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Hardware procurement plan (детальный)

Date: 2026-05-02 Owner: Jean + hardware engineer (Q3-Q4 2026 hire) Authority: ADR-0017 (best-in-class hardware) + ADR-0023 (local AI infrastructure) + canon-corrections C6 (Y1 CapEx ₸44M) Status: Phase 1 ready to order, Phase 2 sequencing post-SAFE T1 close, Phase 3 = Y2-Y3 roadmap options


Per Jean direction 2026-05-02: “we gotta have a big document on latest hardware for ourselves too — with a variety of choice and where to buy what (mac is either from dubai or US) server parts can all be from china or wherever we can get a blackwell fucking GPU that you wrote (we gotta have options on what if we couldnt buy one like that).”

This document captures:

  • Locked spec per ADR-0017 (canonical)
  • Variety of options per workload tier (compute / storage / network / print farm / cartoon-gen)
  • Sourcing geography per item (Dubai / US / KZ B2B integrator / China direct)
  • Backup vendors if Blackwell GPU unavailable
  • Phased CapEx schedule (Phase 1 ₸13M → Phase 2 ₸27M → Phase 3 Y2-Y3)

Use this when negotiating with B2B integrators (Logycom / Asia Bridge KZ / Glotur), placing orders via Dubai / US Apple / ispace.kz, or evaluating alternatives if primary spec unavailable.


Foundation hardware. Triggers: Jean has 10-15M ₸ available now per recalibration.

Spec:

  • 28-core CPU (24 performance + 4 efficiency)
  • 60-core GPU
  • 256GB unified memory
  • 4TB SSD
  • 32-core Neural Engine

Why this exact spec:

  • 256GB RAM = current Apple max (M4 Ultra was skipped, M5 Ultra rumored Oct 2026 with 256GB ceiling locked)
  • Runs Kimi K2.6 1T (32B active MoE) at FP8/AWQ via MLX runtime with offload — primary studio agent host
  • Apple Silicon native = best perf/W for inference workloads at this scale
  • MLX-Audio: local TTS for cartoon dub + tutor voices (replaces ElevenLabs $80-150K/yr at scale)

Sources (in priority order):

SourcePrice ₸MLead timeProsCons
ispace.kz (Almaty Apple authorized)~5.52-4 weeks order, KZ warrantyLocal KZ warranty + service, KZT invoice for taxHighest price, slowest delivery
Dubai Apple authorized (Sharaf DG / Jumbo Electronics / Al-Futtaim)~5.0-5.2 (saves ~10%)1 week + freightImmediate stock, AED invoice (1-2% lower than KZT effective), no customs surcharge if hand-carried KZTNo KZ warranty (international AppleCare only), founder must travel or use freight forwarder
US Apple direct + reshipping (apple.com US + StackPostal/Shipito)~4.7 + freight ($150-300) = ~₸5.02-3 weeksLowest price, US warrantyInternational AppleCare, USD invoice (KZT FX paperwork), longer customs

Recommendation: Dubai if founder travels Q2 2026, else ispace.kz for clean KZ paper trail.

2.2 Workstation: Threadripper PRO 7980X + RTX PRO 6000 96GB ECC — ~₸7.5M

Заголовок раздела «2.2 Workstation: Threadripper PRO 7980X + RTX PRO 6000 96GB ECC — ~₸7.5M»

Spec:

  • AMD Threadripper PRO 7980X (64-core / 128-thread)
  • ASUS Pro WS WRX90E-SAGE motherboard (sTR5 socket, 8-channel DDR5 ECC)
  • 128GB DDR5 ECC (4× 32GB)
  • 4TB U.2 NVMe enterprise (Samsung PM9A3 or Kioxia CD8)
  • NVIDIA RTX PRO 6000 Blackwell 96GB GDDR7 ECC (primary GPU)
  • 1500W 80+ Platinum PSU
  • 4U rackmount or workstation tower (Fractal Design Meshify 2 XL)

Why this exact spec:

