Models
The models themselves: families, price per million tokens, code benchmarks, open weights, and the criteria teams use to pick a supplier.
Articles
Models
MiniMax and DeepSeek: Flash models slash the price of agentic coding
Within three days, DeepSeek and then MiniMax shipped compact models that chase frontier coding scores for a few cents per task.
Models
COBOL, Fortran: OpenAI pitches AI for legacy migration
OpenAI reports 86.6% successful COBOL migrations with GPT-6.1 Sol, up from 5.4%. We look at the tests, the real prices and the limits.
Models
Model APIs: Anthropic overtook OpenAI in two years
Between 2023 and 2025, Anthropic went from 12% to 40% of enterprise API spend, OpenAI from 50% to 27%. Open source is shrinking.
Tools
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Models
Claude
Anthropic
Anthropic's model family, which grew from 12% to 40% of enterprise LLM API spend between 2023 and 2025 (Menlo Ventures).
- API
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Models
GPT
OpenAI
OpenAI's models: 27% of enterprise LLM API spend in 2025, down from 50% in 2023 (Menlo Ventures).
- API
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Models
Open-source models
Various
Open-source share of enterprise API usage fell from 19% to 11% between 2024 and 2025 (Menlo Ventures).
- Open source
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Models
Muse Spark Open
Meta
Open MoE model tuned for agentic coding: 816B parameters (42B active), 1M-token context window (source: NVIDIA, Oct 15, 2026).
- Open weights
- 1M tokens
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Models
MiniMax M3.1 Flash
MiniMax
Compact model for agents and coding (Oct 19, 2026): 73.7% on DeepSWE v1.1 and $0.15/$0.60 per million input/output tokens (source: MiniMax).
- API
- Low cost
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Models
DeepSeek V4.1-Flash-1017
DeepSeek
Flash model update (Oct 17, 2026) with MIT-licensed open weights: 77.0% on DeepSWE v1.1 (source: DeepSeek, Hugging Face).
- Open weights
- API
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Models
Gemini 4 Argon
Google
Google's frontier model, generally available since Oct 13, 2026; introductory price of $2 input and $10 output per million tokens (source: Google).
- API
- Antigravity