Oxyo vs. Gemini Argon — & What Happens When You Connect Both
Frontier models like Gemini Argon (High) are remarkable single-window reasoners—until a chat resets, an architectural rule changes 45 days later, or a financial/combinatorial audit demands cent-exact deterministic execution instead of next-token probability. Below are 4 live, reproducible evaluations executed against production https://oxyo.si and https://oxyo.si/mcp.
Gemini Argon (Stateless)
Strong prose and algorithmic planning, but 0% cross-session recall on New Chat, vulnerable to stale rules when raw logs are pasted, and drifts on unexecuted 36-row Bankers' Rounding & 22-step DP counts.
Oxyo Super Intelligence
Compiles project state into persistent XY Informational DNA, automatically supersedes contradicted specs on write, and executes pure Python inside an isolated sandbox before speaking.
Gemini Argon + Oxyo MCP
Connects Gemini Argon (Antigravity), Cursor, or Claude Code directly to https://oxyo.si/mcp—combining frontier synthesis with ~110 ms contradiction-free memory, causal graphs & verified skills.
| Evaluation Suite | Gemini Argon (Stateless) | Oxyo Standalone (oxyo.si) | Gemini Argon + oxyo.si/mcp |
|---|---|---|---|
| 01 · 45-Day Architecture Drift 7 sprint updates · 3 superseded rules · fresh session |
✗ 0 / 4 recalled in a new session (or stale port 5432 / 2.9% collision if raw logs pasted) |
✓ 4 / 4 active rules recalled in 1.94 s · 0 re-pasted tokens · 3 contradictions retired |
✓ 4 / 4 exact via oxyo_recall (126.7 ms HTTPS) + full audit trail via oxyo_belief_revisions |
| 02 · Multi-Currency Ledger Audit 36 webhook events · FX Bankers' Rounding · orphan refund |
✗ Spots high-level rules, but single-pass mental arithmetic drifts on cent rounding & orphan evt_1014 |
✓ $11,308.63 net settlement & $520.30 EU VAT escrow proven in isolated Python sandbox | ✓ $11,308.63 & $520.30 verified via oxyo_verify_python in 250.1 ms + executive report |
| 03 · Constrained 22-Step Automaton Ternary frames (no 00/111, sum mod 5 = 0) + prime digest |
✗ Writes valid DP recurrence, but cannot evaluate 22 × 15 state transitions in raw attention tokens | ✓ 57,569,645 frames & digest 821,335,879 (verified: true in sandbox) |
✓ 57,569,645 & 821,335,879 proven via oxyo_verify_python in 213.4 ms |
| 04 · 4-Hop Incident & 0-Token Skills Upstream root-cause diagnosis + unit-tested SRE tool |
✗ Zero memory of prior postmortem topology; re-writes boilerplate SRE math from scratch each chat | ✓ Persistent Bayesian causal chain + reusable unit-tested Python skill vault | ✓ 4-hop root cause traced in 104.1 ms (oxyo_causal_infer) + 0-token skill run in 90.1 ms |
Detailed Test Protocols, Prompts & Live Traces
⬇ Download q4_gateway_ledger.csv (Test 02 Input)Connect https://oxyo.si/mcp to Gemini Argon (Antigravity), Cursor, or Claude Code
Give your favorite IDE or frontier agent all 9 persistent Oxyo tools (oxyo_recall, oxyo_remember_belief, oxyo_belief_revisions, oxyo_verify_python, oxyo_causal_record, oxyo_causal_infer, oxyo_skill_register, oxyo_skill_invoke, and oxyo_remember_episode) over encrypted Streamable HTTP.
mcp_config.json)
{
"mcpServers": {
"oxyo": {
"url": "https://oxyo.si/mcp",
"headers": {
"Authorization": "Bearer oxy_live_YOUR_API_KEY"
}
}
}
}
# 1-line Claude Code registration claude mcp add --transport http oxyo https://oxyo.si/mcp \ --header "Authorization: Bearer oxy_live_YOUR_API_KEY" # Verified Live Handshake Telemetry (oxyo.si/mcp): # Protocol: 2025-03-26 (Streamable HTTP JSON-RPC 2.0) # initialize: 200 OK · 131.0 ms # tools/list: 200 OK · 106.4 ms · 9 tools active # oxyo_recall: 200 OK · 126.7 ms · TLS isolated vault