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Fast Models Optimized for Coding Agents

Specialized inference, built for agent workloads Fast Open-Source models: Kimi k3, Deepseek v4 flash, qwen 397b, at 200+ tps Specialized models for applying edits, code search, compaction, and model routing
Active Founders
Tejas Bhakta
Tejas Bhakta
Founder
inference thats optimized for agents
Company Launches
Kimi K3 on Morph: near-Fable performance at 1/5 the cost
See original launch post

Kimi K3 is now live on Morph.

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Most open-weight models look promising in benchmarks, then fall apart in production: unreliable tool calls, weak long-context performance, or inconsistent outputs.

GLM-5.2 and Kimi K3 are the first two I’ve tested that feel genuinely production-ready.

In our benchmarks, Kimi K3 approaches Fable-level performance at roughly half the cost of Opus. On Morph, it comes with:

  • 1M-token context
  • 90–200 output tokens/sec
  • Tool calling and structured outputs
  • OpenAI- and Anthropic-compatible APIs

We want to see how it performs on real workloads, not toy demos.

If you currently run Anthropic or OpenAI models in production, we’ll cover the cost of routing 5% of your production traffic to Kimi K3. Compare quality, latency, and cost against your existing model with minimal integration work.

We’d love brutally honest feedback: where it works, where it breaks, and what it would take for you to route more traffic to it.

Try it here: https://docs.morphllm.com/sdk/components/fast-models

Comment or DM me if you want us to fund your production test.

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Previous Launches
Most Agent failures are behavioral. Catch them at scale
33k tok/sec context compaction for coding agents
Code search limits coding capabiltiies. Moving it out to a specialized model wins.
50% faster than Cognition's SWE-grep - improve Claude Code or Codex via MCP
Instantly apply AI output into code and files (5000+ tok/sec). Build your own coding agents.
Jobs at Morph
San Francisco, CA, US
$80K - $140K
0.50%
1+ years
San Francisco, CA, US
$180K - $350K
0.40%
6+ years
Morph
Founded:2025
Batch:Summer 2023
Team Size:3
Status:
Active
Location:San Francisco
Primary Partner:Tom Blomfield