The same control pattern, built independently in three domains: bounded autonomy, a human-set policy boundary, staged or gated escalation, and a record written before anything irreversible happens. GPU processes, accounts payable, document arithmetic.
step
gate: a deterministic rule or a named person must clear it
irreversible step
edge_monitor
GPU processesRust. In production at Cybertronix. Code is not public.
A safety-gated autonomous controller for GPU-bound AI workloads.
ACTIVE TELEMETRY · RTX 4090PID 40192 (vLLM)
VRAM Policy
21.4/24 GB
Thermals
74°C / 85°C
Per-process telemetry for co-located services, Ollama, vLLM and ROS2, with an autonomous mode bounded by VRAM and thermal policy. Nothing irreversible happens in one step: escalation is staged, and PID guards check the target before the final signal.
Accounts payableAccounts-payable exception review. Syndicate by Maximor hackathon, Track 2, Autonomous Office of the CFO. Independent entry, not a Maximor product.
Automation should stop before it guesses.
HOLD #4019 · RECONCILIATIONBLOCKED · GATED
Observed$148,250.00
Reference$134,000.00
Tolerance Delta+$14,250.00
Handles the reconciliation exceptions automation cannot safely resolve. Typed payment holds, blocking, material or advisory, each carrying the amount it blocks. Field-level evidence rather than model prose: the observed value, the reference value, the delta, the tolerance. No approve/reject, no confidence score. The reviewer decides the one thing a model should not: who acts next.
The model may propose; deterministic code verifies. A generated suggestion is a nomination, scored by the same rules as every other candidate and discarded if it does not clear on its own merits. No generated output can release a hold or clear a transaction by itself. Releasing a hold takes a named reviewer and a stated reason. Widening a tolerance is recorded as a decision: what it was, what it became, who changed it, and which holds it affected.
Document arithmeticPrivacy-first RAG for financial filings. Transformers.js, WebGPU, Cloudflare.
On-device parsing and embedding, with a query router that sends explanatory questions to WebLLM in the browser and numeric ones to a Cloudflare Worker. Arithmetic runs in a sandbox, deterministically. Citations are trust-gated before an answer is allowed to use them. 48 Worker tests, plus live injection and CORS probes.
A fixed extract → gate → parse → score pipeline. Schema-constrained parsing feeds a pure-Python weighted scorer over pinned embeddings, so the same input produces the same result. Fairness and auditability safeguards informed by EEOC guidance and NYC Local Law 144. 168 passing tests, Dockerized.