Lumen OutpostCosine
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KoaSalesforce
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About
Lumen Outpost is Cosine’s targeted post-trained coding model, benchmarked against Kimi K2.6, its base model, GPT-5.5, GPT-5.4, and Gemini 3.1 Pro on highly complex, long-horizon coding tasks across 13 programming languages. The model is specialized not only for raw coding accuracy, but also for behavioral signals that matter in professional engineering workflows, including agent initiative, planning, scope discipline, action alignment, concise updates, and useful communication. Cosine’s benchmark report shows that highly targeted post-training transformed the base model’s capabilities, with Lumen Outpost outperforming Kimi K2.6 across Niche-Bench, Slop-Bench, Vibe-Bench, and cost per successful task. On Niche-Bench, an internal evaluation for niche, legacy, and environment-constrained programming languages, Lumen Outpost achieved a 53.9% score and led or tied in 9 of 13 assessed languages, with notable gains in Fortran, ABAP, Java, and Rust.
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About
Salesforce Koa is Salesforce’s first CRM reasoning model for Agentforce, built on NVIDIA Nemotron and trained on 27 years of Salesforce CRM intelligence to reason through complex, multi-step enterprise work. It is grounded in nearly three decades of CRM deployments and post-trained on a proprietary synthetic dataset modeled on real business processes, workflows, and operational policies. Its training scenarios simulate the reasoning, tool use, and decision-making Agentforce agents perform across the customer lifecycle, from generating leads and qualifying opportunities to resolving service cases, spanning more than 14 industries. Koa is purpose-built for targeted CRM tasks and is evaluated on Salesforce CRM Bench using real-world workflows such as updating opportunities, routing cases, and scheduling follow-ups. Salesforce reports that it is 11% more precise at calling the right action, recalls customer context with 2.1 times greater reliability.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Professional engineering teams that need a cost-efficient AI coding model for complex, long-horizon software tasks across mainstream and niche programming languages
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Audience
Salesforce and enterprise CRM teams wanting to power AI agents that reason through complex customer, service, sales, and operational workflows
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
$20 per month
Free Version
Free Trial
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Pricing
No information available.
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationCosine
United Kingdom
cosine.sh/blog/lumen-outpost-benchmark-report
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Company InformationSalesforce
Founded: 1999
United States
www.salesforce.com/agentforce/koa/
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Categories |
Categories |
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Integrations
ABAP
Fortran
Java
NVIDIA Nemotron
Rust
Salesforce
Salesforce Agentforce
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Integrations
ABAP
Fortran
Java
NVIDIA Nemotron
Rust
Salesforce
Salesforce Agentforce
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