Mitchell Bryson AI Builder Articles
Today in AI — 28 February 2026 - Mitchell Bryson
Today's top AI news — curated links and commentary on the stories that matter for product builders.
Mitchell Bryson AI Builder Articles
The Multi-Agent Paradox: Why More AI Agents Don't Mean Better Results - Mitchell Bryson
Google's latest research shows multi-agent coordination can actually reduce performance, challenging the industry's $52 billion bet on orchestrated AI systems and revealing why coordination complexity may be the wrong path forward.
Mitchell Bryson AI Builder Articles
Observational Memory Might Kill RAG for Long-Running Agents - Mitchell Bryson
Mastra's open-source memory system replaces retrieval with background compression, scoring highest on LongMemEval at a fraction of the cost. If you're building agents that need to remember, pay attention.
Mitchell Bryson AI Builder Articles
The Trust Stack: Identity, Reputation, and Accountability for AI Agents - Mitchell Bryson
As AI agents become economic actors - negotiating, transacting, and making commitments - they'll need infrastructure we haven't built yet: verifiable identity, earned reputation, and enforceable accountability.
Mitchell Bryson AI Builder Articles
Agent-to-Agent Procurement: Autonomous negotiation, contracting, and settlement between ERPs - Mitchell Bryson
A philosophical but concrete blueprint for how buyer and supplier agents could negotiate terms, compile enforceable contracts, and settle instantly across today's rails.
Mitchell Bryson AI Builder Articles
Human Gates, Agent Throughput: An autonomy ladder that scales without losing control - Mitchell Bryson
A practical model for growing AI agent autonomy - levels, controls, and KPIs - grounded in risk frameworks (NIST AI RMF, ISO/IEC 42001) and aligned with EU AI Act oversight.
Mitchell Bryson AI Builder Articles
Zero-Integration Partnerships: Agents that auto-generate, validate, and maintain APIs between businesses - Mitchell Bryson
A blueprint for agentic B2B integrations that generate OpenAPI/AsyncAPI contracts, prove compatibility with contract tests, and self-maintain as systems change.
Mitchell Bryson AI Builder Articles
Synthetic Organisations: What Would a Fully AI-Run Service Agency Look Like, and How Would I Build One? - Mitchell Bryson
What changes when agents own strategy and execution? Legal structure, accountability, pricing models, failure modes, and the minimum governance to ship safely.
Mitchell Bryson AI Builder Articles
Designing WhatsApp support agents with human handoff, audit trails, and SLA-aware routing - Mitchell Bryson
A production template for WhatsApp support automation: compliant flows, human takeover, full audit trails, and routing that respects SLAs and customer tiers.