Require Signed Provenance for AI‑Generated Community Posts
Stop banning or shrugging at AI posts. Require signed provenance tokens to preserve signal, enable nuanced moderation, and align toolmakers on privacy.
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Agentic AI
13 essays filed under Agentic AI.
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Design Enterprise Agent Stacks to Survive Platform Gatekeeping & Billing Shocks
Build agent stacks that survive platform vetting, vendor price shocks, and billing risk with self-hosted cores and multi-vendor routing.
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Default Auto Mode Is a Hazard: Enforce Human-in-the-Loop Contracts in Dev Tooling
Auto-mode LLMs shift risk to teams. Build human-in-the-loop contracts—UI gates, runtime checks, provenance, and metering—to keep control and costs predictable.
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Engineering Trust: How Dev Tooling Must Encode Confidence in AI-Generated Code
A concrete blueprint for engineering developer trust in AI tools with identity, cryptographic provenance, deterministic builds, revocation, and humane UX.
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Treat Your Repo Like an Agent Interface: Engineering Code for Coding-AI
Treat repos, APIs, and CI as agent interfaces. Concrete patterns to cut hallucinations, debug AI-generated code, and reduce AI coding costs.
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Make the Terminal the Control Plane for Agent Orchestration
Make the terminal the control plane for agent orchestration: an auditable, cost-effective, developer-centric way to run enterprise agent workflows at scale.
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Beyond Detection: Practical Git Provenance for AI-Edited Code
Detection alone won’t govern AI-edited code. Here’s a practical, layered Git provenance model—attestations, CI, and policy—that teams can ship now.
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Design Patterns for Cost-Aware Agent Orchestration
Agentic AI can quietly melt budgets. Practical patterns for metering, staged fidelity, simulations, and circuit-breakers to make agents accountable.
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Signed Skills: A Practical Standard for Safe, Open Agent Marketplaces
A case for a neutral standard for cryptographically signed agent skills and runtime attestation that keeps marketplaces open while enforcing safety and provenan
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Operationalizing Defenses Against Persistent-Control in Agentic AI
A layered model—provenance, attestation, confinement, automated red teaming—against persistent-control attacks in agentic AI, with deployable steps.
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Designing Agent-Aware Public APIs: Versioning, Limits, and Contracts
Public APIs need agent-aware design: versioning for agents, capability-bound tokens, semantic rate limits, and verifiable intent contracts to curb abuse and cos
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Cryptographic Action Tokens: A Governance Model for Agent Orchestration
Require cryptographic action tokens and reproducible execution transcripts for every agent effect to enforce least-privilege, auditability, and rollback.
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Platform Gatekeeping Is Killing Agentic Open Source — Fixes
Platform gatekeeping is throttling agentic AI open source. A practical blueprint—manifests, provenance, sandboxes, legal and CI—to keep it portable.
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