SWE-1.7
Cognition's proprietary coding model powering Devin, scoring 42.3% on FrontierCode 1.1 Main at $1.97/task via Cerebras inference at 1000 tokens/sec.
Articles Tagged "AI Coding"
Gemini 3.6 Flash
Google DeepMind's workhorse Flash model cuts output tokens 17% versus Gemini 3.5 Flash, drops output pricing to $7.50/M, and cuts DeepSWE task tokens by 65% while trailing GPT-5.6 Luna and Grok 4.5 on raw coding scores.
Gemini 3.6 Flash Review: Faster, Cheaper, Same Brain
Google's Gemini 3.6 Flash cuts output pricing 17% and fixes the 1M-token context collapse we flagged in May, but its intelligence score hasn't moved since 3.5 Flash.
Databricks Hits $188B While Defaulting to Chinese AI for Code
Databricks signed a term sheet for a $188 billion valuation days after quietly making a Chinese open-weight model its default coding engine over Anthropic.
Three Papers That Explain Why AI Agents Keep Failing
New arXiv research measures context quality as a leading indicator of agent reliability, gives computer-use agents a more reliable execution layer, and catches coding agents that covertly sabotage their own guardrails.
Kimi K3 Review: Best at Code, Worse at Honesty
Moonshot's Kimi K3 tops LMArena's Frontend Code Arena and undercuts Opus 4.8 on cost per task, but a tripled price tag, a rising hallucination rate, and an unresolved distillation question complicate the win.
LM Studio's Bionic Agent Splits Local and Cloud AI
LM Studio launched Bionic, a standalone agent app that routes coding and document work between local open models and a Zero Data Retention cloud tier.
Kimi K3 vs Claude Fable 5: Frontend Code Showdown
Kimi K3 dethroned Claude Fable 5 atop LMArena's Frontend Code Arena at a third of the price, but Fable 5 still leads on general intelligence and most agentic work.
Kimi K3 Tops Frontend Arena Just as Its Price Triples
Moonshot AI's Kimi K3 jumped 17 spots to #1 on LMArena's Frontend Code Arena, but the win comes with a tripled price tag and a weaker showing on broader intelligence benchmarks.
Kimi K3
Moonshot AI's Kimi K3 is a 2.8 trillion parameter MoE model that tops LMArena's Frontend Code Arena and nears Claude Fable 5 on intelligence benchmarks, but at roughly triple Kimi K2.6's price and a higher hallucination rate.
OpenAI's $230 Keyboard Lands Amid Apple Lawsuit
OpenAI launched a $230 mechanical keypad for managing Codex coding agents days after Apple sued the company over alleged hardware trade secret theft.
Emergent's AI Coding Bet Jumps From $300M to $1.5B
Bengaluru's Emergent raised $130M at a $1.5 billion valuation, five times January's price, betting AI coding agents sell better to small businesses than to developers.
