3.6 KiB
pureintent vs naiveintent — which to use for dev + agentic work
Both are AMD Zen 4 (Phoenix) 8c/16t boxes, so CPU is nearly a wash. The real differences are RAM, SSD, and form factor. All numbers below were measured directly on each machine (June 2026).
Measured comparison
| pureintent (Beelink SER8) | naiveintent (Lenovo ThinkPad 21ME) | |
|---|---|---|
| CPU | Ryzen 7 8845HS, 8c/16t | Ryzen 7 PRO 8840HS, 8c/16t |
| Sustained all-core clock | 4.59 GHz | 4.27 GHz |
| Single-core throughput | ~4.55 GB/s sha (tie) | ~4.70 GB/s sha (tie) |
| RAM | 32 GB — 20 GB free, already swapping (5.5 GB) | 64 GB — 55 GB free, 0 swap |
| SSD | Crucial P3 Plus (QLC, DRAM-less) | KIOXIA KXG8 (premium TLC) |
| Sustained write (4 GB, fdatasync) | 729 MB/s | 3.1 GB/s (4.3×) |
| Sequential read (direct) | 5.3 GB/s | 3.2 GB/s (through LUKS) |
| Free disk | 200 GB (77% full) | 782 GB (13% full) |
| Encryption | none | LUKS full-disk |
| Form factor | always-on mini PC | laptop (battery, lid, roams) |
Both run the powersave governor with balance_performance EPP
(amd-pstate active mode — normal, not a real powersave), so that's not
a differentiator.
What it means
- CPU: a wash. Same silicon. pureintent holds ~7% higher sustained all-core clock (mini-PC cooling beats a thin laptop chassis), so large parallel Nix builds finish marginally faster on it. Single-core / interactive latency is a tie. Not a deciding factor.
- RAM strongly favors naiveintent (2×). This is what bites agentic work — several Claude Code agents + language servers + builds + a browser + incus containers eat RAM fast. pureintent already dips into swap at light load; naiveintent has 55 GB free.
- Disk strongly favors naiveintent. 4.3× faster sustained writes and 6× more free space, on a better drive. Agentic/dev I/O is write-heavy (nix store, git, node_modules, compile artifacts, logs). pureintent's QLC + DRAM-less drive at 77% full only degrades further. LUKS on naiveintent is effectively free (AES-NI).
Verdict
For doing heavy interactive + agentic work, naiveintent wins clearly — 2× RAM and 4× write throughput dwarf pureintent's ~7% multi-core edge.
The only caveat was form factor: a laptop that sleeps/roams makes a poor always-on host for a service like Kolu. naiveintent will be deployed always-on and plugged in, so that caveat is moot → migrate to naiveintent.
Migration notes
naiveintent's config is currently near-empty (kolu + gc); pureintent
carries the workhorse stack. To port the setup from
configurations/nixos/pureintent/default.nix:
- Kolu —
services.kolu.host = "naiveintent"is already set. RevisitallowedOrigins(pureintent allows its Tailscale MagicDNS origin) and any Tailscale-IP binding. - home-manager shared modules naiveintent lacks:
ssh-agent-forwarding,controlpersist,claude-code,work/juspay.nix,services/vira.nix,services/drishti. - incus stack (
beszel.nix,incus) + thecore.https_addresspreseed, if you want anywhen/containers and the incus UI. - remote builders (
buildMachines+sincereintent.nix). - the dbus-broker / NetworkManager-wait-online activation workarounds.
Won't move cleanly:
- drishti CI-fleet monitoring depends on pureintent-local ssh aliases
(
pu-managedssh_config,kolu-ci-1..8, reachable only from pureintent). Either keep drishti on pureintent or move thepustate. - Decide whether pureintent is decommissioned or kept as a secondary builder.
Regardless of the outcome: GC pureintent — at 77% full on a degrading QLC drive it needs headroom.