Every AI session accumulates dead weight — context your agent no longer needs but keeps paying for. AEL measures it, models it, and tells you exactly when to cut it loose.
The inefficiency is structural — it's baked into how AI sessions work. Nobody measures it. We do.
Every token added to context gets paid for again on every subsequent API call. The overhead doesn't grow linearly — it accelerates like a wedge.
A single turn with 6 tool calls re-reads the full context 6 times. One heavy turn can cost more than $0.13 in pure overhead — for context your agent already processed.
File reads, browser snapshots, completed task logs — all marked irrelevant after use, all still in context, all still billing. The efficiency limit is real.
Real numbers from a real productive session — UI development, code edits, analysis. Not a stress test. A normal day.
AEL is a formal framework — not a heuristic. It derives the exact spawn condition from first principles and caching economics.
When an AI agent's context fills with irrelevant content, every subsequent turn pays to re-read it. The Agent Efficiency Limit defines the precise moment when spawning a fresh session — with a clean, minimal context — becomes cheaper than continuing.
The spawn condition is derived from the ratio of cached to uncached token pricing. Across every major AI provider, this ratio is 10:1. That's not a coincidence — it's a structural property AEL exploits.
The framework includes a Bayesian update rule for improving spawn timing over time, a formal proof of optimality, and empirical validation on real sessions.
7 Provisional Patents Filed — March 27, 2026AEL tools plug into your existing agent infrastructure. No rewrites. No new framework. Just efficiency.
Real-time session monitoring with per-component δ controls, V_shed calculation, spawn recommendations, and a cache TTL timer. Works with Anthropic, OpenAI, Gemini, and Grok — with Mistral, Cohere, and hosted Llama providers planned.
Zero-code integration for any agent framework. Drop it alongside your existing setup — LangChain, CrewAI, OpenAI Agents, or raw API. No agent changes required.
Browser extension for monitoring AI sessions directly in Claude.ai, ChatGPT, and other web interfaces. AEL for non-developers.
Everything you need to know about AEL, the Dashboard, pricing, and supported frameworks.
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