Signals
Production-oriented research signals and interpretation for AI systems builders.
Deep Dives and Frameworks
Implementation playbooks, operator patterns, and durable analysis.
Signals, Maps, and Watch Lists
Production-oriented analysis, benchmarks, and market/system intelligence.
External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable production templates and trackers.
Small-Model Routing With Frontier Fallback: The Production Cost Pattern
Small-model routing cuts inference bills only when fallback is measured, budgeted and guarded against confidence failure.
RAG Maintenance After Deployment: The Failure Mode Nobody Budgets For
RAG maintenance after deployment is the hidden operating cost: stale indexes, drifting corpora, weak evals, and silent retrieval failure.
Agent State Migration and Rollback: The Missing Reliability Layer
Agent state migration rollback is becoming the reliability layer between agent memory, workflow versioning, and production recovery.
Multi-Agent Human Handoff Patterns: When the Swarm Needs a Person
Human handoff is not a fallback button. It is the control plane that decides when multi-agent systems should stop acting.
Consent and Delegation Boundaries for AI Agents
AI agent consent needs runtime boundaries: scoped delegation, renewed approvals, clear identity, and audit-ready logs.
Browser-Use Agents After the Computer-Use Benchmarks
Browser-use agents look cleaner than desktop agents, but the benchmarks still hide drift, cost, auth, and recovery failure.
Million-Token Context Still Fails the Workload Test
Anthropic reported on February 5, 2026 that Claude Opus 4.6 scored 76% on the 8-needle 1M-token MRCR v2 test while Claude Sonnet 4.5 scored 18.5% on the...
Agent Commerce Is a Trust Layer Before It Is a Marketplace
Google's Agent Payments Protocol launched with more than 60 supporting organizations, while the Linux Foundation says A2A passed 150 supporting...
Coding Agent Benchmarks Hit the Generalization Wall
Scale's SWE-Bench Pro public leaderboard reports that top models scoring above 70% on SWE-Bench Verified fall to 23.3% for OpenAI GPT-5 and 23.1% for...
Agent Accountability Breaks When the Audit Trail Is Just a Trace
The EU AI Act's Article 12 now says high-risk AI systems must automatically record events across the system lifetime. Microsoft, in parallel, is migrating...