Comparison to Aviation Black Boxes
AgDR v0.2 vs Aviation Black Box (FDR +
CVR)
The gold standard everyone already trusts — now updated for the
age of autonomous agents.
| Dimension | Aviation Black Box (FDR + CVR) | AgDR v0.2 + Atomic Kernel Inference (AKI) | Edge for the Mission |
|---|---|---|---|
| Purpose | Record what happened in the final moments so investigators can understand why | Record every single decision the moment it is made so boards, regulators, and courts can understand why an agent acted | AgDR prevents the “crash” by making every decision traceable in real time |
| Capture Trigger | Continuous loop (last 2–25 hours) — only recent history survives | Every inference, every time — the “i” point is captured instantly and forever | AgDR is always complete |
| Atomic / Indivisible | Physical memory in a crash-survivable case | True kernel transaction (local_irq_save +
preempt_disable) — the entire record is written or
not at all |
AgDR is mathematically stronger |
| Tamper-Evidence | Armoured case + strict chain-of-custody after recovery | Cryptographic signature + forward-secret Merkle chain from the exact moment of inference | AgDR is tamper-proof from birth |
| What It Records | Physical parameters + cockpit audio | Full reasoning trace + PPP triplet + binary human delta + FOI escalation | AgDR records why the decision was made |
| Legal Weight (Canada) | High — routinely admitted under Canada Evidence Act | Same foundation, but stronger — atomic + cryptographic proof exceeds the “system integrity” test | AgDR is easier to admit in court |
| Cost & Overhead | $20k–$50k+ per aircraft + physical maintenance | Near-zero — runs on any server or edge device | AgDR is orders of magnitude cheaper and more scalable |
| Scalability | One per aircraft | Every agent, every model, every jurisdiction | AgDR is global infrastructure |
Bottom line
The black box solved aviation’s accountability crisis in the
1950s.
AgDR solves the same crisis for autonomous intelligence in 2026 —
except it does not wait for the crash. It records every decision,
every time, with mathematical certainty.
This is why we stand at the pinnacle of the standard of care that I wish to one day achieve.
Part of the AgDR v0.2 foundational standard
Canonical source:
https://github.com/aiccountability-source/AgDR