News & Insights.
Product news and best practices for teams building with BLACKBOX AI.
Orchestrator–Executor: A Two-Agent Split That Beats a Solo Model on SWE Tasks
Split the agent in two — a strong orchestrator that plans and verifies, a cheaper executor that implements — and Terminal-Bench 2.0 scores jump from 58.4 to 69.7.
Nemotron on BLACKBOX: Open Weights, Encrypted Inference, and 420.2 tok/s
Blackbox is the orchestration layer for coding agents — unifying the best open- and closed-source models behind one secure, cost-efficient interface. Here is why Nemotron has become a cornerstone of the platform: frontier American open weights, 20–30× cheaper than closed-source, behind end-to-end encrypted inference, and 420.2 tok/s of concurrency-1 output.
03Blackbox Encrypted AI: Confidential LLMs at 22× Lower Cost
End-to-end encrypted LLM inference with hardware attestation, at $0.45 per million output tokens — 22× cheaper than GPT-4o, with confidentiality guarantees TLS alone can't provide.
04What is Agentic Development? The Future of Software Engineering in 2026
Agentic development is reshaping how engineering teams deliver software at scale. AI agents don't just assist — they autonomously plan, execute, debug, and deploy.
05AI Agents vs AI Assistants: Why Copilots Are Already Outdated
Your AI assistant is holding you back. The uncomfortable truth is that AI assistants were a stepping stone, not a destination.
06BLACKBOX AI Agents API: The Complete Developer Guide
Harness multiple AI coding agents programmatically, orchestrate them to work in parallel, and automatically deploy the results through a single unified API.
07Multi-Agent Execution: Why Running Multiple AI Agents Beats Single-Agent AI
What if you could run 5 AI developers on the same task simultaneously? This is multi-agent execution, and it represents a fundamental shift in AI-assisted development.
08From Prompt to Production: How AI Agents Ship Code Without Human Intervention
I typed one sentence. 10 minutes later, it was live in production. Welcome to the era of AI prompt-to-production.
09BLACKBOX AI vs Devin: Accessible AI Agents vs $500/Month Premium
Devin costs $500/month. Here's what you get for $20. The most expensive option is not always the smartest choice for your development workflow.
10How to Assign Tasks to AI Coding Agents: A Practical Guide
Stop writing code. Start assigning tasks. This guide walks you through exactly how to assign tasks to AI agents effectively.
11AI Agents for Engineering Teams: How to 10x Your Team's Output
What if every developer on your team had 5 AI agents working for them? Engineering teams are deploying AI agents today, and the productivity gains are reshaping how we think about team capacity.