← Start Here · This is Step 3: The Infrastructure
LAO picks the right model, cuts wasted tokens, and provides infrastructure for capturing, anchoring, verifying and reusing Agent Experience.
LLM vendors sell tokens. Runtimes move them. LAO watches the door for you.
Install LAO — free & open source For Agents →
Apache 2.0 · No telemetry · No lock-in
LAO is open source (Apache 2.0). Install it, read the code, fork it, run it on your real workload. Every claim is auditable against the source. Your keys stay with you — zero telemetry, zero lock-in.
Every operation that passes through LAO generates operational data. LAO provides the infrastructure to capture this data with full context — which task, which model, what outcome — so it can become verified Experience.
Cache-miss requests are 8.5% of token volume but 56% of cost measured · pending official reconciliation. LAO plugs that hole. Cache hit rate: 91.3% measured · pending official reconciliation.
LAO is the entry point for Agent reliability — the layer that sits between your LLM and your Runtime. It is not the entire solution. It is the foundation on which Experience-based reliability is built.
Status applies at claim level. The table below shows the authoritative status of each claim on this page.
| Claim | Status |
|---|---|
| LAO is open source (Apache 2.0) | TODAY |
| LAO provides model routing + cache-aware token optimization | TODAY |
| Cache hit rate: 91.3% | TODAY · measured · pending official reconciliation |
| LAO has zero telemetry | TODAY |
| Formal Experience verification and fingerprinting pipeline | NEXT |
| Experience reuse across sessions (Reliable Agent Layer) | NEXT |
Your Agent has a task
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LAO picks the right model (cost, capability, history)
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LLM responds → LAO checks: cache hit or miss?
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Hit (91.3%) → instant response, near-zero cost
Miss (8.5%) → full LLM call, but Experience captured
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Every outcome → anchored for future reuse
Cache-miss is 8.5% of volume but 56% of cost. LAO plugs that hole. Source →
LAO captures Experience. But Experience is not the end — it is the beginning of a chain that leads to Agent reliability.
LAO captures Experience TODAY
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Experience makes Agents reliable
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Reliable Agents become digital employees
Nobody on the vendor side gets paid when you spend less. So someone independent has to sit between your LLM and your Runtime — representing no vendor, aligned only with you.
No markup, no cut per token. Your saved cost is the only metric.
Apache 2.0. Every claim carries its source and waits for official reconciliation.
Your keys, your data, no telemetry. Walk away anytime.
No figure appears without a source. Cost numbers publish only after official reconciliation. How we verify →
Slots ready; receipts being reconciled one by one.
LAO is the entry point — not the destination. Here is what it connects to.
What LAO captures. Why it is different from memory, context, or RAG.
What is Experience? →What Experience produces. The mechanism: verification → reuse → evaluation → improvement.
How does reliability emerge? →Real incidents, real numbers, real receipts. Every claim has a source.
See the proof →Read it, audit it, fork it.
Your keys. No markup. Ever.
LAO is our first open-source product — not our last. Everything we ship keeps three promises: on your side, honest about limits, yours to keep.
"I hit these holes myself, so you don't have to."