v2.4 Stealth Engine·Zero Cloud Audio·Hardware Excluded

Undetectable AI for
Technical Interviews.

Real-time answers, LeetCode hints, and system design architecture streamed directly beneath your webcam — 100% invisible to screen share.

CoreAudio Loopback/Compositor Excluded/<180ms Latency/BYO API Keys
HUD Active (Candidate View)
Stealth Copilot HUDGhost 45%
⌘ ↵
Transcribed from System Audio:
● Live 60fps

“How would you design a distributed rate limiter handling 100k req/sec across multi-region clusters?”

Instant Suggested Talking Points
<190ms latency
Strategy
Sliding Window Counter

Prevents traffic spikes at window boundaries compared to fixed windows.

Atomicity
Redis Cluster + Lua Script

Executes ZREMRANGEBYSCORE and ZADD atomically in a single roundtrip.

Availability
Local In-Memory Fail-Open

Falls back to local token bucket if Redis p99 exceeds 15ms.

Active Scenario:System Design — Distributed Rate Limiter

Engine Architecture

Built for high-stakes engineering interviews.

Engineered from the kernel up to eliminate every detection vector.

Zero Bot Invites

Taps physical system audio directly via CoreAudio/WASAPI. Never joins your meeting, invites no guest bots, and adds zero participant tiles.

● 100% Host-Only Audio

Compositor Exclusion

Window server flags instruct the OS compositor to omit HUD pixels from Zoom, Teams, and Google Meet screen share feeds.

● CGWindowSharingNone

<180ms Latency

Streaming speech-to-text paired with speculative model decoding yields live talking points before the interviewer stops talking.

● Real-Time Streaming STT

Bring Your Own Keys

Connect your OpenAI, Claude 3.7, Groq, or local Ollama instances. Zero audio telemetry is sent or stored on our servers.

● Local Encryption Only

Automated Debriefs

Instant interview notes. Ready to share.

Get clean architectural summaries, trade-offs, and syntax-highlighted code snippets right after your interview ends.

Artifact #832·System Design: Distributed Rate Limiter

Real-Time Interview Summary

● 3,840 Tokens Processed
Trade-off 1
Sliding Window Counter

Smooths 100k req/sec boundary bursts over strict Token Bucket.

Trade-off 2
Atomic Lua Scripts

Eliminates distributed race conditions in a single network roundtrip.

Trade-off 3
Fail-Open In-Memory

Falls back to local RAM buffers if Redis cluster latency exceeds 15ms.

rate_limiter.luaAtomic Sliding Window
-- Atomic Sliding Window Rate Limiter (Redis Lua)
local key = KEYS[1]
local now = tonumber(ARGV[1])
local window = tonumber(ARGV[2])
local limit = tonumber(ARGV[3])

-- Evict timestamps older than the rolling window
redis.call('ZREMRANGEBYSCORE', key, '-inf', now - window)
local current = redis.call('ZCARD', key)

if current < limit then
redis.call('ZADD', key, now, now)
return 1 -- Request Allowed (HTTP 200)
end
return 0 -- Request Throttled (HTTP 429)

Ecosystem Compatibility

Tested & verified across every interview tool.

Zoom
Google Meet
Microsoft Teams
CoderPad
HackerRank
CodeSignal
Karat
LeetCode

Knowledge & Verification Studio

Frequently asked questions.

Explore auditable technical answers, OS compositor flags, audio driver pipelines, and zero-telemetry architecture.

Hardware CompositorInspecting

Can interviewers or platforms detect Live Interview Helper?

Loopback Driver

How does audio capture work without inviting a meeting bot?

BYO API Key

What AI models can I use, and are API keys kept private?

Cross-Platform

What operating systems and chip architectures are supported?

MIT License

Is Live Interview Helper open source and free to use?

Architecture Inspector · Invisibility
Verified Technical Response

Can interviewers or platforms detect Live Interview Helper?

No. Live Interview Helper operates strictly at the OS window-server level using native hardware compositor flags. Screen capture APIs inside Zoom, Microsoft Teams, Google Meet, and CoderPad query the window server and receive an empty feed for our process. Furthermore, it never joins your call as an external bot tile or participant.

● OS Compositor Window Exclusion Audit100% Passed
macOS APICGWindowSharingNone ✓
Windows APIWDA_EXCLUDEFROMCAPTURE ✓
Meeting Bot Tiles0 Tiles (None)
Leaked Pixels0 px (Zero Omission)

Ace your next technical interview.

Download the native desktop app for macOS, Windows, or Linux. 100% free, MIT open source, and ready in 30 seconds.