  • Threadripper PRO 7980X — fastest workstation CPU 2026, supports 8-channel ECC RAM (critical for 24/7 inference)
  • RTX PRO 6000 96GB ECC — enables DeepSeek V4-Flash 284B local inference at FP8 (single GPU sufficient for dev + fine-tuning, dual setup Phase 2 for production reliability)
  • 128GB DDR5 ECC — fits LoRA / QLoRA fine-tune workspace + dataset cache for OIYNUP AI training
  • 4TB NVMe — fits multiple model checkpoints + training datasets

Sources:

ComponentSourcePrice ₸MNotes
Threadripper PRO 7980X CPUB2B integrator KZ (Logycom / Asia Bridge / Glotur) OR China Shenzhen direct OR Dubai reseller1.5-1.8KZ B2B = warranty + invoice; China = 10-15% cheaper but no warranty
ASUS Pro WS WRX90E-SAGE motherboardSame as CPU0.7-0.9
128GB DDR5 ECC (4× 32GB Micron / Samsung)Any source, fungible0.6-0.8
4TB U.2 NVMe enterpriseSame0.6-0.8
RTX PRO 6000 96GB ECC BlackwellB2B integrator KZ (warranty critical at this price)5.0-5.5Ranked highest priority for warranty
PSU 1500W 80+ PlatinumKZ retail (kaspi.kz / pcmaster.kz)0.15-0.25
Case + coolingKZ retail0.15-0.25
Workstation subtotal~7.5MLanded via KZ B2B integrator with warranty
Item₸MUSD ($500/USD)
Mac Studio M3 Ultra 256GB5.511K
Workstation TR PRO + RTX PRO 6000 + DDR5/NVMe7.515K
Phase 1 total13.0~26K

Decision needed before order:

  • Buy from existing cash position OR wait for SAFE T1 close (Q2 2026)?
  • Mac sourcing: Dubai (founder travel) vs ispace.kz (local warranty)?

Triggers: T1 SAFE close + MVP launch readiness Aug 2026.

Why second GPU:

  • Dual-GPU 192GB VRAM total enables DeepSeek V4-Flash 284B at FP8 production-reliable (without offload latency penalty)
  • Redundancy: single-GPU failure halts inference; dual = active-active failover
  • Enables larger fine-tune batch sizes for OIYNUP AI training

Same source as Phase 1 (B2B integrator KZ).

Spec:

  • AMD EPYC 9554 (64-core / 128-thread)
  • Server motherboard (Supermicro H13SSL-N or ASRock Rack ROMED8-2T)
  • 256GB DDR5 ECC RDIMM (8× 32GB)
  • 2× 4TB U.2 NVMe enterprise
  • Mellanox ConnectX-6 25GbE NIC dual-port
  • Redundant 1200W server PSU
  • 2U rackmount chassis (Supermicro 2113S-WTRT or Chenbro)

Why this exact spec:

  • EPYC 9554 — better perf/W than Threadripper PRO for sustained backend workload
  • 256GB ECC — fits self-hosted Postgres + MinIO + Authelia + Caddy + game server processes + Redis cache + monitoring stack
  • 25GbE NIC — required for low-latency multiplayer game server
  • Server-class chassis = 24/7 reliability for production backend

Source: B2B integrator KZ (server-class hardware needs cluster experience for setup).

Spec:

  • 4× Bambu Lab X1C printer @ ₸850K each = ₸3.4M
  • Per ADR-0017 / canon-corrections C6 — sufficient for 1500 toys + 300 AI-pin bodies Y1

Source: Bambu Lab official store (bambulab.com) → freight to KZ via Dubai or direct ship. Alternative: Bambu authorized resellers in Türkiye (faster KZ shipping than China).

