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A few handcrafted articles about my thoughts and experiments.

A looping industrial rail system where repeated autonomous requests converge on one uniquely marked completed artifact instead of creating duplicates
Idempotency for AI Agents
Why retries, partial failures, and long-running agent loops make idempotent actions, reconciliation, and explicit operation identity essential.
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A human operator at a quiet control bridge opening one guarded lock as an autonomous machine convoy waits with visible evidence
Human Approval Is an Architectural Boundary
How to place human judgment at consequential transitions without turning AI workflows into notification queues or rubber-stamp theater.
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A strange industrial proving ground where AI-built artifacts pass through precision trials, stress chambers, and a guarded release gate
Evals Are the AI Delivery Pipeline
Why AI evaluations should operate as a continuous delivery system for behavior, with representative cases, evidence, release gates, and production feedback.
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A living archive where a small active workbench connects to a ledger, curated artifact shelves, and a distant fading record hall
Agent Memory Without the Mythology
A practical architecture for AI memory built from working state, durable facts, episodic records, retrieval policy, and deliberate forgetting.
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An editorial cutting room where a vast archive is deliberately assembled into one clear illuminated workspace for an AI system
Context Engineering Is Interface Design
How to design the information boundary around an AI agent so instructions, evidence, tools, and working state remain legible under pressure.
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A secure machine hall where independent AI capability modules connect through guarded interfaces while one module is safely replaced
Composable AI Systems: Architecture That Can Change Without Losing Control
A practical architecture for building AI systems from bounded capabilities, explicit contracts, least-privilege tools, durable state, and verification gates.
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A volatile luminous intelligence being fitted into a precise mechanical harness inside an experimental engineering bay
The Agent Harness Is the Real Product
Why model capability only becomes dependable work through a harness that manages context, tools, state, permissions, recovery, and verification.
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An autonomous machine moves around a circular workshop track, completing inspection and verification stations before the path opens toward a bright finish gate
The Loop and Goal Workflow: How Long-Running AI Work Actually Finishes
A practical look at Codex Goal mode, automatic continuation, verification, steering, and the discipline required to make long-running agent work finish honestly.
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A dark research observatory containing three celestial model cores, a protected black-glass intelligence core, and a vast open lattice of expert modules
Sol, Fable, Mythos, and Kimi K3: The AI Model Race Is Splitting Apart
What the newest frontier models reveal about tiered intelligence, long-running agents, safety-gated capability, and the return of open-weight competition.
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