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Latest Articles

A few handcrafted articles about my thoughts and experiments.

A mechanical hand uses one small brass token to unlock a narrow door while larger vaults remain sealed
Capability Tokens for AI Agents
A practical model for granting AI agents narrow, temporary, auditable authority to use tools, touch data, and perform consequential actions.
Published on
A mechanical governor meters crowded cargo capsules into a single tunnel inside a steam-filled switching hall
Agent Queues Need Backpressure
How AI work queues should control intake, priority, concurrency, retries, and human review so autonomous systems do not turn demand into uncontrolled motion.
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An operator uses a weathered runbook built into an industrial control desk while autonomous machinery works outside in a storm
AI Runbooks Are Product Interfaces
Why agent systems need operational runbooks that encode intent, evidence, authority, escalation, and recovery instead of leaving procedure trapped in prompts.
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A compact clockwork greenhouse tends one thriving plant while an enormous unfinished autonomous factory stands idle in the distance
Build the Smallest Autonomous Loop That Can Work
A practical way to scope AI autonomy around one observable goal, one bounded action surface, and one trustworthy feedback loop before expanding further.
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A calm night operations team rehearses containment around a physical system model while the real autonomous machine remains visible through an observation window
Artificial Intelligenceagent-securityobservabilityreliability
AI Incident Response Starts Before the Incident
How to prepare containment, evidence, ownership, communication, and recovery for AI failures before a fast-moving agent system makes them necessary.
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A bridge section built by one industrial rig is subjected to independent alignment and load tests by a separate inspection system
Verification Must Be Independent
Why agents should not be the sole judges of their own work, and how separate evidence, evaluators, and invariants create trustworthy completion.
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A powerful experimental machine operates inside a transparent containment chamber with only a few permitted tool channels crossing concentric safety walls
Sandboxes Are Capability Containers
Why effective AI sandboxing is about constraining authority, data, tools, networks, and persistence—not merely isolating a process.
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A curator admits a small ordered set of records from a chaotic archive conveyor into a bright, quiet reading chamber
Artificial Intelligencecontext-engineeringretrievalArchitecture
Retrieval Needs Admission Control
Why reliable AI context depends on source authority, freshness, conflict handling, and deliberate exclusion—not merely finding semantically similar documents.
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Turbulent blue material passes through a precision industrial mold and emerges as exact illuminated forms ready for a downstream machine
Structured Outputs Are Protocol Boundaries
Why schemas, validation, repair, and semantic checks are the boundary that turns probabilistic model output into dependable system behavior.
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