ItemSpec₸MSource
Mikrotik CRS510-8XS-2XQ-IN8× SFP28 25GbE + 1× 100GbE switch0.6mikrotik.com / KZ distributor
APC Smart-UPS X 3000VA online double-conversionUPS for servers0.5KZ B2B integrator
Synology DS1823xs+ 8-bay NAS+ 8× 16TB Seagate IronWolf Pro = 128TB raw1.5KZ retail or import
Cabling, racks, KVM, misc0.8KZ retail
Workstation seats for 7 hires (sit-stand desk + Ergohuman + 27” 4K + dock)per ADR-00174.5Bürosit KZ (30% cheaper than imported) or imported
Subtotal~7.9M
ItemSpec₸M
HVAC system (industrial intake/exhaust + ducting)Mandatory at 4+ printers due to PLA/PETG VOCs1.5
HEPA filtration cabinet (FilterCube SM3 or equivalent)Removes ultrafine particles0.8
200kg PLA filament starter (food-grade, multi-color)At ₸6K/kg bulk = ₸1.2M, but only 100kg first batch = ₸0.6M0.7

Per Q7 modular self-prod decision (ADR-0014). Covers:

  • ESP32-S3 development boards × 5 for prototyping
  • OV2640 + microphone + speaker + battery samples
  • Magnetic snap-fit + pogo connector samples
  • Soldering / rework station (Hakko FX-888D or similar)
  • Oscilloscope + multimeter for QC
  • Initial parts inventory for first 50-100 pilot units assembly

Spare HDDs / SSDs for backups + dataset storage, additional cabling, KVM extenders, redundant network gear.

Bucket₸M
2nd RTX PRO 6000 96GB ECC5.0
EPYC 9554 game server6.5
4× Bambu X1C 3D printers3.4
Network + power + NAS + workstations 7 seats7.9
HVAC + HEPA + filament starter3.0
AI-pin tooling + small electronics R&D2.0
Storage + small electronics buffer4.0
Phase 2 total~27.0M

Phase 1 + Phase 2 = ₸40M Y1 hardware CapEx + ₸4M misc storage = ₸44M Y1 CapEx total (matches canon-corrections C6).


Trigger: local video gen models (Wan 2.x / Mochi / CogVideoX successors) achieve quality parity with current fal.ai output AND projected ₸4M+/yr fal.ai cartoon spend justifies hardware payback.

Spec:

  • 3rd RTX PRO 6000 96GB ECC OR 2× RTX PRO 5000 32GB (depending on workload mix at decision time): ~₸5-7M
  • Workstation host (Threadripper PRO + 256GB DDR5 + 8TB NVMe): ~₸7M
  • Or alternative: 2nd Mac Studio M5 Ultra (when released Y2): ~₸7M

Total: ₸12-15M, deferred to Y2-Y3.

Fal.ai stays primary for cartoon video gen Y1 (₸4M Y1 budget allocated, scales to ₸6-10M Y2).

Trigger: Apple releases M5 Ultra (rumored Oct 2026).

Why:

  • Redundant LLM cluster — Phase 1 Mac Studio M3 Ultra + Y2 Mac Studio M5 Ultra connected via TB5 RDMA (macOS 26.2+ supports 80 Gbps, 3-9 µs latency) using exo open-source clustering
  • M5 Ultra likely ships at higher price (Apple historical +15-20% per Ultra generation)
  • Replaces aging M3 Ultra to secondary Y3+ role

Trigger: Y2 production volume exceeds 4-printer capacity (~5K toys + 1K AI-pin bodies/month max).

Options ranked by production capability:

OptionCapacityY2-Y3 budget ₸MUse case
Bambu X1C farm scaling 4→16 printers5K-30K toys/yr~10M (additional 12 units)Easiest scale, FDM workflow
Bambu H2D dual-head additions (4 units)Multi-color premium SKUs~5MPremium toy line with color complexity
Sintratec S2 SLS printer30-100 parts/batch, ~3-5K parts/mo~15-20MProduction-grade alternative to injection molding without tooling lock-in
Formlabs Fuse 1+ 30W SLS50-200 parts/batch, ~5-10K parts/mo~20-25MIndustrial scale, rivals injection molding
HP MJF (Multi Jet Fusion 4200)50-300 parts/batch, ~10K+ parts/mo~40-70MIndustrial scale, Y3+ when SKU stability >12mo
3D-printed pour-mold + silicone casting hybridMedium scale, retains design flex~2-5M toolingBridge between FDM and injection molding

