SECURE ACCESS

AIS

Private AI systems engineering, model control, project-build comparison and live system telemetry.

INFERENCE

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BOTSTARTING

CPU—

RAM—

READ / WRITE—

TOK/S—

REQUESTS—

Answers are proposals. Validate commands against the target system before executing.

CONTROL PLANE

System Control

LIVE · 1S TELEMETRY

BOT CPU——

BOT MEMORY——

READ RATE—kernel I/O counter delta

WRITE RATE—kernel I/O counter delta

DISK FREE——

QUEUE——

HOST CPU—OS /proc/stat

SWAP USED—host memory pressure

GEN TOK/S—prompt —

MODEL REQUESTS—deferred —

GPU / VRAM—availability

THERMAL—available sensors

PROJECT BUILD PROFILE

Tune project workload, inference variables and target hardware. AIS ranks candidate models using transparent planning estimates; this is not a vendor benchmark.

Workload Priority Target hardware Quantization

Context window

GPU offload

Parallel requests

Batch size

System RAM ceiling (GiB) CPU threads Target power (W) Infra cost / hour (USD)

BEST FIT—planning score

VRAM EXPECTED—selected candidate

TOKENS / SEC—estimated range

EST. COST / 1M—from target hourly cost

BUILD FIT RADAR

HARDWARE EXPECTANCY

COMPETITIVE MODEL COMPARISON

MODEL	TYPE	QUALITY	TOK/S	COST/1M	VRAM	RAM	FIT	STATUS

Estimator inputs: model size / active parameters, quantization, context, batch, concurrency, GPU offload and target hardware. Results are engineering planning ranges, not guaranteed benchmark results.

CPU UTILIZATION

MEMORY

I/O THROUGHPUT

DISK

PROCESS LOADOUT

ROLE	PID	CPU	RSS	PSS	READ/s	WRITE/s	R TOTAL	W TOTAL	R CALLS	W CALLS	FD	THR

ACTIVE vs IDLE BASELINE

OBSERVABLE EXECUTION TRACE

Shows application stages, jobs, retrieval, model requests/responses and resource counters. It does not expose private chain-of-thought or hidden reasoning.

TIME	COMPONENT	STAGE	JOB	DETAIL

AIS

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Knowledge library

Research spider

Jobs

System Control