Author
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Aceloop Team

Windows engineers shipping kernel-level stealth for live coding interviews.

Bio

Aceloop is built by a small team of Windows internals engineers. We write the kernel driver. We build the display-pipeline filter. We reverse-engineer the proctor stack on CoderPad, HackerRank, CodeSignal, and CoderPad Enterprise — then publish what we find here.

The product is a single-purpose Windows-native overlay that reads your problem and code straight from process memory at the kernel, runs them through the model, and streams the answer back — without any of the four detection vectors that get every other AI interview tool flagged. We've shipped this through enough live FAANG-tier loops, on enough proctored platforms, that we know which proctor vectors are real and which are marketing. We write about both.

The blog covers three things. First, stealth and detection mechanics — what each proctor stack actually does, why the user-mode flag every competitor leans on isn't enough, and what kernel-level techniques (the same techniques commercial anti-cheat suites like BattlEye and Easy Anti-Cheat use to catch cheaters) look like applied to the inverse problem. Second, competitor teardowns — we test every named competitor on real platforms and publish the results, including pricing math, false-stealth-claim audits, and reliability under load. Third, interview prep that works in 2026 — LeetCode patterns, system design templates, FAANG-loop playbooks. The prep content holds up without our tool; the stealth content makes the case for it.

Our brand stays low-profile by design. The louder a stealth tool gets, the faster proctor vendors fingerprint the binary. We grow through referrals, ship a free /proctor page that lets you verify any AI interview tool against the same detection vectors a real proctor uses, and trust the engineering depth to do the talking. If you want to verify the technical claims yourself, every post on this site links back to either the /proctor simulator or to the relevant Microsoft Learn / public-research source.

Areas of expertise

What we work on.

  • Windows kernel programming — driver development, display-pipeline hooks, undocumented system behavior
  • Anti-cheat reverse engineering — proctor detection vectors across CoderPad, HackerRank, CodeSignal, CoderPad Enterprise
  • Live-interview AI tooling — memory-read input pipelines, sub-second hotkey response, continuous-context model architectures
  • Coding interview preparation — LeetCode pattern recognition, system design frameworks, FAANG behavioral prep
Recent posts by this author

42 posts on the blog.

The 60-Question Blind 75 Sequencing for FAANG L4-L7

Blind 75 in the order a senior candidate should solve it. Ten phases, 60 problems for L4-L7, plus the 15 to skip and four phases L7+ adds.

May 5, 202610 min readTOFU

How CoderPad Enterprise's Anti-Cheat Detects AI Tools

A forensic walkthrough of CoderPad Enterprise's detection stack — content scripts, hotkey enumeration, screen-share fingerprinting, process probes.

May 5, 202613 min readBOFU

Defending an AI-Assisted Answer: A Talking-Points Playbook

Interviewers catch AI users with the explain-it-back vector, not the overlay. The four-phase playbook for defending an AI-assisted answer live.

May 5, 202613 min readMOFU

12 Algorithm Patterns: Talking Points for AI-Assisted Code

12 patterns — sliding window, two-pointer, DP, and more — with the anti-pattern phrase, the strong-candidate phrase, and the follow-up to expect for each.

May 5, 202616 min readMOFU

Four Stealth Layers Aceloop Stacks at the Windows Kernel

Display-pipeline filtering, process concealment, window-enumeration blocking, detection-query spoofing — four kernel layers, structurally invisible.

May 5, 202612 min readTOFU

How Proctor Content Scripts Work — and Why Browser AI Fails

A forensic look at the JavaScript proctoring platforms run inside your interview tab — six DOM APIs and why every browser-based AI tool fails.

May 5, 202610 min readBOFU

Ring-0 Memory Read vs Screen-Capture OCR — Deep Dive

Why Aceloop reads problem text from process memory at the kernel — and why every screen-capture-then-OCR pipeline is slower, lossier, more visible.

May 5, 202612 min readTOFU

Should You Use AI on a Coding Interview? Decision Tree

Eight forks, no preaching: a senior engineer's framework for deciding whether to use AI on a specific coding interview round in 2026.

May 5, 202611 min readMOFU

Test Any AI Interview Tool in 60 Seconds (Free Simulator)

Aceloop's /proctor simulator runs the same vectors a real proctor uses — keystroke, focus, screen-capture. Test any AI tool in 60 seconds.

May 5, 202612 min readBOFU

Using AI on a HackerRank Assessment Without Flags (2026)

Pre-flight checks, in-round rules, and post-round hygiene for using an AI interview tool on a HackerRank assessment in 2026 — six-vector stack.

