Agent Keys Need Risk Budgets
Shuriken's Agent Kit shows why AI agent tools that can act need scoped keys, server-side limits, activity logs, revocation, and conservative defaults.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Rust's Draft LLM Policy Draws the Right Line
Rust's draft LLM usage policy allows AI for learning, review, and experiments while banning generated comments, docs, and human-review shortcuts in Rust.
AI & TechnologyCodex Hooks Make the Harness Real
Codex hooks, Remote SSH, and mobile control make agent work operational. Evidence, approvals, git custody, release gates, and taste now decide quality.
AI & TechnologyOpen Source Is Not a Security Boundary
GDS guidance on AI vulnerability discovery gets open-source security right: hide less by default, fix faster, and make exceptions explicit with evidence.
AI & TechnologyAgent Code Search Has a Token Budget
Semble turns code search into a context-budget problem: hybrid retrieval, ranked snippets, and token savings beat grep-and-read loops for coding agents.
AI & TechnologyAgent Skills Need Package Managers
Agent skills, MCP servers, prompts, hooks, and commands now behave like dependencies. Teams need manifests, lockfiles, policy gates, review, and rollback.
AI & TechnologyAI Agent Review Packets Are the New Final Answer
AI agent review packets bundle claims, traces, approvals, tests, deployment proof, human review state, and unresolved gaps so agent work earns real trust.
AI & TechnologyAgents Need Supervision Surfaces
Agent supervision surfaces turn autonomous AI work into inspectable operations: approvals, traces, evidence, recovery, and review queues beat better chat.
AI & TechnologyAgentic Design Is Control Surface Design
Agentic design is not a prettier chat box. It is the control surface that makes autonomous software visible, interruptible, auditable, and worthy.
AI & TechnologyAgent Search Is a Runtime Problem
A new arXiv study compares grep and vector retrieval across Chronos, Claude Code, Codex, and Gemini CLI. Agent search quality lives in the runtime layer.
AI & TechnologyHTML Is the Format AI Agents Want
Thariq Shihipar's HTML examples show why agent output format matters: spatial structure, interaction, and visual evidence beat flattened Markdown.
AI & TechnologyThe Agent Interface Is the Harness
Agent interface design is the operating layer: permissions, memory, traces, evidence, recovery, and taste decide whether autonomous AI agents earn trust.
AI & TechnologyExternal Publications
Technical writing at Introl
Local LLM Hardware Pricing Guide 2025
Comprehensive hardware recommendations and cost analysis for running large language models locally.
H100 vs. H200 vs. B200: Choosing the Right NVIDIA GPUs for Your AI Workload
GPU selection guide comparing NVIDIA's latest datacenter accelerators for different AI workloads.
TPU Architecture: Complete Guide to Google's 7 Generations
Deep technical dive into Google's Tensor Processing Unit evolution from TPUv1 to TPUv5.
GPU Memory Pooling in Multi-Tenant Kubernetes
Resource sharing strategies for GPU clusters in containerized environments.
Ray Clusters: Distributed AI Computing Infrastructure
Guide to building and managing distributed AI computing with Ray framework.
DeepSeek V3 Open Source AI Cost Advantage
Analysis of open source LLM economics and DeepSeek's competitive positioning.
NVIDIA Vera Rubin GPU 600kW Racks 2027
Future datacenter power requirements and NVIDIA's next-generation GPU roadmap.
SMR Nuclear Power for AI Data Centers
Small modular reactor solutions for powering next-generation AI infrastructure.
DeepSeek MHC Architecture Breakthrough
Technical analysis of DeepSeek's Multi-Head Compression architecture innovations.