Z

GLM 5

Entrada:$0.8/M
Salida:$3.2/M
Want this tightened or tailored for a landing page/README/press? I can adapt it. Here are sharper versions plus what info to add for credibility. Options - One‑liner: GLM‑5 is Z.ai’s open-source foundation model for end‑to‑end systems design and long‑horizon agent workflows—built for experts, production‑ready, and competitive with top closed models on large‑scale coding tasks. - 3 value bullets: - Agentic planning + iterative self‑correction for multi‑step, repo‑wide changes - Strong backend reasoning and tool use; ships for production workloads - Open weights, competitive benchmarks vs. closed leaders on code+agent tasks - 3‑sentence blurb: GLM‑5 is Z.ai’s flagship open‑source model for complex systems design and long‑horizon agent workflows. Built for expert developers, it pairs advanced planning with deep backend reasoning and iterative self‑correction, enabling full‑system construction—not just code snippets. In benchmarks and real deployments, it delivers production‑grade performance on large programming tasks, rivaling leading closed models. Make it concrete (replace placeholders and I’ll plug them in) - Model sizes/context: {N}B params, {K} tokens context, {toolformer/routers?} - Inference: {tok/s} on A100/H100, {batch size}, {throughput/latency P50/P95} - Benchmarks: SWE‑bench verified {X}%, HumanEval+ {Y}%, MBPP {Z}%, AgentBench {A}%, Repo‑level tasks {B}% (with eval setup) - Production: pass@k for PR generation, test coverage deltas, rollback rate, success on multi‑repo tasks - Ecosystem: supports {tools} (Git, shell, HTTP, DB, code indexers), {frameworks} (LangChain, LlamaIndex), license {Apache‑2.0/MIT}, safety/guardrails Copy tweaks to consider - Replace “autonomous execution” with “safe autonomous execution with guardrails (approval gates, sandboxes, timeouts)” - Avoid vague “rivaling” without numbers; pair every claim with a metric and hardware spec - Add one concrete example: “Upgraded a 120‑service monorepo from Django 3.2→4.2 in 3.1 hours wall‑clock with 92% tests passing on first run” Tell me the target (website hero, README, press note, tweet/thread), and any real metrics you can share—I’ll produce the final copy.
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