Docker vs Ollama

Docker Launches Cloud Sandboxes, Extending Secure AI Agent Isolation Beyond the Laptop

Docker, Inc.®, the trusted platform for building software in the agentic era, today announced Docker Cloud Sandboxes, a new solution for secure, isolated AI agent execution that enables complex agentic workflows to continue running in the cloud long after a developer's laptop shuts down.

Docker Verified Publisher Applications Are Now Self-Serve

Apply to become a Docker Verified Publisher (DVP) now directly through Docker Hub. Get your verified content seen first by devs looking for trusted options.

Docker Strengthens Leadership Team With Appointments of Mat Velloso as Chief Product Officer and Vinh Le as Chief Financial Officer

PALO ALTO, Calif. – August 18, 2026 – Docker, Inc.®, the trusted platform for building software in the agentic era, today announced the appointments of Mat Velloso as Chief Product Officer and Vinh Le as Chief Financial Officer, strengthening the company’s leadership team as it expands its role in helping organizations secure and govern agentic workflows.

DeepSeek Launches V4.1 Flash with Novel Encoder-Decoder Architecture

DeepSeek released DeepSeek-V4.1-Flash, a 763B-parameter mixture-of-experts model employing a novel causal encoder-decoder architecture with 8B active parameters for prefill and 16B for decode. It features native vision understanding, 1M token context, an MIT license, and extreme inference efficiency, claiming up to 1/8 KV cache footprint versus V4 Flash. Independent evals (Artificial Analysis Index 40, Vals Index #1 open-weight) show it surpasses V4 Pro at lower cost. API pricing is $0.30/1M input and $1.20/1M output tokens. DeepSeek has soft-retired V4 Pro, routing traffic to V4.1 Flash. The model supports SSD offload and local deployment, with Ollama and Baseten offering day-0 support. Technical discussions highlight the architecture's novelty and potential impact on long-context agents.

• DeepSeek launched V4.1-Flash with a causal encoder-decoder architecture, 763B total params (8B prefill/16B decode active).
• Artificial Analysis Index scores V4.1-Flash at 40, above V4 Pro and below GLM-5.3-Flash.
• API pricing: $0.30 per 1M input tokens, $1.20 per 1M output tokens, cached input $0.006 per 1M.

Ollama's transparent pricing

Ollama's Pro, Max, and Team plans now use industry-standard per-token pricing with usage included on every plan.

Developer Builds Autonomous AI Agent to Hunt Paid Bounties

A developer built an autonomous AI agent that scans hundreds of online gig/bounty listings, filters scams and human-only tasks, generates deliverables using live market data and a local LLM, and notifies a human for approval. The stack uses free tools (Python orchestration, Ollama with a local model, Chart.js, public crypto APIs, GitHub Pages, Windows Task Scheduler) resulting in $0/month infrastructure cost. In 48 hours the agent found many listings but only a handful were actionable due to geo-walls, ghost sponsors, and other filters; the author highlights the need for revenue tracking and human-in-the-loop oversight.

• Author built an autonomous AI agent that scans 232+ listings across multiple platforms to find paid work and generate deliverables.
• Stack used: Python orchestration, Ollama with qwen3:4b (local LLM), Chart.js, CoinGecko, DeFiLlama, Solana RPC, GitHub Pages, and Windows Task Scheduler.
• Total stated infrastructure cost: $0/month.