Beste AI-codehoek

Een budgetbuild voor lokale AI-codeaanvulling met 14B-model, plus dev.

De aanvraag

Code-assistent (lokale LLM)
Dev-omgevingen
Docker

Overzicht · Unified-memory build€2,012

Eisen vs deze build

nodig · gebruikt

CPU-kernen	15	47%	OK
RAM	64 GB	100%	Vol
Opslag	3 TB	99%	Vol
GPU	AI-geschikt

Verbruik

Gebruik: 24/7
Inactief: 13 W
Typisch: 20 W
Piek: 38 W
Energie / jaar: ≈ €44
Over 3 jaar: ≈ €133

Score

Totaal72

Prestaties76

Efficiëntie93

Waarde73

Waarom deze variant

Kies deze als

Balances your priorities with a 2012€ price tag and a 13W idle draw.

Wat het opoffert

Not specialized: it does not push any single dimension (value, silence, expansion) to the extreme.

Hoe de onderdelen zijn gekozen

GMKtec EVO-X2 — AMD Ryzen AI Max+ 395 (64GB): 32 threads, 64GB RAM, 12W idle — a complete, efficient prebuilt for this workload.
Turnkey: no assembly, smaller footprint, lower energy than a custom build.
Unified memory: the integrated GPU can use up to ~48 GB of the 64 GB as graphics memory, so the model fits without a dedicated card. Decode speed follows the 256 GB/s memory bus — several times slower than a high-end card, but a fraction of its price and power.

Waarom niet de andere

Unified-memory build — the model in shared RAM, no card beats "Smart build — best all-round" on performance -14, value +5, efficiency +34, expandability -75, longevity +16 — that is why it is recommended for your priorities.

Voor je koopt

Niets kritieks om op te lossen voor je koopt.

Prestaties76

Waarde73

Efficiëntie93

Uitbreidbaarheid19

Stilte75

Levensduur98

Betrouwbaarheid70

Algemeen72

Toekomstbestendigheidsscore

Beperkte toekomstbestendigheid

33/100

Limited future-proofing (33/100) — expect to upgrade or rebuild sooner rather than later.

Upgrade path40

Prebuilt platform — the CPU/motherboard are not swappable in the usual sense, so the upgrade path is limited to RAM/storage/PCIe.

Expansion12

Expansion headroom: 0 PCIe slot(s), 1 M.2, 0 SATA, 0 drive bay(s), 0 RAM slot(s) free.

Storage growth20

Storage is 99% utilized with 0 free drive bay(s) and 0 free SATA port(s).

Memory growth20

0 RAM slot(s) free; memory is 100% utilized.

Networking80

Networking is 2500 Mbps.

Replacement ease30

Prebuilt — proprietary parts can make replacement harder.

Workload change30

No GPU and little room to add one — demanding AI/transcoding workloads would be out of reach.

Homelab Risk Score

Gematigd risico

35/100

Moderate risk (35/100) — a few items are worth fixing before you commit (see checklist).

low

Single point of failure

No primary data stored on this system, so a drive failure has low impact.Oplossing: Keep backups for any data you do add later.

low

Storage risk

Solid-state storage — no moving parts, low mechanical failure risk.Oplossing: For an always-on system, prefer NAS/CMR-rated drives; monitor SMART and replace before the warranty ends.

high

Data loss risk

1 drive(s) with no redundancy — a single SSD/controller failure can still lose data.Oplossing: Add redundancy and an off-site/off-box backup for anything irreplaceable.

critical

Power risk

No PSU detected in the configuration.Oplossing: Add a PSU sized at ~1.5x the peak load for efficiency headroom.

low

Network risk

Single 2500 Mbps NIC — a switch/port failure takes the box fully offline, and multi-user media can saturate 2500 Mbps.Oplossing: Consider a second NIC or a managed switch; for heavy media, plan for 2.5/10G before the build.

medium

Expansion risk

0 PCIe, 1 M.2, 0 SATA, 0 bays free.Oplossing: If you foresee adding drives, a NIC or a GPU, choose a case/board with more slots before buying.

low

Upgrade risk

Prebuilt platform — the next CPU generation will almost certainly require a new system.Oplossing: Buy for the workload, not the socket — upgrade paths are a bonus, not a guarantee.

Laatste build-audit

Audit passed (0 critical, 0 warning) — mostly optional and future considerations remain.

3 Optioneel

Optioneel

Back up what you keep

No data pool on this build: a drive failure costs a reinstall, not your files.Actie: Keep saves, configs and projects in a cloud or external backup.storage

Optioneel

Keep a backup off-box

Redundancy inside the box does not survive fire, theft or a whole-array fault.Actie: Mirror the important data to an external drive, a second box, or cloud.storage

Optioneel

More VRAM for AI

Local AI/inference benefits strongly from 16GB+ VRAM.Actie: Consider a higher-VRAM GPU if AI is a serious goal.ai

Wat de limiet wordt

RAM is maxed out is the most likely thing to date this build within 1-2y.

1-2y

RAM is maxed out

Waarom: All RAM slots are used and the workload already sits at 100% — the next memory need means replacing kits or a new build.Wat te doen: Buy a single larger kit now, or plan the RAM for the full lifecycle.

1-2y

Storage nearly full

Waarom: 99% of raw capacity is already in use — media libraries and backups grow fast.Wat te doen: No free bays/ports — the next capacity jump requires a DAS or a rebuild.

Verder

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Score

Waarom deze variant

Voor je koopt

Toekomstbestendigheidsscore

Homelab Risk Score

Laatste build-audit

Wat de limiet wordt

Wat je als eerste beperkt

Missie

Aanbevolen architectuur

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