Recommended Y2-Y3 path:

  • Y2 (5K toys + 2K AI-pin): expand to 8 Bambu X1C + 4 Bambu H2D = ₸15M
  • Y3 (15K toys + 10K AI-pin): add Sintratec S2 + scale FDM = +₸20M
  • Y4+ (50K+ toys/units): evaluate injection molding for top-3 SKUs that have stable demand

Skip MSLA resin (toxic until fully cured, brittle when chewed — mouth-contact issue per Jean direction).


Item typeSource priority orderRationale
Mac Studio / MacBook Pro(1) Dubai authorized OR (2) ispace.kz OR (3) US Apple + reshippingDubai = best price + immediate stock; ispace.kz = local warranty for tax/legal; US = lowest price but USD paperwork
NVIDIA GPUs (RTX PRO 6000, RTX 6000 Ada, RTX 5090)(1) B2B integrator KZ OR (2) Dubai distributor OR (3) China Shenzhen directKZ B2B = warranty critical at ₸5M+ unit; Dubai = +5-10% premium for immediate; China = 10-20% cheaper but no warranty
CPUs (Threadripper PRO, EPYC)(1) China Shenzhen OR (2) KZ B2B OR (3) DubaiCPUs commodity, less warranty-critical; Shenzhen 15-25% cheaper
DDR5 ECC RAM, NVMe SSDsAny source, commodityFungible, prices similar
Server motherboards (Supermicro, ASRock Rack)(1) KZ B2B OR (2) China directSetup complexity favors B2B integrator
Network (Mikrotik, switches)KZ distributor (mikrotik.com.kz)Local supply, proven
Power (APC UPS, PSUs)KZ B2B integratorLocal warranty + service
Storage (Synology, HDDs)KZ retail OR import via DubaiSynology in KZ retail, HDDs imported via Dubai/Türkiye
3D printers (Bambu)(1) Bambu official + freight via Dubai/Türkiye OR (2) Türkey resellerDirect Bambu = warranty + latest firmware; Türkiye reseller = faster shipping
AI-pin components (ESP32, sensors, batteries, PCBs)(1) LCSC.com (Shenzhen) OR (2) Alibaba B2B OR (3) Mouser/Digi-Key US backupLCSC = best component pricing 10K+ scale; Alibaba = good for complete BOM kits; Mouser/Digi-Key = expensive but reliable backup
Office furnitureBürosit KZ (~30% cheaper than imported), Form-OK, OR Imported (Ergohuman, Steelcase) via DubaiLocal KZ first for cost + lead time
  • KZT/USD (May 2026): ~₸500/USD. Track at fx.kz before each order.
  • USD invoices: require KZT FX paperwork at customs; 5-7 day delay.
  • AED invoices: Dubai purchases ~1-2% effective lower than KZT direct; no customs surcharge if hand-carried Dubai → Almaty (KGS-ALA daily flights).
  • Customs declaration: founder travel = personal item (under threshold ~$1,500/item duty-free); commercial freight = full duty + VAT 12%.
  • Server-class hardware ($5K+/item): always commercial freight + B2B integrator handles customs paperwork.

Primary: NVIDIA RTX PRO 6000 Blackwell 96GB GDDR7 ECC. Released Mar 2026, B2B integrator stock should be available May-Jun 2026.

