BetaBlog
Product news, engineering notes, and practical guides for teams building with parallel agents.
15 posts · Updated regularly
Pipeline plans that match your ask — before agents start
Review a structured plan, answer only the questions that matter, then Approve & Run. Presentations and documents stay on the subject you requested.
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Aug 14, 2026 · 5 min read
Pipeline plans that match your ask — before agents start
Review a structured plan, answer only the questions that matter, then Approve & Run. Presentations and documents stay on the subject you requested.
Jul 8, 2026 · 5 min read
Your first parallel workflow in five minutes
Sign up, add a model key, send one prompt — and watch MasterNode plan, fan out agents, and merge the result.
Jul 5, 2026 · 4 min read
Real-time agent status: what each stage means
Plan, execute, merge, and validate — how to read the live task graph while agents work in parallel.
Jul 2, 2026 · 4 min read
Upload documents for RAG: formats, limits, and tips
Which file types work, how the 12 MB limit applies, and how to get cleaner answers from your own sources.
Jun 30, 2026 · 6 min read
Introducing Parallel Intelligence
Why we decompose a single goal into a swarm of specialized agents — and how validated merging keeps the output coherent.
Jun 24, 2026 · 7 min read
Grounding answers with strict web-search gating
How intent classification decides when to search, when to transform, and when to stay silent — without hallucinating links.
Jun 20, 2026 · 6 min read
How we stream task status over WebSockets
Why we chose push updates over polling, how events are scoped per tenant, and what clients should expect.
Jun 18, 2026 · 5 min read
Routing models for cost, speed, and quality
Send heavy reasoning to frontier models and fan lightweight subtasks to faster providers — without changing your prompt.
Jun 12, 2026 · 5 min read
Selective memory: keywords over transcripts
Compressed, entity-first memory means the model gets only what's relevant — never a full conversation log.
Jun 8, 2026 · 5 min read
From single chat to multi-agent pipeline
When a one-shot reply isn't enough — escalating to assistants, templates, and repeatable workflows.
May 28, 2026 · 4 min read
Grounding rules: search results beat memory
When live sources and internal knowledge disagree, we have a clear rule — and we surface the conflict instead of hiding it.
May 20, 2026 · 3 min read
Keyboard shortcuts and workspace habits
⌘K search, sidebar toggles, file uploads, and the help menu — a quick reference for daily use.
May 15, 2026 · 4 min read
Bring your own model providers
Route across OpenAI, Gemini, Claude, Groq, DeepSeek, and Cohere with your own keys — no lock-in, full control of cost.
May 5, 2026 · 4 min read
Why we built MasterNode for teams with their own keys
Provider choice, predictable billing, and governance — the product bet behind bring-your-own-model.
Apr 30, 2026 · 3 min read
Building MasterNode in the open
What's live today, what's in development, and how we think about shipping an agent platform honestly.
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