroke:#4caf50,stroke-width:2px,color:#000; + + class A component; + class D component; +``` diff --git a/sitemap.xml b/sitemap.xml index b60e303..d4546eb 100644 --- a/sitemap.xml +++ b/sitemap.xml @@ -5,775 +5,835 @@ http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd"> https://beginwebdev2002.github.io/best-practise/ - 2026-04-15 + 2026-05-07 daily 1.0 https://beginwebdev2002.github.io/best-practise/#/docs/ai-agent-context-injection-pipelines - 2026-04-06 + 2026-05-07 weekly 0.8 https://beginwebdev2002.github.io/best-practise/#/docs/ai-agent-context-pruning - 2026-04-14 + 2026-05-07 weekly 0.8 https://beginwebdev2002.github.io/best-practise/#/docs/ai-agent-dynamic-context-pruning - 2026-04-14 + 2026-05-07 + weekly + 0.8 + + + https://beginwebdev2002.github.io/best-practise/#/docs/ai-agent-event-driven-orchestration + 2026-05-07 + weekly + 0.8 + + + https://beginwebdev2002.github.io/best-practise/#/docs/ai-agent-fault-tolerance-patterns + 2026-05-07 weekly 0.8 https://beginwebdev2002.github.io/best-practise/#/docs/ai-agent-memory-architectures - 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