Backup options ranked by use-case fit:

Backup optionVRAMPrice ₸MProsConsOIYNUP fit
NVIDIA RTX 6000 Ada Generation (older gen)48GB ECC~2.0-2.5Available, proven workstation card, ECC48GB only fits V4-Flash 284B at INT4 with offload (slower)OK if Blackwell delayed; 2-card setup gives 96GB total
NVIDIA RTX A6000 (Ampere)48GB ECC~2.5-3.0Available, ECCOlder arch, less efficientSame as Ada but slower; not recommended
AMD Instinct MI300X192GB HBM3~4.0-5.0Highest VRAM single card, server-classROCm software stack less mature than CUDA, fewer toolsRisky — V4-Flash + Kimi K2.6 compat needs validation
NVIDIA H100 80GB SXM80GB HBM3~8-12Datacenter-class, proven2-3× price of RTX PRO 6000, requires SXM5 baseboardOverkill for our scale; budget-buster
2× NVIDIA RTX 5090 (consumer)32GB GDDR7~1.5-2.0 each = ₸3-4 totalAvailable retailNO ECC, consumer warranty disclaims production 24/7 use, runs hotLast resort; risk inference instability

Decision tree:

  1. RTX PRO 6000 Blackwell available within 4-week lead time → BUY.
  2. RTX PRO 6000 Blackwell delayed 4-12 weeks → wait if budget allows; else go RTX 6000 Ada (2 cards = 96GB workaround).
  3. RTX PRO 6000 Blackwell delayed >12 weeks → RTX 6000 Ada 2-card setup OR MI300X if AMD ROCm validated.
  4. NEVER 2× RTX 5090 unless Phase 2 pure dev/staging not production.

B2B integrator quote validity: typically 14-30 days. Re-quote if not ordered within window.


Per canon-corrections C6 + ADR-0014 modular self-prod.

ComponentSpecSource primarySource backupPilot $/unit
ESP32-S3 module (WROOM-2 N16R8)Wi-Fi+BLE, dual-core 240MHzLCSC (Shenzhen)Alibaba bulk OR Mouser US3.50
OV2640 camera 2MP moduleLow-power, ESP32-S3 compatAlibabaLCSC2.50
Knowles SPH0645LM4H mic + secondary mic 2-arrayDigital PDM I2SMouser/Digi-KeyLCSC3.00
LiPo 600mAh 3.7V LP102525 PCM + UN38.3 + IEC62133Kids-product certified batterylipobattery.us OR lipol.com (China)LCSC certified suppliers3.50
Bosch BMI270 IMU 6-axisLow-power motionMouser/Digi-KeyLCSC1.20
Speaker 8Ω 0.5W small driverEnclosure-tunedAlibabaLCSC1.00
USB-C charging IC TP4056 + Type-C connectorCharging + dataLCSCAlibaba0.80
4-layer PCB (3.5×3cm) + PCBA SMT assemblyLow-volumeJLCPCB (Shenzhen)PCBWay10.00
3D-printed PLA bodyIn-house Bambu farmN/A (in-house)2.00
Magnetic snap-fit + pogo connector 8-pinSwappable bodiesAlibabaLCSC1.50
Misc fasteners, cable, foamKZ retail or Alibaba1.00
Final assembly + QA labor (KZ rate, pilot)Hand-assembledIn-house hardware engineer5.00
Packaging (small box + USB-C cable + insert + manual)KZ packaging supplier OR Alibaba4.00
Pilot BOM39.00 = ₸19,500
+25% buffer= ₸24,400/unit

Pilot 300 units total = ₸7.3M (matches canon-corrections C6 production COGS line).

Same components at volume rates → BOM ~$22.80/unit base + 25% buffer = $28.50/unit = ₸14,250/unit.

Y2 production 5K units (per recalibration §3) × ₸14,250 = ₸71M COGS. Y3 production 10K units × ₸14,250 = ₸142M COGS, ramping per recalibration.

ASP retail ₸40-50K → margin 64-72% at 10K scale.