May 5, 202610 min readMOFU

WDDM and the Windows Display Pipeline — A 30-Minute Tour

What every layer of the Windows graphics stack does — application surface to display miniport — and where screen-capture can be filtered.

May 5, 202610 min readTOFU

Why Aceloop Ships Nothing on macOS (And Might Never)

Apple's kext deprecation, SIP, and ScreenCaptureKit — the structural reasons a stealth-grade interview overlay can't reach kernel depth on macOS.

May 5, 202610 min readTOFU

Microsoft Attestation: Why Stealth Drivers Are a Moat

EV code-signing, Microsoft HLK, attestation vs WHQL, the Dev Portal flow — why this multi-month gauntlet is the real moat for stealth drivers.

May 5, 202610 min readTOFU

15 Amazon LP Questions Bar Raisers Use to Reject You

I tracked 47 Amazon loops in 2026. These 15 LP questions appeared in 92% of them, and Bar Raisers veto candidates over 4 specific scoring traps. Read first.

May 3, 20269 min readTOFU

Behavioral Now Decides 40% of FAANG Offers (2026 Guide)

Behavioral jumped from 25% to 40% of FAANG loop signal post-ChatGPT. Here's the 8-archetype, 12-story library and STAR-L template senior SWEs use to clear it.

May 3, 20269 min readTOFU

11 AI Coding-Interview Tools Tested. Only 3 Aren't Garbage.

11 AI tools tested DURING live FAANG coding rounds in 2026 — HackerRank, CoderPad, CodeSignal. Scored /50. The #1 pick costs less than every rival.

May 3, 20267 min readBOFU

I Bought 14 AI Interview Tools. Here's the Brutal Truth.

I tested 14 AI interview copilots in 2026 across 5 categories. One $149.99/mo tool beat every $1,499+ competitor. The full ranked breakdown inside.

May 3, 20265 min readBOFU

The Windows Setup Mac Stealth Guides Won't Tell You About

41% of devs run Windows but 90% of stealth interview guides assume Mac. Here's the 10-step Windows-native setup FAANG candidates use in 2026. Bookmark it.

May 3, 202611 min readBOFU

60% of Senior Devs Botch Binary Search. Here's the Fix.

60% of senior FAANG candidates write off-by-one bugs on binary search. The 4 templates, the underrated 'search the answer' trick, and 18 problems that fix it.

May 3, 202615 min readTOFU

Blind 75 vs NeetCode 150: 800 Interviews Tracked, One Wins

We tracked 800+ FAANG interviews to score Blind 75 vs NeetCode 150 vs Grind 75. One list hits 52% of real questions. Pick wrong and you waste 12 weeks.

May 3, 20267 min readTOFU

9 Cluely Alternatives That Won't Bomb Your FAANG Round

Cluely costs $79/mo and isn't built for coding interviews. We tested 9 coding-tuned alternatives in 2026. The #1 pick is $149.99/mo and beats every rival.

May 3, 20266 min readBOFU

FAANG L4-L8 Comp Bands 2026: Don't Leave $200K on the Table

I pulled 400+ FAANG offers from 2024-2026. L4-L8 bands rose 25-40% since 2022 but candidates still leave $50K-$200K on the table. Here's the negotiation map.

May 3, 20268 min readTOFU

CoderPad's 4 AI Traps for 2026 (And the One Tool That Wins)

CoderPad runs 4 AI detection vectors in 2026 and most tools trip 2+ of them. We tested 8 against live FAANG rounds. Only 1 scored a perfect 4/4 GREEN.

May 3, 20266 min readBOFU

CodeSignal's 5 AI Traps Will Wreck You. Here's the Bypass.

CodeSignal runs 5 detection vectors including biometric typing analysis. We tested 8 AI tools and only 1 hit a clean 5/5 GREEN. The rest got candidates flagged.

May 3, 20266 min readBOFU

HackerRank's 6 Hidden AI Traps and What Actually Survives

HackerRank runs 6 detection vectors against AI in 2026, and 7 of 8 tested tools tripped at least one. The forensic teardown plus the only tool that scored 6/6.

May 3, 20268 min readBOFU

7 DP Patterns That Crack 90% of FAANG Problems in 2026

DP isn't infinite. 7 patterns cover 90% of FAANG DP questions in 2026. Templates, 30 LeetCode walkthroughs, and the recurrence flowchart that ends the freeze.

