AI agents · OpenClaw · self-hosting · automation

Quick Answer

Kimi K3 vs GLM-5.2 vs DeepSeek V4: Open-Weight Coding Aug 2026

Published:

The Short Answer

For open-weight coding in August 2026: GLM-5.2 is the best self-host value (744B, 40B active), Kimi K3 is peak open quality (2.8T params, scores next to Opus 4.8), and DeepSeek V4 Flash 0731 is the cheapest hosted API at $0.14/$0.28 per MTok.

The Comparison

Kimi K3GLM-5.2DeepSeek V4 Flash 0731
Params2.8T744B (40B active)284B (13B active)
Context1M1M1M
WeightsOpenOpenReleased
Local coding bench~86 (K2.7 Code)87Competitive
Best atPeak open qualitySelf-host valueCheapest hosted API

Where Each Wins

  • Kimi K3 → peak open quality. The largest open-weight model ever (2.8T params), always-on reasoning, native multimodal, benchmark scores next to Claude Opus 4.8. Best for long agent loops that need sustained reasoning — but needs heavy infra to self-host.
  • GLM-5.2 → best self-host value. 744B with only 40B active via MoE means it fits realistic GPU budgets, and it scored 87 on a local coding benchmark (edging Kimi K2.7 Code’s 86). The pragmatic on-prem pick.
  • DeepSeek V4 Flash 0731 → cheapest hosted API. $0.14/$0.28 per MTok, 1M context, 13B active. If you don’t need to run weights yourself, nothing capable is cheaper.

Self-Host vs Hosted

  • On-prem, limited GPUs → GLM-5.2 (40B active is the sweet spot)
  • On-prem, max quality, big infra → Kimi K3
  • Cheapest bill, no ops → DeepSeek V4 Flash 0731 hosted API

Self-hosting trades per-token fees for GPU cost and ops overhead — worth it at high volume or under data-residency rules.

Verdict

  • Best self-host value → GLM-5.2
  • Peak open-weight quality → Kimi K3
  • Cheapest capable API → DeepSeek V4 Flash 0731

Sources