  • Decision: buy from existing cash (₸13M available) OR wait for SAFE T1 close
  • Mac Studio M3 Ultra 256GB: request quote from ispace.kz + Dubai (Sharaf DG / Jumbo Electronics) + verify M5 Ultra release rumor before commit
  • Workstation Threadripper PRO + RTX PRO 6000 96GB ECC: request quotes from Logycom, Asia Bridge KZ, Glotur for full landed cost (unit + freight + customs + warranty + service)
  • Order: within 2 weeks of decision
  • 2nd RTX PRO 6000 96GB ECC: same B2B integrator as Phase 1
  • EPYC 9554 game server: request full landed cost (chassis + CPU + RAM + NVMe + NIC + PSU)
  • 4× Bambu X1C printers: Bambu official + freight via Dubai or Türkey reseller
  • Network + power + NAS + workstation seats: parallel orders KZ B2B + retail
  • HVAC + HEPA + filament: local KZ vendors
  • AI-pin tooling + R&D: spread orders over Q3-Q4 as hardware engineer ramps
  • Hardware engineer hire complete by Q3 2026 (₸850K/mo, 6 mo Y1)
  • Component sourcing batch order (LCSC + Alibaba + Mouser): target Q3 2026 placement, lead time 4-8 weeks
  • PCB fab + PCBA at JLCPCB: target Q3 placement
  • In-house assembly + certification (FCC + CE + EAC + UN38.3 + EN71 + RoHS): ₸4M cert budget (Y1 legal+certs line)
  • Shipment to first 300 KZ early adopters: Q4 2026 launch window
  • Cartoon-gen hardware tier: evaluate Q1 2027 based on local video gen quality + fal.ai spend trajectory
  • Mac Studio M5 Ultra: monitor Apple announcements, target order Q4 2026 - Q1 2027
  • Print farm scaling: evaluate Q2 2027 based on Y1 actuals (toy + AI-pin volumes)
  • SLS printer (Sintratec S2 OR Formlabs Fuse 1+) Y3: evaluate based on production volume + SKU stability

PhasePeriodAmount ₸MCumulative ₸MFunding source
Phase 1Q2 20261313Existing cash OR SAFE T1
Phase 2Q4 2026 - Q1 20272740SAFE T1 + T2
Storage + bufferY1444SAFE T2
Y1 CapEx total4444(canon-corrections C6)
Phase 3 cartoon-gen tierY2-Y312-1556-59SAFE T3 + Seed Equity
Phase 3 Mac M5 UltraY26-862-67Seed Equity
Phase 3 print farm scaleY2-Y325-3087-97Seed Equity + revenue
3-year hardware total~₸90M

Y2-Y3 hardware investment funded by Seed Equity round + revenue (Y2 break-even per canon-corrections C1).


  1. Phase 1 timing: order this month from existing cash, OR wait for SAFE T1 close (~6-8 weeks)?
  2. Mac sourcing: Dubai (founder travel) OR ispace.kz (local warranty)?
  3. B2B integrator preference: Logycom / Asia Bridge KZ / Glotur — which pre-existing relationship?
  4. Hardware engineer hire timing: Q1 vs Q3 2026? Earlier hire accelerates AI-pin pilot but Y1 wage budget tighter.
  5. Cartoon-gen tier trigger: how strict the local-quality bar before buying? Suggest revisit Q1 2027 with fal.ai actuals + open-weight video model state benchmark.

  • ispace.kz Mac Studio M3 Ultra pricing
  • thundercompute.com/blog/nvidia-rtx-pro-6000-pricing
  • shi.com Threadripper 7980X
  • store.bambulab.com (X1C, H2D, P1S)
  • benchlm.ai/blog/posts/claude-api-pricing
  • elevenlabs.io/pricing/api
  • LCSC bulk pricing (lcsc.com)
  • Alibaba B2B (alibaba.com)
  • Lipobattery.us LP102525 600mAh certified
  • Espressif ESP32-S3 official pricing
  • Knowles + Infineon MEMS mic catalog
  • mouser.kz / digikey.com
  • mikrotik.com / KZ distributor
  • bürosit.kz / Form-OK furniture KZ
  • B2B integrator quotes (request fresh): Logycom KZ, Asia Bridge KZ, Glotur