logcat.ai is the AI engineering layer for the operating-system stack. We build agentic systems for Linux and Android devices: we ingest the diagnostic artifacts a device emits (bugreports, logcat, dmesg, modem traces, ramdumps, perfetto, pcap, CAN) and help device makers diagnose, remediate, test, and author features across their OS stack, grounded in their own BSP. Think Datadog and Cursor combined for the OS layer. A VC-backed startup with a small, senior team — you work directly with the founders.
We recently raised a $2.55M pre-seed. The product is scaling and the customer list is growing. The team is still small, so you'll own what you build.
Reading modem traces well is rare, which is why this stays a specialist problem. Few engineers get to build the tool their own field will use. You will be building the system that modem and Wi-Fi engineers at device makers rely on to get from a trace to a root cause.
You'll build the first system that does automatic cross-layer root cause from the baseband, through QMI and the radio HAL, into Android, grounded in the customer's own stack. The same applies on the Wi-Fi side: automatic cross-layer root cause from the Wi-Fi driver and firmware, through the networking stack and management plane, on OpenWrt-class access points and CPE.
The bar
- 8 plus years of relevant engineering experience.
- Fewer than 8 is fine if you were at a startup where you owned the whole connectivity surface yourself.
- Deep expertise in one of the two tracks below.
- Cellular: modem/baseband bringup, debug, or protocol-stack work; fluency with DIAG/QMI, QXDM/QCAT, and reading modem crash dumps; working knowledge of 4G/5G NAS, RRC, and lower-layer behavior; IMS/VoLTE/VoNR debugging (SIP/IMS signaling and carrier field issues); comfort at the RIL / radio HAL boundary.
- Wi-Fi / CPE: OpenWrt-based access points or CPE; Wi-Fi 6/7 (802.11ax/be); hostapd/wpa_supplicant and mac80211/cfg80211; Qualcomm QSDK or MediaTek SDKs; debugging from wlan driver/firmware traces, hostapd logs, syslog, and packet captures.
- Proficient in day-to-day work with CLI-based AI coding tools like Claude Code (or an equivalent). It's how the team operates, not a nice-to-have.
What you'll do
- Build parsers and analysis for modem traces: DIAG, QMI, QXDM/QCAT, modem ramdumps and crash logs.
- Build parsers and analysis for AP/CPE diagnostics: wlan driver and firmware logs, hostapd/wpa_supplicant logs, syslog, and packet captures.
- Map observed failures to root cause across NAS, RRC, and L1/L2, and across the RIL / radio HAL interface into Android.
- Implement Wi-Fi-stack reasoning: association/auth flows, roaming, mesh (EasyMesh), throughput and interference triage, driver/firmware crash analysis.
- Encode the cellular- and Wi-Fi-stack reasoning the platform uses to ground remediations.
Bonus
- Qualcomm modem internals.
- MediaTek modem familiarity (ELT / MTK logging).
- Carrier certification or lab/field debug experience.
- Any exposure to log-analysis or ML tooling.
- Network-side or RAN familiarity (gNB, RRC, NGAP, CU/DU/RU splits, open-RAN).
- EasyMesh, TR-069/TR-369 (USP), or TR-181 device management.
- RF debug and throughput/interference triage; FTTH/ONT familiarity.
- Operator acceptance testing.
What we offer you
- A front seat as we scale. Customer calls, the roadmap, the pipeline, how the company is actually doing.
- Top-of-market salary and founding equity. You'll own a piece of what you build.
- The AI tools you need. We use AI across writing code, reviewing it, research, ops, and internal tooling. If something would help you work better, we'll get it.
- Early ownership, and full visibility. We move fast, and you'll help decide where.
- Comprehensive medical insurance for you and your family.
- Start-up perks and flexible time off, the kind people actually take.
- A small team that's easy to work with. People here like solving hard problems and helping each other out.
What to expect after you apply
- Screening call with Head of People & Business Operations
- Technical conversation with Co-founder/CEO
- Technical exercise with Co-founder/ Head of Engineering
- Final conversation with Co-founder/CEO
- References, then offer
In your application, tell us what you'd own here, and the hardest thing you've shipped in this domain.
Skills Required
- At least 8 years of relevant engineering experience, or fewer years with substantial startup ownership of connectivity systems
- Deep expertise in cellular modem/baseband bring-up, debugging, or protocol-stack development
- Working knowledge of 4G/5G NAS, RRC, lower-layer behavior, IMS/VoLTE/VoNR, SIP signaling, and the RIL/radio HAL boundary
- Experience with DIAG/QMI, QXDM/QCAT, modem crash dumps, and modem trace analysis
- Deep expertise with OpenWrt-based access points or CPE and Wi-Fi 6/7 systems
- Experience with hostapd/wpa_supplicant, mac80211/cfg80211, Qualcomm QSDK or MediaTek SDKs, and wireless diagnostic logs
- Proficiency with CLI-based AI coding tools such as Claude Code or an equivalent
- Qualcomm modem internals experience
- MediaTek modem or ELT/MTK logging familiarity
- Carrier certification or laboratory/field debugging experience
- Exposure to log-analysis or machine-learning tooling
- Network-side or RAN familiarity, including gNB, RRC, NGAP, CU/DU/RU splits, or Open RAN
- Experience with EasyMesh, TR-069/TR-369, USP, or TR-181
- RF debugging, throughput/interference triage, FTTH/ONT, or operator acceptance testing experience
What We Do
logcat.ai develops an AI engineering platform for Linux and Android device operating systems. Its agentic systems ingest diagnostic data—including bug reports, system logs, modem traces, memory dumps, network captures, and vehicle-bus data—to help device makers identify root causes, propose fixes, test changes, and build OS features. The platform supports engineering across kernels, frameworks, modems, and buses, grounding its findings in customers’ own board-support packages.








