Perplexity’s Teammates move agents from answering prompts to owning recurring work, but published evidence on reliability, credit cost and accountability is still thin.
Perplexity Teammates: always-on agents behind a $200 Max paywall
read more
LLM pricing
OpenAI’s funding reset hands AI buyers a multi-cloud lever
Whatever the final shape of OpenAI’s hyperscaler deals, a capital-constrained lab that needs compute from everyone gives enterprise buyers leverage, so price your alternative cloud before your next renewal.
GPT-6.2 Astra and Fable 5.5 leak in the same week: plan your eval
OpenAI and Anthropic both appear to be days from shipping new flagships, so the useful move this week is a ready evaluation harness, not a leaderboard refresh.
Self-Hosted LLM vs API: Cost, Latency and GDPR Trade-offs
For most businesses an LLM API wins on cost and speed to ship, and self-hosting an open-weight model only pays off with high steady volume, strict data control or tight latency needs.
Gemini 4 Carbon scores 59 on AA index, 0.0% on prompt injection
Gemini 4 Carbon leads Artificial Analysis’ Intelligence Index at 59 and posts a 0.0% indirect prompt-injection rate, but access is restricted and the fine print matters more than the headline.
Replit reportedly drops Anthropic for OpenAI over a 30% price cut
A deeply integrated, Claude-built company reportedly switched frontier providers for a 30%-plus discount, which makes every model contract a renegotiation waiting to happen.
Home Assistant Local Voice Assistant: Bilingual for $2 a Month
How we built a mostly local English and Polish voice assistant on Home Assistant with Whisper, Piper and a small hosted LLM, what broke along the way, and why it costs about $2 a month.
DeepSeek V4.1-Flash-1017: MIT weights and a $0.75 search API
DeepSeek’s V4.1-Flash-1017 puts a 763B-parameter model under MIT and prices web search as a metered commodity, and the second move matters more than the benchmark gains.
Mistral Large 4 lands: 1T parameters, $1.36/M, weights due 31 Oct
Mistral’s trillion-parameter Large 4 is a strong specialist and a weak generalist, priced far below closed frontier models, and it was trained on compute Mistral owns in Europe.
What We Do
Product
Consumer and enterprise software, built with taste and shipped fast.
Infrastructure
AI agents, automation, and orchestration - production systems, not demos.
Advisory
Hands-on engineering and strategy for teams shipping AI into production.