May 3, 202612 min readTOFU

Final Round AI vs Aceloop: $1,788 vs $449.99 [Math Inside]

Final Round AI bills $149/mo — $1,788 a year. Aceloop Yearly is $449.99. Break-even hits month 3. After 12 months you've paid ~4x more for Final Round. The math.

May 3, 20269 min readBOFU

Google's 2026 Loop Killed Your 2022 Prep. Here's the Fix.

Google rolled out 6 loop changes in 2025. Top 30 LeetCode questions, Gemini-paired round, Googleyness 2.0 rubric, L3-L7 bars. The 2026 master guide for SWEs.

May 3, 20267 min readTOFU

I Got 7 FAANG Offers in 8 Weeks. Here's the Brutal Playbook.

An ex-Stripe L5 engineer ran 7 parallel FAANG loops in 8 weeks. Result: $725K accepted, $125K negotiation uplift. The exact prep stack and sequence inside.

May 3, 20269 min readTOFU

16-Week FAANG Prep Plan That Actually Works in 2026

Most FAANG prep guides optimize for a 2022 loop that no longer exists. Here's the week-by-week 16-week plan with the 50/30/20 mix that beats the 2026 bar.

May 3, 202613 min readTOFU

12 Interview Coder Alternatives Ranked (One Crushes It)

Interview Coder is $60/mo, Mac-first, and getting flagged in 2026. We tested 12 alternatives head-to-head. The #1 pick scored 47/50 on our rubric.

May 3, 20267 min readBOFU

Interview Coder vs Aceloop: 12 Tests, 1 Brutal Winner

I paid for Interview Coder ($60/mo) and Aceloop ($149.99/mo) and ran both through real FAANG loops. After 12 tests, one wins on 11. The math inside.

May 3, 202613 min readBOFU

23 LeetCode Patterns That Cover 95% of FAANG Questions

Stop grinding 600 random problems. These 23 LeetCode patterns cover 95% of FAANG questions in 2026. Triggers, templates, and the recognition flowchart inside.

May 3, 202610 min readTOFU

10 LeetCode Wizard Alternatives Cheaper Than $53/Month

LeetCode Wizard bills $53/mo and skips system design and behavioral. We tested 10 cheaper, broader alternatives. The #1 pick is $449.99/yr. The math inside.

May 3, 20265 min readBOFU

LockedIn AI vs Aceloop: $1,499 vs $449.99/yr [Honest Test]

LockedIn AI is $1,499 lifetime. Aceloop is $449.99/yr. Both promise stealth. I ran both through 60 days of Windows FAANG loops. One won 12 of 14 criteria.

May 3, 202611 min readBOFU

Meta's Ninja AI Round Will Wreck You. Here's How to Win.

Meta added an AI-paired coding round and 5 other 2026 changes. Top 30 LeetCode questions, Ninja AI round playbook, Move-Fast story, E3-E7 rubric inside.

May 3, 20266 min readTOFU

12 Ways ChatGPT Quietly Killed Your FAANG Interview

ChatGPT shipped Nov 2022. Behavioral now weighs 40%. Proctoring tracks 6 vectors. Phone screens are 25 minutes. The 12 FAANG shifts your 2022 prep ignores.

May 3, 202617 min readTOFU

Sliding Window Hits 22% of FAANG Screens. Master It Fast.

Sliding window shows up in 22% of FAANG phone screens. The 2 templates, 18 LeetCode problems with walkthroughs, and the decision tree to spot it in 90 seconds.

May 3, 202614 min readTOFU

AI Interview Subs Are a $3,576 Trap. Here's the Math.

Most AI interview tools bleed $50-150/mo forever. Across 2 FAANG cycles you pay $3,576. Commit to an annual plan instead and one tool saves you thousands.

May 3, 20268 min readBOFU

System Design Bar Doubled in 2026. RESHADED Beats It.

FAANG system design now hits L3-L4 phone screens, not just L5. The RESHADED 7-step framework, 8 worked designs, L3-L7 leveling rubric. The 2026 master guide.

May 3, 20269 min readTOFU

11 of 14 AI Tools Will Get You Caught (2026 Stealth Audit)

We ran 14 AI interview tools through 2026 proctoring on HackerRank, CoderPad, CodeSignal, and Karat. Only 3 survived all 5 vectors. The full color-coded audit.

May 3, 202610 min readBOFU

75 LeetCode Problems FAANG Asks Most (2026 Frequency Data)

I tracked 800+ FAANG interviews. These 75 LeetCode problems hit 85% of what gets asked in 2026. Tagged by pattern, company, difficulty. The smarter Blind 75.

May 3, 20268 min readTOFU

Verify the technical claims yourself.